From f9a718c80c8c871259ab78d026a47112027e3c54 Mon Sep 17 00:00:00 2001
From: flange-ipb <34936695+flange-ipb@users.noreply.github.com>
Date: Wed, 17 Aug 2022 15:49:03 +0200
Subject: [PATCH 001/681] invoke Emscripten's emcmake when cross-compiling to
 wasm

---
 setup.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/setup.py b/setup.py
index 7cfe397c0..e34bfa72b 100644
--- a/setup.py
+++ b/setup.py
@@ -51,6 +51,11 @@ def building_on_windows_msvc() -> bool:
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
+def building_to_wasm() -> bool:
+    """Returns True when building to WebAssembly"""
+    return "PYODIDE" in os.environ
+
+
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
@@ -229,6 +234,18 @@ def _compile_in(
         print("Configuring build...")
         args = [cmake]
 
+        # Build to wasm requires invocation of the Emscripten SDK
+        if building_to_wasm():
+            emcmake = which("emcmake")
+            if not emcmake:
+                print(
+                    "You need to install emcmake from the Emscripten SDK before "
+                    "compiling igraph."
+                )
+                return False
+            args.insert(0, emcmake)
+            args.append("-DIGRAPH_WARNINGS_AS_ERRORS:BOOL=OFF")
+
         # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")

From e3275c4f9ce78bab08bc66b7614e47318ce56a2a Mon Sep 17 00:00:00 2001
From: flange-ipb <34936695+flange-ipb@users.noreply.github.com>
Date: Mon, 29 Aug 2022 13:02:37 +0200
Subject: [PATCH 002/681] add workflow to build a WASM wheel

---
 .github/workflows/build.yml | 28 ++++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c56fa0085..48aa932fa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -150,6 +150,34 @@ jobs:
         with:
           path: ./wheelhouse/*.whl
 
+  build_wheel_wasm:
+    name: Build wheels for WebAssembly
+    runs-on: ubuntu-20.04
+    
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+          fetch-depth: 0
+
+      - uses: actions/setup-python@v2
+        name: Install Python
+        with:
+          python-version: '3.10.2'
+
+      - uses: mymindstorm/setup-emsdk@v11
+        with:
+          version: '3.1.14'
+
+      - name: Build wheel
+        run: |
+          pip install pyodide-build==0.21.0
+          pyodide build
+
+      - uses: actions/upload-artifact@v2
+        with:
+          path: ./dist/*.whl
+
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
     runs-on: windows-2019

From ddecc7c57b823d94538cfc860c19a03d02b36e04 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 31 Jan 2023 14:16:06 +0100
Subject: [PATCH 003/681] make things more generic by detecting Emscripten and
 not only pyodide

---
 setup.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index dd7721f49..6be61230b 100644
--- a/setup.py
+++ b/setup.py
@@ -59,9 +59,9 @@ def building_on_windows_msvc() -> bool:
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
 
 
-def building_to_wasm() -> bool:
-    """Returns True when building to WebAssembly"""
-    return "PYODIDE" in os.environ
+def building_with_emscripten() -> bool:
+    """Returns True when building with Emscripten to WebAssembly"""
+    return (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
 
 
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
@@ -249,7 +249,7 @@ def _compile_in(
         args = [cmake]
 
         # Build to wasm requires invocation of the Emscripten SDK
-        if building_to_wasm():
+        if building_with_emscripten():
             emcmake = which("emcmake")
             if not emcmake:
                 print(

From 0b17fa405ff51b1e6b73168a316066109ba3305d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 10:19:02 +0100
Subject: [PATCH 004/681] fix: removed unused 'params' parameter from
 VertexDendrogram

---
 src/igraph/clustering.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 47cb58f7d..c7270a52b 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -62,7 +62,8 @@ def __init__(self, membership, params=None):
         @param membership: the membership list -- that is, the cluster
           index in which each element of the set belongs to.
         @param params: additional parameters to be stored in this
-          object's dictionary."""
+          object's dictionary.
+        """
         self._membership = list(membership)
         if len(self._membership) > 0:
             self._len = max(m for m in self._membership if m is not None) + 1
@@ -788,7 +789,7 @@ class VertexDendrogram(Dendrogram):
     vertex set of a graph."""
 
     def __init__(
-        self, graph, merges, optimal_count=None, params=None, modularity_params=None
+        self, graph, merges, optimal_count=None, modularity_params=None
     ):
         """Creates a dendrogram object for a given graph.
 
@@ -799,7 +800,6 @@ def __init__(
           clustering algorithm that produces the dendrogram. C{None} means
           that such a hint is not available; the optimal count will then be
           selected based on the modularity in such a case.
-        @param params: additional parameters to be stored in this object.
         @param modularity_params: arguments that should be passed to
           L{Graph.modularity} when the modularity is (re)calculated. If the
           original graph was weighted, you should pass a dictionary

From 423b3217d3dac5d37260debd309a42ff3c2009fc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 10:35:27 +0100
Subject: [PATCH 005/681] fix: fix forwarding of resolution parameter to the
 low-level modularity() method from the Graph class, closes #640

---
 src/igraph/community.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/igraph/community.py b/src/igraph/community.py
index 74a290a7a..834744707 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -403,7 +403,7 @@ def _community_leiden(
       Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
     @param weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
-    @param resolution: the resolution parameter to use. Higher resolutions 
+    @param resolution: the resolution parameter to use. Higher resolutions
       lead to more smaller communities, while lower resolutions lead to fewer
       larger communities.
     @param beta: parameter affecting the randomness in the Leiden
@@ -431,7 +431,10 @@ def _community_leiden(
         raise ValueError('objective_function must be "CPM" or "modularity".')
 
     if "resolution_parameter" in kwds:
-        deprecated("resolution_parameter keyword argument is deprecated, use resolution=... instead")
+        deprecated(
+            "resolution_parameter keyword argument is deprecated, use "
+            "resolution=... instead"
+        )
         resolution = kwds.pop("resolution_parameter")
 
     if kwds:
@@ -448,10 +451,10 @@ def _community_leiden(
         n_iterations=n_iterations,
     )
 
+    modularity_params = {"resolution": resolution}
     if weights is not None:
-        modularity_params = dict(weights=weights)
-    else:
-        modularity_params = {}
+        modularity_params["weights"] = weights
+
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
@@ -494,9 +497,11 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
     if isinstance(membership, VertexClustering):
         if membership.graph != self:
             raise ValueError("clustering object belongs to another graph")
-        return GraphBase.modularity(self, membership.membership, weights)
+        return GraphBase.modularity(
+            self, membership.membership, weights, resolution, directed
+        )
     else:
-        return GraphBase.modularity(self, membership, weights)
+        return GraphBase.modularity(self, membership, weights, resolution, directed)
 
 
 def _optimal_cluster_count_from_merges_and_modularity(

From 18a903e17cf47bdcb45bd003afccd677eba47e65 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 14:25:22 +0100
Subject: [PATCH 006/681] feat: VertexClustering returned from
 Graph.community_leiden() now stores the value of the quality function

---
 src/_igraph/graphobject.c |  2 +-
 src/igraph/community.py   | 12 +++++++++---
 2 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7ba3e693f..69f544187 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -12784,7 +12784,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     free(membership);
   }
 
-  return error ? NULL : res;
+  return error ? NULL : Py_BuildValue("Nd", res, (double) quality);
 }
 
 /**********************************************************************
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 834744707..61af2a3b1 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -420,7 +420,9 @@ def _community_leiden(
       If this is not provided, it will be automatically determined on the
       basis of whether you want to use CPM or modularity. If you do provide
       this, please make sure that you understand what you are doing.
-    @return: an appropriate L{VertexClustering} object.
+    @return: an appropriate L{VertexClustering} object with an extra attribute
+      called C{quality} that stores the value of the internal quality function
+      optimized by the algorithm.
 
     @newfield ref: Reference
     @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
@@ -440,7 +442,7 @@ def _community_leiden(
     if kwds:
         raise TypeError('unexpected keyword argument')
 
-    membership = GraphBase.community_leiden(
+    membership, quality = GraphBase.community_leiden(
         graph,
         edge_weights=weights,
         node_weights=node_weights,
@@ -451,11 +453,15 @@ def _community_leiden(
         n_iterations=n_iterations,
     )
 
+    params = {"quality": quality}
+
     modularity_params = {"resolution": resolution}
     if weights is not None:
         modularity_params["weights"] = weights
 
-    return VertexClustering(graph, membership, modularity_params=modularity_params)
+    return VertexClustering(
+        graph, membership, params=params, modularity_params=modularity_params
+    )
 
 
 def _modularity(self, membership, weights=None, resolution=1, directed=True):

From 02f37ab55310dff5826980d4726b0b535957644d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 3 Mar 2023 14:27:01 +0100
Subject: [PATCH 007/681] chore: updated changelog

---
 CHANGELOG.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ae776db49..65fa445a7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,17 @@
 
 ## [Unreleased]
 
+### Added
+
+- The `VertexClustering` object returned from `Graph.community_leiden()` now
+  contains an extra property named `quality` that stores the value of the
+  internal quality function optimized by the algorithm.
+
+### Fixed
+
+- `resolution` parameter is now correctly taken into account when calling
+  `Graph.modularity()`
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From 61111f229dedc131b9a1b5f014b4bbcb884b20fb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 5 Mar 2023 14:05:28 +0100
Subject: [PATCH 008/681] chore: update vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c9426b5d9..df540582b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c9426b5d9fa841d93a311f46ddef9ed1d97576ac
+Subproject commit df540582b4c2b267e573fc42d7ca654573960072

From bdada6f6c3bbeb170cd56b4ed8c23332433710f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 10 Mar 2023 18:03:18 +0100
Subject: [PATCH 009/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index df540582b..47c76b691 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit df540582b4c2b267e573fc42d7ca654573960072
+Subproject commit 47c76b691c8158daea48648f3d47129e682d4651

From be0d890307c5e52d971a094e895d599716dca2e9 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 13 Mar 2023 19:40:15 +1100
Subject: [PATCH 010/681] Add Spanish tutorial by @adriandiazlab (#642)

* Add Spanish tutorial by @adriandiazlab

* fix: let's try with all-lowercase filenames

* A few corrections in style and language

---------

Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 doc/source/index.rst       |   3 +-
 doc/source/tutorial.es.rst | 815 +++++++++++++++++++++++++++++++++++++
 2 files changed, 817 insertions(+), 1 deletion(-)
 create mode 100644 doc/source/tutorial.es.rst

diff --git a/doc/source/index.rst b/doc/source/index.rst
index 040b4c5c5..aca648dfb 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -67,7 +67,7 @@ Documentation
 
        - :doc:`Quick start <tutorials/quickstart>`
        - :doc:`Gallery of examples <tutorials/index>`
-       - :doc:`Extended tutorial <tutorial>`
+       - :doc:`Extended tutorial <tutorial>` (:doc:`Español <tutorial.es>`)
 
     .. container::
 
@@ -103,6 +103,7 @@ Documentation for `python-igraph <= 0.10.1` is available on our `old website <ht
    install
    tutorials/index
    tutorial
+   tutorial.es
    api/index
    generation
    analysis
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
new file mode 100644
index 000000000..a94945b63
--- /dev/null
+++ b/doc/source/tutorial.es.rst
@@ -0,0 +1,815 @@
+.. include:: include/global.rst
+
+.. _tutorial:
+
+.. currentmodule:: igraph
+
+========
+Tutorial
+========
+
+Esta página es un tutorial detallado de las capacidades de |igraph| para Python. Para obtener una impresión rápida de lo que |igraph| puede hacer, consulte el :doc:`tutorials/quickstart`. Si aún no ha instalado |igraph|, siga las instrucciones de :doc:`install`.
+
+.. note::
+   Para el lector impaciente, vea la página :doc:`tutorials/index` para ejemplos cortos y autocontenidos.
+   
+Comenzar con |igraph|
+=====================
+
+La manera más común de usar |igraph| es como una importanción con nombre dentro de un ambiente de Python (por ejemplo, un simple shell de Python, a `IPython`_ shell, un `Jupyter`_ notebook o una instancia JupyterLab, `Google Colab <https://colab.research.google.com/>`_, o un `IDE <https://www.spyder-ide.org/>`_)::
+
+  $ python
+  Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
+  Type "help", "copyright", "credits" or "license" for more information.
+  >>> import igraph as ig
+  
+Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombre que hayas elegido)::
+
+  >>> import igraph as ig
+  >>> print(ig.__version__)
+  0.9.8
+
+.. note::
+   Es posible utilizar *importación con asterisco* para |igraph|::
+
+    >>> from igraph import *
+    
+   pero en general se desaconseja <https://stackoverflow.com/questions/2386714/why-is-import-bad>`_.
+
+Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :command:`igraph` desde tu terminal::
+
+  $ igraph
+  No configuration file, using defaults
+  igraph 0.9.6 running inside Python 3.9.6 (default, Jun 29 2021, 05:25:02)
+  Type "copyright", "credits" or "license" for more information.
+  >>>
+
+.. note::
+   Para los usuarios de Windows encontrarán el script dentro del subdirectorio file:`scripts`
+   de Python y puede que tengan que añadirlo manualmente a su ruta.
+   
+Este script inicia un intérprete de comandos apropiado (`IPython`_ o `IDLE <https://docs.python.org/3/library/idle.html>`_ si se encuentra, de lo contrario un intérprete de comandos Python puro) y utiliza *importación con asterisco* (véase más arriba). Esto es a veces conveniente para usar las funciones de |igraph|.
+
+.. note::
+   Puede especificar qué shell debe utilizar este script a través 
+   :doc:`configuration` de |igraph|.
+
+Este tutorial asumirá que has importado igraph usando el de nombres ``ig``.
+
+Creando un grafo
+================
+
+La forma más sencilla de crear un grafo es con el constructor :class:`Graph`. Para hacer un grafo vacío:
+
+  >>> g = ig.Graph()
+  
+Para hacer un grafo con 10 nodos (numerados ``0`` to ``9``) y dos aristas que conecten los nodos ``0-1`` y ``0-5``::
+
+  >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
+  
+Podemos imprimir el grafo para obtener un resumen de sus nodos y aristas::
+
+  >>> print(g)
+  IGRAPH U--- 10 2 --
+  + edges:
+  0--1 0--5
+  
+Tenemos entonces: grafo no dirigido (**U**ndirected) con **10** vértices y **2** aristas, que se enlistan en la última parte. Si el grafo tiene un atributo "nombre", también se imprime.
+
+.. note::
+   ``summary`` es similar a ``print`` pero no enlista las aristas, lo cual
+   es conveniente para grafos grandes con millones de aristas::
+   
+     >>> summary(g)
+     IGRAPH U--- 10 2 --
+   
+Añadir y borrar vértices y aristas
+==================================
+
+Empecemos de nuevo con un grafo vacío. Para añadir vértices a un grafo existente, utiliza :meth:`Graph.add_vertices`::
+
+  >>> g = ig.Graph()
+  >>> g.add_vertices(3)
+  
+En |igraph|, los vértices se numeran siempre a partir de cero El número de un vértice es el *ID del vértice*. Un vértice puede tener o no un nombre.
+
+Del mismo modo, para añadir aristas se utiliza :meth:`Graph.add_edges`::
+
+  >>> g.add_edges([(0, 1), (1, 2)])
+  
+Las aristas se añaden especificando el vértice origen y el vértice destino de cada arista. Esta llamada añade dos aristas, una que conecta los vértices ``0`` y ``1``, y otra que conecta los vértices ``1`` y ``2``. Las aristas también se numeran a partir de cero (el *ID del arista*) y tienen un nombre opcional.
+
+.. warning::
+
+  Crear un grafo vacío y añadir vértices y aristas como se muestra aquí puede ser mucho más lento que crear un grafo con sus vértices y aristas como se ha demostrado anteriormente. Si la velocidad es una preocupación, deberías evitar especialmente añadir vértices y aristas *de uno en uno*. Si necesitas hacerlo de todos modos, puedes usar :meth:`Graph.add_vertex` y :meth:`Graph.add_edge`.
+
+Si intentas añadir aristas a vértices con IDs no válidos (por ejemplo, intentas añadir una arista al vértice ``5`` cuando el grafo sólo tiene tres vértices), obtienes un error :exc:`igraph.InternalError`::
+
+  >>> g.add_edges([(5, 4)])
+  Traceback (most recent call last):
+    File "<stdin>", line 1, in <module>
+    File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
+      res = GraphBase.add_edges(self, es)
+  igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
+  
+El mensaje intenta explicar qué ha fallado (``cannot add edges. -- Invalid
+vertex id``) junto con la línea correspondiente del código fuente en la que se ha producido el error.
+
+.. note::
+   El rastreo completo, incluida la información sobre el código fuente, es útil cuando
+   se informa de errores en nuestro
+   `Página de problemas de GitHub <https://github.com/igraph/python-igraph/issues>`_. Por favor, inclúyalo
+   completo si crea un nuevo asunto.
+
+Añadamos más vértices y aristas a nuestro grafo::
+
+  >>> g.add_edges([(2, 0)])
+  >>> g.add_vertices(3)
+  >>> g.add_edges([(2, 3), (3, 4), (4, 5), (5, 3)])
+  >>> print(g)
+  IGRAPH U---- 6 7 --
+  + edges:
+  0--1 1--2 0--2 2--3 3--4 4--5 3--5
+  
+Ahora tenemos un grafo no dirigido con 6 vértices y 7 aristas. Los IDs de los vértices y aristas son siempre *continuos*, por lo que si eliminas un vértice todos los vértices subsiguientes serán renumerados. Cuando se renumera un vértice, las aristas **no** se renumeran, pero sí sus vértices de origen y destino. Utilice :meth:`Graph.delete_vertices` y :meth:`Graph.delete_edges` para realizar estas operaciones. Por ejemplo, para eliminar la arista que conecta los vértices ``2-3``, obten sus IDs y luego eliminalos::
+
+  >>> g.get_eid(2, 3)
+  3
+  >>> g.delete_edges(3)
+  
+Generar grafos
+==============
+
+|igraph| incluye generadores de grafos tanto deterministas como estocásticos. Los generadores *deterministas* producen el mismo grafo cada vez que se llama a la función, por ejemplo::
+
+  >>> g = ig.Graph.Tree(127, 2)
+  >>> summary(g)
+  IGRAPH U--- 127 126 --
+  
+Utiliza :meth:`Graph.Tree` para generar un grafo regular en forma de árbol con 127 vértices, cada vértice con dos hijos (y un padre, por supuesto). No importa cuántas veces llames a :meth:`Graph.Tree`, el grafo generado será siempre el mismo si utilizas los mismos parámetros::
+
+  >>> g2 = ig.Graph.Tree(127, 2)
+  >>> g2.get_edgelist() == g.get_edgelist()
+  True
+  
+El fragmento de código anterior también muestra el método :meth:`~Graph.get_edgelist()`, que devuelve una lista de vértices de origen y destino para todas las aristas, ordenados por el ID de la arista. Si imprimes los 10 primeros elementos, obtienes::
+
+  >>> g2.get_edgelist()[:10]
+  [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
+  
+Los generadores *estocásticos* producen un grafo diferente cada vez; por ejemplo, :meth:`Graph.GRG`::
+
+  >>> g = ig.Graph.GRG(100, 0.2)
+  >>> summary(g)
+  IGRAPH U---- 100 516 --
+  + attr: x (v), y (v)
+  
+.. note::
+   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de   
+   vértice y ningún atributo de arista.
+
+Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleatoria y uniforme dentro del cuadrado unitario y los pares de puntos más cercanos entre sí respecto a una distancia predefinida *d* se conectan mediante una arista. Si se generan GRGs con los mismos parámetros, serán diferentes::
+
+  >>> g2 = ig.Graph.GRG(100, 0.2)
+  >>> g.get_edgelist() == g2.get_edgelist()
+  False
+  
+Una forma un poco más relajada de comprobar si los grafos son equivalentes es mediante :meth:`~Graph.isomorphic()`::
+
+  >>> g.isomorphic(g2)
+  False
+  
+Comprobar por el isomorfismo puede llevar un tiempo en el caso de grafos grandes (en este caso, la respuesta puede darse rápidamente comprobando las distribuciones de grados de los dos grafos).
+
+Establecer y recuperar atributos
+================================
+
+Como se ha mencionado anteriormente, en |igraph| cada vértice y cada arista tienen un ID numérico de ``0`` en adelante. Por lo tanto, la eliminación de vértices o aristas puede causar la reasignación de los ID de vértices y/o aristas. Además de los IDs, los vértices y aristas pueden tener *atributos* como un nombre, coordenadas para graficar, metadatos y pesos. El propio grafo puede tener estos atributos también (por ejemplo, un nombre, que se mostrará en ``print`` o :meth:`Graph.summary`). En cierto sentido, cada :class:`Graph`, vértice y arista pueden utilizarse como un diccionario de Python para almacenar y recuperar estos atributos.
+
+Para demostrar el uso de los atributos, creemos una red social sencilla::
+
+  >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
+  
+Cada vértice representa una persona, por lo que queremos almacenar nombres, edades y géneros::
+
+  >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
+  >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
+  >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
+  >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
+  
+:attr:`Graph.vs` y :attr:`Graph.es` son la forma estándar de obtener una secuencia de todos los vértices y aristas respectivamente. El valor debe ser una lista con la misma longitud que los vértices (para :attr:`Graph.vs`) o aristas (para :attr:`Graph.es`). Esto asigna un atributo a *todos* los vértices/aristas a la vez.
+
+Para asignar o modificar un atributo para un solo vértice/borde, puedes hacer lo siguiente::
+
+ >>> g.es[0]["is_formal"] = True
+
+De hecho, un solo vértice se representa mediante la clase :class:`Vertex`, y una sola arista mediante :class:`Edge`. Ambos, junto con :class:`Graph`, pueden ser tecleados como un diccionario para establecer atributos, por ejemplo, para añadir una fecha al grafo::
+
+  >>> g["date"] = "2009-01-10"
+  >>> print(g["date"])
+  2009-01-10
+
+Para recuperar un diccionario de atributos, puedes utilizar :meth:`Graph.attributes`, :meth:`Vertex.attributes` y :meth:`Edge.attributes`.
+
+Además, cada :class:`Vertex` tiene una propiedad especial, :attr:`Vertex.index`, que se utiliza para averiguar el ID de un vértice. Cada :class:`Edge` tiene :attr:`Edge.index` más dos propiedades adicionales, :attr:`Edge.source` y :attr:`Edge.target`, que se utilizan para encontrar los IDs de los vértices conectados por esta arista. Para obtener ambas propiedades a la vez, puedes utilizar :attr:`Edge.tuple`.
+
+Para asignar atributos a un subconjunto de vértices o aristas, puedes utilizar el corte::
+
+  >>> g.es[:1]["is_formal"] = True
+  
+La salida de ``g.es[:1]`` es una instancia de :class:`~seq.EdgeSeq`, mientras que :class:`~seq.VertexSeq` es la clase equivalente que representa subconjuntos de vértices.
+
+Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
+
+  >>> g.vs[3]["foo"] = "bar"
+  >>> g.vs["foo"]
+  [None, None, None, 'bar', None, None, None]
+  >>> del g.vs["foo"]
+  >>> g.vs["foo"]
+  Traceback (most recent call last):
+    File "<stdin>", line 25, in <module>
+  KeyError: 'Attribute does not exist'
+  
+.. warning::
+   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un 
+   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el 
+   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros 
+   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como 
+   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres 
+   cargar el grafo en Python.
+   
+   
+Propiedades estructurales de los grafos
+=======================================
+
+Además de las funciones simples de manipulación de grafos y atributos descritas anteriormente, |igraph| proporciona un amplio conjunto de métodos para calcular varias propiedades estructurales de los grafos. Está más allá del alcance de este tutorial documentar todos ellos, por lo que esta sección sólo presentará algunos de ellos con fines ilustrativos. Trabajaremos con la pequeña red social que construimos en la sección anterior.
+
+Probablemente, la propiedad más sencilla en la que se puede pensar es el "grado del vértice" (:dfn:`vertex degree`). El grado de un vértice es igual al número de aristas incidentes a él. En el caso de los grafos dirigidos, también podemos definir el ``grado de entrada`` (:dfn:`in-degree`, el número de aristas que apuntan hacia el vértice) y el ``grado de salida`` (:dfn:`out-degree`, el número de aristas que se originan en el vértice)::
+
+  >>> g.degree()
+  [3, 1, 4, 3, 2, 3, 2]
+  
+Si el grafo fuera dirigido, habríamos podido calcular los grados de entrada y salida por separado utilizando ``g.degree(mode="in")`` y ``g.degree(mode="out")``. También puedes usar un único ID de un vértice o una lista de ID de los vértices a :meth:`~Graph.degree` si quieres calcular los grados sólo para un subconjunto de vértices::
+
+  >>> g.degree(6)
+  2
+  >>> g.degree([2,3,4])
+  [4, 3, 2]
+  
+Este procedimiento se aplica a la mayoría de las propiedades estructurales que |igraph| puede calcular. Para las propiedades de los vértices, los métodos aceptan un ID o una lista de IDs de los vértices (y si se omiten, el valor predeterminado es el conjunto de todos los vértices). Para las propiedades de las aristas, los métodos también aceptan un único ID de o una lista de IDs de aristas. En lugar de una lista de IDs, también puedes proporcionar una instancia :class:`VertexSeq` o una instancia :class:`EdgeSeq` apropiadamente. Más adelante, en el próximo capítulo "consulta de vértices y aristas", aprenderás a restringirlos exactamente a los vértices o aristas que quieras.
+
+.. note::
+
+   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o 
+   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En 
+   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la 
+   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de 
+   ello es la centralidad de los vectores propios (:meth:`Graph.evcent()`)
+
+Además de los grados, |igraph| incluye rutinas integradas para calcular muchas otras propiedades de centralidad, como la intermediación de vértices y aristas o el PageRank de Google (:meth:`Graph.pagerank`), por nombrar algunas. Aquí sólo ilustramos la interrelación de aristas::
+
+  >>> g.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+
+Ahora también podemos averiguar qué conexiones tienen la mayor centralidad de intermediación
+con un poco de magia de Python::
+
+  >>> ebs = g.edge_betweenness()
+  >>> max_eb = max(ebs)
+  >>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
+  [(0, 1), (0, 2)]
+  
+La mayoría de las propiedades estructurales también pueden ser obtenidas para un subconjunto de vértices o aristas o para un solo vértice o arista llamando al método apropiado de la clase :class:`VertexSeq` o :class:`EdgeSeq` de interés::
+
+  >>> g.vs.degree()
+  [3, 1, 4, 3, 2, 3, 2]
+  >>> g.es.edge_betweenness()
+  [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
+  >>> g.vs[2].degree()
+  4
+  
+Busqueda de vértices y aristas basada en atributos
+==================================================
+
+Selección de vértices y aristas
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Tomando como ejemplo la red social anterirormente creada, te gustaría averiguar quién tiene el mayor grado o centralidad de intermediación. Puedes hacerlo con las herramientas presentadas hasta ahora y conocimientos básicos de Python, pero como es una tarea común seleccionar vértices y aristas basándose en atributos o propiedades estructurales, |igraph| te ofrece una forma más fácil de hacerlo::
+
+  >>> g.vs.select(_degree=g.maxdegree())["name"]
+  ['Claire']
+
+La sintaxis puede parecer un poco rara a primera vista, así que vamos a tratar de interpretarla paso a paso. meth:`~VertexSeq.select` es un método de :class:`VertexSeq` y su único propósito es filtrar un :class:`VertexSeq` basándose en las propiedades de los vértices individuales. La forma en que filtra los vértices depende de sus argumentos posicionales y de palabras clave. Los argumentos posicionales (los que no tienen un nombre explícito como ``_degree`` siempre se procesan antes que los argumentos de palabra clave de la siguiente manera:
+
+- Si el primer argumento posicional es ``None``, se devuelve una secuencia vacía (que no contiene vértices)::
+
+    >>> seq = g.vs.select(None)
+    >>> len(seq)
+    0
+
+- Si el primer argumento posicional es un objeto invocable (es decir, una función, un método vinculado o cualquier cosa que se comporte como una función), el objeto será llamado para cada vértice que esté actualmente en la secuencia. Si la función devuelve ``True``, el vértice será incluido, en caso contrario será excluido::
+
+    >>> graph = ig.Graph.Full(10)
+    >>> only_odd_vertices = graph.vs.select(lambda vertex: vertex.index % 2 == 1)
+    >>> len(only_odd_vertices)
+    5
+
+- Si el primer argumento posicional es un iterable (es decir, una lista, un generador o cualquier cosa sobre la que se pueda iterar), *debe* devolver enteros y estos enteros se considerarán como índices del conjunto de vértices actual (que *no* es necesariamente todo el grafo). Sólo se incluirán en el conjunto de vértices filtrados los vértices que coincidan con los índices dados. Los numero flotantes, las cadenas y los ID de vértices no válidos seran omitidos::
+
+    >>> seq = graph.vs.select([2, 3, 7])
+    >>> len(seq)
+    3
+    >>> [v.index for v in seq]
+    [2, 3, 7]
+    >>> seq = seq.select([0, 2])         # filtering an existing vertex set
+    >>> [v.index for v in seq]
+    [2, 7]
+    >>> seq = graph.vs.select([2, 3, 7, "foo", 3.5])
+    >>> len(seq)
+    3
+
+- Si el primer argumento posicional es un número entero, se espera que todos los demás argumentos sean también números enteros y se interpretan como índices del conjunto de vértices actual. Esto solo es "azucar sintáctica", se podría conseguir un efecto equivalente pasando una lista como primer argumento posicional, de esta forma se pueden omitir los corchetes::
+
+    >>> seq = graph.vs.select(2, 3, 7)
+    >>> len(seq)
+    3
+    
+Los argumentos clave ("keyword argument") pueden utilizarse para filtrar los vértices en función de sus atributos o sus propiedades estructurales. El nombre de cada argumento clave consiste como máximo de dos partes: el nombre del atributo o propiedad estructural y el operador de filtrado. El operador puede omitirse; en ese caso, automáticamente se asume el operador de igualdad. Las posibilidades son las siguientes (donde *name* indica el nombre del atributo o propiedad):
+
+================ ================================================================
+Keyword argument Significado
+================ ================================================================
+``name_eq``      El valor del atributo/propiedad debe ser *igual* a 
+---------------- ----------------------------------------------------------------
+``name_ne``      El valor del atributo/propiedad debe *no ser igual* a
+---------------- ----------------------------------------------------------------
+``name_lt``      El valor del atributo/propiedad debe ser *menos* que
+---------------- ----------------------------------------------------------------
+``name_le``      El valor del atributo/propiedad debe ser *inferior o igual a*
+---------------- ----------------------------------------------------------------
+``name_gt``      El valor del atributo/propiedad debe ser *mayor que*
+---------------- ----------------------------------------------------------------
+``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a* 
+---------------- ----------------------------------------------------------------
+``name_in``      El valor del atributo/propiedad debe estar *incluido en*, el cual tiene que ser
+                 una secuencia en este caso
+---------------- ----------------------------------------------------------------
+``name_notin``   El valor del atributo/propiedad debe *no estar incluido en* ,
+                 el cual tiene que ser una secuencia en este caso
+================ ================================================================
+
+Por ejemplo, el siguiente comando te da las personas menores de 30 años en nuestra red social imaginaria::
+
+  >>> g.vs.select(age_lt=30)
+
+.. note::
+   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más 
+   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el 
+   operador de igualdad en una lista de argumentos.
+   
+Para ahorrarte algo de tecleo, puedes incluso omitir el método :meth:`~VertexSeq.select` si
+desea::
+
+  >>> g.vs(age_lt=30)
+   
+También hay algunas propiedades estructurales especiales para seleccionar los aristas:
+
+- Utilizando ``_source`` or ``_from`` en función de los vértices de donde se originan las aristas. Por ejemplo, para seleccionar todas las aristas procedentes de Claire (que tiene el índice de vértice 2)::
+
+    >>> g.es.select(_source=2)
+
+- Usar los filtros ``_target`` o ``_to`` en base a los vértices de destino. Esto es diferente de ``_source`` and ``_from`` si el grafo es dirigido.
+
+- ``_within`` toma un objeto :class:`VertexSeq` o un set de vértices y selecciona todos los aristas que se originan y terminan en un determinado set de vértices. Por ejemplo, la siguiente expresión selecciona todos los aristas entre Claire (índice 2), Dennis (índice 3) y Esther (índice 4)::
+
+    >>> g.es.select(_within=[2,3,4])
+
+- ``_between`` toma una tupla que consiste en dos objetos :class:`VertexSeq` o una listas que contienen los indices de los vértices o un objeto :class:`Vertex` y selecciona todas las aristas que se originan en uno de los conjuntos y terminan en el otro. Por ejemplo, para seleccionar todas las aristas que conectan a los hombres con las mujeres::
+
+    >>> men = g.vs.select(gender="m")
+    >>> women = g.vs.select(gender="f")
+    >>> g.es.select(_between=(men, women))
+
+Encontrar un solo vértice o arista con algunas propiedades
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+En muchos casos buscamos un solo vértice o arista de un grafo con algunas propiedades, sin importar cuál de las coincidencias se devuelve, ya sea si éxiste mútliples coincidencias, o bien sabemos de antemano que sólo habrá una coincidencia. Un ejemplo típico es buscar vértices por su nombre en la propiedad ``name``. Los objetos :class:`VertexSeq` y :class:`EdgeSeq` proveen el método :meth:`~VertexSeq.find` para esos casos. Esté método funciona de manera similar a :meth:`~VertexSeq.select`, pero devuelve solo la primer coincidencia si hay multiples resultados, y señala una excepción si no se encuentra ninguna coincidencia. Por ejemplo, para buscar el vértice correspondiente a Claire, se puede hacer lo siguiente::
+
+  >>> claire = g.vs.find(name="Claire")
+  >>> type(claire)
+  igraph.Vertex
+  >>> claire.index
+  2
+  
+La búsqueda de un nombre desconocido dará lugar a una excepción::
+
+  >>> g.vs.find(name="Joe")
+  Traceback (most recent call last):
+    File "<stdin>", line 1, in <module>
+  ValueError: no such vertex
+
+Búsqueda de vértices por nombres
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Buscar vértices por su nombre es una operación muy común, y normalmente es mucho más fácil recordar los nombres de los vértices de un grafo que sus IDs. Para ello, |igraph| trata el atributo ``name`` de los vértices de forma especial; se indexan de forma que los vértices se pueden buscar por sus nombre. Para hacer las cosas incluso más fácil, |igraph| acepta nombres de vértices (casi) en cualquier lugar dónde se espere especificar un ID de un vérice, e incluso, acepta colecciones (tuplas,listas,etc.) de nombres de vértices dónde sea que se esperé una lista de IDs de vértices. Por ejemplo, puedes buscar el grado (número de conexiones) de Dennis de la siguiente manera::
+
+  >>> g.degree("Dennis")
+  3
+
+o alternativamente::
+
+  >>> g.vs.find("Dennis").degree()
+  3
+  
+El mapeo entre los nombres de los vértices y los IDs es mantenido de forma transparente por |igraph| en segundo plano; cada vez que el grafo cambia, |igraph| también actualiza el mapeo interno. Sin embargo, la singularidad de los nombres de los vértices *no* se impone; puedes crear fácilmente un grafo en el que dos vértices tengan el mismo nombre, pero igraph sólo devolverá uno de ellos cuando los busques por nombres, el otro sólo estará disponible por su índice.
+
+Tratar un grafo como una matriz de adyacencia 
+=============================================
+
+La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyacencia, las filas y columnas están etiquetadas por los vértices del grafo: los elementos de la matriz indican si los vértices *i* y *j* tienen una arista común (*i, j*). La matriz de adyacencia del grafo de nuestra red social imaginaria es::
+
+  >>> g.get_adjacency()
+  Matrix([
+    [0, 1, 1, 0, 0, 1, 0],
+    [1, 0, 0, 0, 0, 0, 0],
+    [1, 0, 0, 1, 1, 1, 0],
+    [0, 0, 1, 0, 1, 0, 1],
+    [0, 0, 1, 1, 0, 0, 0],
+    [1, 0, 1, 0, 0, 0, 1],
+    [0, 0, 0, 1, 0, 1, 0]
+  ])
+  
+Por ejemplo, Claire (``[1, 0, 0, 1, 1, 1, 0]``) está directamente conectada con Alice (que tiene el índice 0), Dennis (índice 3), Esther (índice 4) y Frank (índice 5), pero no con Bob (índice 1) ni con George (índice 6).
+
+Diseños ("layouts") y graficar
+==============================
+
+Un grafo es un objeto matemático abstracto sin una representación específica en el espacio 2D o 3D. Esto significa que cuando queremos visualizar un grafo, tenemos que encontrar primero un trazado de los vértices a las coordenadas en el espacio bidimensional o tridimensional, preferiblemente de una manera que sea agradable a la vista. Una rama separada de la teoría de grafos, denominada dibujo de grafos, trata de resolver este problema mediante varios algoritmos de disposición de grafos. igraph implementa varios algoritmos de diseño y también es capaz de dibujarlos en la pantalla o en un archivo PDF, PNG o SVG utilizando la `libreria Cairo <https://www.cairographics.org>`_.
+
+.. important::
+
+   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o 
+   matplotlib.
+
+Algoritmos de diseños ("layouts")
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Los métodos de diseño en |igraph| se encuentran en el objeto :class:`Graph`, y siempre comienzan con ``layout_``. La siguiente tabla los resume:
+
+==================================== =============== =============================================
+Method name                          Short name      Algorithm description
+==================================== =============== =============================================
+``layout_circle``                    ``circle``,     Disposición determinista que coloca los 
+                                     ``circular``    vértices en un círculo
+------------------------------------ --------------- ---------------------------------------------
+``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout] 
+                                                     para grafos grandes
+------------------------------------ --------------- ---------------------------------------------
+``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold 
+------------------------------------ --------------- ---------------------------------------------
+``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold 
+                                     ``fr_3d``       en tres dimensiones
+------------------------------------ --------------- ---------------------------------------------
+``layout_kamada_kawai``              ``kk``          El algoritmo dirigido Kamada-Kawai
+------------------------------------ --------------- ---------------------------------------------
+``layout_kamada_kawai_3d``           ``kk3d``,       El algoritmo dirigido Kamada-Kawai
+                                     ``kk_3d``       en tres dimensiones
+------------------------------------ --------------- ---------------------------------------------
+``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para 
+                                     ``lgl``,        grafos grandes
+                                     ``large_graph``
+------------------------------------ --------------- ---------------------------------------------
+``layout_random``                    ``random``      Coloca los vértices de forma totalmente aleatoria
+------------------------------------ --------------- ---------------------------------------------
+``layout_random_3d``                 ``random_3d``   Coloca los vértices de forma totalmente aleatoria en 3D
+------------------------------------ --------------- ---------------------------------------------
+``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil 
+                                     ``tree``        para grafos (casi) arbóreos
+------------------------------------ --------------- ---------------------------------------------
+``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una  
+                                                     post-transformación de coordenadas polares,
+                                     ``tree``        útil para grafos (casi) arbóreos
+------------------------------------ --------------- ---------------------------------------------
+``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices 
+                                     ``spherical``,  de manera uniforme en la superficie de una esfera 
+                                     ``circular_3d``
+==================================== =============== =============================================
+
+.. _Distributed Recursive Layout: https://www.osti.gov/doecode/biblio/54626
+.. _Large Graph Layout: https://sourceforge.net/projects/lgl/
+
+Los algoritmos de diseño pueden ser llamados directamente o utilizando :meth:`~Graph.layout`::
+
+  >>> layout = g.layout_kamada_kawai()
+  >>> layout = g.layout("kamada_kawai")
+
+El primer argumento del método :meth:`~Graph.layout` debe ser el nombre corto del algoritmo de diseño (mirar la tabla anterior). Todos los demás argumentos posicionales y de palabra clave se pasan intactos al método de diseño elegido. Por ejemplo, las dos llamadas siguientes son completamente equivalentes::
+
+  >>> layout = g.layout_reingold_tilford(root=[2])
+  >>> layout = g.layout("rt", [2])
+
+Los métodos de diseño devuelven un objeto :class:`~layout.Layout` que se comporta principalmente como una lista de listas. Cada entrada de la lista en un objeto :class:`~layout.Layout` corresponde a un vértice en el grafo original y contiene las coordenadas del vértice en el espacio 2D o 3D. Los objetos :class:`~layout.Layout` también contienen algunos métodos útiles para traducir, escalar o rotar las coordenadas en un lote. Sin embargo, la principal utilidad de los objetos :class:`~layout.Layout` es que puedes pasarlos a la función :func:`~drawing.plot` junto con el grafo para obtener un dibujo en 2D.
+
+Dibujar un grafo utilizando un diseño ("layout")
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Por ejemplo, podemos trazar nuestra red social imaginaria con el algoritmo de distribución Kamada-Kawai de la siguiente manera::
+
+  >>> layout = g.layout("kk")
+  >>> ig.plot(g, layout=layout)
+  
+Esto debería abrir un visor de imágenes externo que muestre una representación visual de la red, algo parecido a lo que aparece en la siguiente figura (aunque la colocación exacta de los nodos puede ser diferente en su máquina, ya que la disposición no es determinista):
+
+.. figure:: figures/tutorial_social_network_1.png
+   :alt: The visual representation of our social network (Cairo backend)
+   :align: center
+
+Nuestra red social con el algoritmo de distribución Kamada-Kawai
+
+Si prefiere utilizar `matplotlib`_ como motor de trazado, cree un eje y utilice el argumento ``target``::
+
+  >>> import matplotlib.pyplot as plt
+  >>> fig, ax = plt.subplots()
+  >>> ig.plot(g, layout=layout, target=ax)
+
+.. figure:: figures/tutorial_social_network_1_mpl.png
+   :alt: The visual representation of our social network (matplotlib backend)
+   :align: center
+
+Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar los nombres como etiquetas de los vértices y colorear los vértices según el género. Las etiquetas de los vértices se toman del atributo ``label`` por defecto y los colores de los vértices se determinan por el atributo ``color``::
+
+  >>> g.vs["label"] = g.vs["name"]
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
+  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+
+Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
+
+.. figure:: figures/tutorial_social_network_2.png
+   :alt: The visual representation of our social network - with names and genders
+   :align: center
+
+Nuestra red social - con nombres como etiquetas y géneros como colores
+
+y para matplotlib:
+
+.. figure:: figures/tutorial_social_network_2_mpl.png
+   :alt: The visual representation of our social network - with names and genders
+   :align: center
+
+En lugar de especificar las propiedades visuales como atributos de vértices y aristas, también puedes darlas como argumentos a :func:`~drawing.plot`::
+
+  >>> color_dict = {"m": "blue", "f": "pink"}
+  >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
+  
+Este último enfoque es preferible si quiere mantener las propiedades de la representación visual de su gráfico separadas del propio gráfico. Puedes simplemente crear un diccionario de Python que contenga los argumentos que contenga las palabras clave que pasarias a la función :func:`~drawing.plot` y luego usar el doble asterisco (``**``) para pasar tus atributos de estilo específicos a :func:`~drawing.plot`::
+
+  >>> visual_style = {}
+  >>> visual_style["vertex_size"] = 20
+  >>> visual_style["vertex_color"] = [color_dict[gender] for gender in g.vs["gender"]]
+  >>> visual_style["vertex_label"] = g.vs["name"]
+  >>> visual_style["edge_width"] = [1 + 2 * int(is_formal) for is_formal in g.es["is_formal"]]
+  >>> visual_style["layout"] = layout
+  >>> visual_style["bbox"] = (300, 300)
+  >>> visual_style["margin"] = 20
+  >>> ig.plot(g, **visual_style)
+
+El gráfico final muestra los vínculos formales con líneas gruesas y los informales con líneas finas:
+
+.. figure:: figures/tutorial_social_network_3.png
+   :alt: The visual representation of our social network - with names, genders and formal ties
+   :align: center
+
+   Nuestra red social - también muestra qué vínculos son formales
+
+Para resumirlo todo: hay propiedades especiales de vértices y aristas que corresponden a la representación visual del grafo. Estos atributos anulan la configuración por defecto de |igraph| (es decir, el color, el peso, el nombre, la forma, el diseño, etc.). Las dos tablas siguientes resumen los atributos visuales más utilizados para los vértices y las aristas, respectivamente:
+
+Atributos de los vértices que controlan los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+=============== ====================== ==========================================
+Attribute name  Keyword argument       Purpose
+=============== ====================== ==========================================
+``color``       ``vertex_color``       Color del vertice
+--------------- ---------------------- ------------------------------------------
+``font``        ``vertex_font``        Familia tipográfica del vértice
+--------------- ---------------------- ------------------------------------------
+``label``       ``vertex_label``       Etiqueta del vértice.
+--------------- ---------------------- ------------------------------------------
+``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los 
+                                       vértices, en relación con el centro de los 
+                                       mismos. Se interpreta como un ángulo en 
+                                       radianes, cero significa 'a la derecha'.
+--------------- ---------------------- ------------------------------------------
+``label_color`` ``vertex_label_color`` Color de la etiqueta del vértice
+--------------- ---------------------- ------------------------------------------
+``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice, 
+                                       en relación con el tamaño del vértice 
+--------------- ---------------------- ------------------------------------------
+``label_size``  ``vertex_label_size``  Tamaño de letra de la etiqueta de vértice
+--------------- ---------------------- ------------------------------------------
+``order``       ``vertex_order``       Orden de dibujo de los vértices. Vértices
+                                       con un parámetro de orden menor se 
+                                       dibujarán primero.
+--------------- ---------------------- ------------------------------------------
+``shape``       ``vertex_shape``       La forma del vértice,. Algunas formas:
+                                       ``rectangle``, ``circle``, ``hidden``,
+                                       ``triangle-up``, ``triangle-down``. Ver
+                                       :data:`drawing.known_shapes`.
+--------------- ---------------------- ------------------------------------------
+``size``        ``vertex_size``        El tamaño del vértice en pixels
+=============== ====================== ==========================================
+
+Atributos de las aristas que controlan los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+=============== ====================== ==========================================
+Attribute name  Keyword argument       Purpose
+=============== ====================== ==========================================
+``color``       ``edge_color``         Color de la arista
+--------------- ---------------------- ------------------------------------------
+``curved``      ``edge_curved``        la curvatura de la arista. Valores positivos
+                                       corresponden  a aristas curvadas en sentido 
+                                       contrario a las manecillas del reloj, valores 
+                                       negativos lo contrario. Una curvatura cero 
+                                       representa aristas rectas. ``True`` significa 
+                                       una curvatura de 0.5, ``False`` es una
+                                       curvatura de cero.
+--------------- ---------------------- ------------------------------------------
+``font``        ``edge_font``          Familia tipográfica del arista
+--------------- ---------------------- ------------------------------------------
+``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
+                                       arista si el grafo es dirigido, relativo a 
+                                       15 pixels.
+--------------- ---------------------- ------------------------------------------
+``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
+                                       pixels.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Anchura del borde en píxeles
+--------------- ---------------------- ------------------------------------------
+``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
+--------------- ---------------------- ------------------------------------------
+``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
+                                       alrededor de la etiqueta de borde (solo en )
+                                       matplotlib)
+--------------- ---------------------- ------------------------------------------
+``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
+                                       arista de forma que se alinee con la 
+                                       dirección de la arista. Las etiquetas que 
+                                       estarían al revés se voltean (sólo matplotlib).
+=============== ====================== ==========================================
+
+Argumentos genéricos de ``plot()``
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Estos ajustes se pueden especificar como argumentos de palabra clave a la función ``plot`` para controlar la apariencia general del gráfico.
+
+================ ================================================================
+Keyword argument Purpose
+================ ================================================================
+``autocurve``    Determinación automática de la curvatura de las aristas en grafos 
+                 con múltiples aristas. El estandar es ``True`` para grafos
+                 con menos de 10000 aristas y  ``False`` para el caso contrario.
+---------------- ----------------------------------------------------------------
+``bbox``         La caja delimitadora del gráfico. Debe ser una tupla que contenga
+                 la anchura y la altura deseadas del gráfico. Por default el gráfico
+                 tiene 600 pixels de ancho y 600 pixels de largo.
+---------------- ----------------------------------------------------------------
+``layout``       El diseño que se va a utilizar. Puede ser una instancia de ``layout``
+                 una lista de tuplas que contengan coordenadas X-Y, o el nombre
+                 un algoritmo de diseño. El valor por defecto es ``auto``, que 
+                 selecciona un algoritmo de diseño automáticamente basado en el tamaño
+                 y la conectividad del grafo.
+---------------- ----------------------------------------------------------------
+``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y 
+                 a la derecha del gráfico.
+================ ================================================================
+
+Especificación de colores en los gráficos
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+|igraph| entiende las siguientes especificaciones de color siempre que espera un color (por ejemplo, colores de aristas, vértices o etiquetas en los respectivos atributos):
+
+***Nombres de colores X11***
+
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+
+***Especificación del color en la sintaxis CSS***
+
+Se trata de una cadena según uno de los siguientes formatos (donde *R*, *G* y *B* denotan los componentes rojo, verde y azul, respectivamente):
+
+-   ``#RRGGBB``, los componentes van de 0 a 255 en formato hexadecimal. Ejemplo: ``"#0088ff"``
+-   ``#RGB``, los componentes van de 0 a 15 en formato hexadecimal. Ejemplo: ``"#08f"``
+-   ``rgb(R, G, B)``, los componentes van de 0 a 255 o de 0% a 100%. Ejemplo: ``"rgb(0, 127, 255)"`` o ``"rgb(0%, 50%, 100%)"``.
+
+Guardar gráficos
+^^^^^^^^^^^^^^^^
+
+|igraph| puede usarse para crear gráficos de calidad de publicación solicitando  la función :func:`~drawing.plot` que guarde el gráfico en un archivo en lugar de mostrarlo en pantalla. Para ello, basta con pasar el nombre del archivo destino como argumento adicional después del grafo mismo. El formato preferido se deduce de la extensión. |igraph| puede guardar en cualquier cosa que soporte Cairo, incluyendo archivos SVG, PDF y PNG. Los archivos SVG o PDF pueden ser convertidos posteriormente al formato PostScript (``.ps``) o PostScript encapsulado (``.eps``) si lo prefieres, mientras que los archivos PNG pueden ser convertidos a TIF (``.tif``)::
+
+  >>> ig.plot(g, "social_network.pdf", **visual_style)
+
+Si estas usando matplotlib, puedes guardar el gŕafico como de costumbre::
+
+  >>> fig, ax = plt.subplots()
+  >>> ig.plot(g, **visual_style)
+  >>> fig.savefig("social_network.pdf")
+
+Muchos formatos de archivos son admitidos por matplotlib.
+
+|igraph| y el mundo exterior 
+============================
+
+Ningún módulo de grafos estaría completo sin algún tipo de funcionalidad de importación/exportación que permita al paquete comunicarse con programas y kits de herramientas externos. |igraph| no es una excepción: proporciona funciones para leer los formatos de grafos más comunes y para guardar objetos :class:`Graph` en archivos que obedezcan estas especificaciones de formato. La siguiente tabla resume los formatos que igraph puede leer o escribir:
+
+================ ============= ============================ =============================
+Format           Short name    Reader method                Writer method
+================ ============= ============================ =============================
+Adjacency list   ``lgl``       :meth:`Graph.Read_Lgl`       :meth:`Graph.write_lgl`
+(a.k.a. `LGL`_)
+---------------- ------------- ---------------------------- -----------------------------
+Adjacency matrix ``adjacency`` :meth:`Graph.Read_Adjacency` :meth:`Graph.write_adjacency`
+---------------- ------------- ---------------------------- -----------------------------
+DIMACS           ``dimacs``    :meth:`Graph.Read_DIMACS`    :meth:`Graph.write_dimacs`
+---------------- ------------- ---------------------------- -----------------------------
+DL               ``dl``        :meth:`Graph.Read_DL`        not supported yet
+---------------- ------------- ---------------------------- -----------------------------
+Edge list        ``edgelist``, :meth:`Graph.Read_Edgelist`  :meth:`Graph.write_edgelist`
+                 ``edges``,
+                 ``edge``
+---------------- ------------- ---------------------------- -----------------------------
+`GraphViz`_      ``graphviz``, not supported yet            :meth:`Graph.write_dot`
+                 ``dot``
+---------------- ------------- ---------------------------- -----------------------------
+GML              ``gml``       :meth:`Graph.Read_GML`       :meth:`Graph.write_gml`
+---------------- ------------- ---------------------------- -----------------------------
+GraphML          ``graphml``   :meth:`Graph.Read_GraphML`   :meth:`Graph.write_graphml`
+---------------- ------------- ---------------------------- -----------------------------
+Gzipped GraphML  ``graphmlz``  :meth:`Graph.Read_GraphMLz`  :meth:`Graph.write_graphmlz`
+---------------- ------------- ---------------------------- -----------------------------
+LEDA             ``leda``      not supported yet            :meth:`Graph.write_leda`
+---------------- ------------- ---------------------------- -----------------------------
+Labeled edgelist ``ncol``      :meth:`Graph.Read_Ncol`      :meth:`Graph.write_ncol`
+(a.k.a. `NCOL`_)
+---------------- ------------- ---------------------------- -----------------------------
+`Pajek`_ format  ``pajek``,    :meth:`Graph.Read_Pajek`     :meth:`Graph.write_pajek`
+                 ``net``
+---------------- ------------- ---------------------------- -----------------------------
+Pickled graph    ``pickle``    :meth:`Graph.Read_Pickle`    :meth:`Graph.write_pickle`
+================ ============= ============================ =============================
+
+.. _GraphViz: https://www.graphviz.org
+.. _LGL: https://lgl.sourceforge.net/#FileFormat
+.. _NCOL: https://lgl.sourceforge.net/#FileFormat
+.. _Pajek: http://mrvar.fdv.uni-lj.si/pajek/
+
+Como ejercicio, descarga la representación gráfica del conocido `Estudio del club de karate de Zacarías <https://en.wikipedia.org/wiki/Zachary%27s_karate_club>`_ en formato graphml. Dado que se trata de un archivo GraphML, debe utilizar el método de lectura GraphML de la tabla anterior (asegúrese de utilizar la ruta adecuada al archivo descargado)::
+
+  >>> karate = ig.Graph.Read_GraphML("zachary.graphml")
+  >>> ig.summary(karate)
+  IGRAPH UNW- 34 78 -- Zachary's karate club network
+
+Si quieres convertir el mismo grafo a, digamos, el formato de Pajek, puedes hacerlo con el método de la tabla anterior::
+
+  >>> karate.write_pajek("zachary.net")
+  
+.. note::
+   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden 
+   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los 
+   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres 
+   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien 
+   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no 
+   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión 
+   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo 
+   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y 
+   leer grafos. 
+
+También existen dos métodos de ayuda: :func:`read` es un punto de entrada genérico para los métodos de lectura que intenta deducir el formato adecuado a partir de la extensión del archivo. :meth:`Graph.write` es lo contrario de :func:`read`: permite guardar un grafo en el que el formato preferido se deduce de nuevo de la extensión. La detección del formato de :func:`read` y :meth:`Graph.write` se puede anular mediante el argumento ``format`` de la palabra clave ("keyword"), la cual acepta los nombres cortos de los otros formatos de la tabla anterior::
+
+  >>> karate = ig.load("zachary.graphml")
+  >>> karate.write("zachary.net")
+  >>> karate.write("zachary.my_extension", format="gml")
+
+Dónde ir a continuación
+=======================
+
+Este tutorial sólo ha arañado la superficie de lo que |igraph| puede hacer. Los planes a largo plazo son ampliar este tutorial para convertirlo en una documentación adecuada de estilo manual para igraph en los próximos capítulos. Un buen punto de partida es la documentación de la clase `Graph`. Si te quedas atascado, intenta preguntar primero en nuestro `Discourse group`_ - quizás haya alguien que pueda ayudarte inmediatamente.
+
+.. _Discourse group: https://igraph.discourse.group
+.. _matplotlib: https://matplotlib.org/
+.. _IPython: https://ipython.readthedocs.io/en/stable/
+.. _Jupyter: https://jupyter.org/
+
+
+
+
+
+
+
+
+
+
+
+

From 709c6b1c99f271e21717e9b5f9e5f918d1e69300 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Mar 2023 14:05:47 +0000
Subject: [PATCH 011/681] build(deps): bump pypa/cibuildwheel from 2.12.0 to
 2.12.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.0 to 2.12.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.0...v2.12.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f5d6a795d..cf9edebae 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -214,7 +214,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.0
+        uses: pypa/cibuildwheel@v2.12.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 79a7829ffbec5f3ae542b904b2d88217188a2b6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Mar 2023 23:14:17 +0100
Subject: [PATCH 012/681] fix: VertexClustering.giant() now works with null
 graphs, closes #649

---
 src/igraph/clustering.py    | 7 +++++--
 tests/test_decomposition.py | 7 +++++++
 2 files changed, 12 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index c7270a52b..c4b345a47 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -427,8 +427,11 @@ def giant(self):
         @return: a copy of the largest cluster.
         """
         ss = self.sizes()
-        max_size = max(ss)
-        return self.subgraph(ss.index(max_size))
+        if ss:
+            max_size = max(ss)
+            return self.subgraph(ss.index(max_size))
+        else:
+            return self._graph.copy()
 
     def __plot__(self, backend, context, *args, **kwds):
         """Plots the clustering to the given Cairo context or matplotlib Axes.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 8fe223a7f..a7ad5bd49 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -167,6 +167,13 @@ def testSizesWithNone(self):
         cl = VertexClustering(self.graph, [0, 0, 0, None, 1, 1, 2, None, 2, None])
         self.assertTrue(cl.sizes() == [3, 2, 2])
 
+    def testClusteringOfNullGraph(self):
+        null_graph = Graph()
+        cl = VertexClustering(null_graph, [])
+        self.assertTrue(cl.sizes() == [])
+        self.assertTrue(cl.giant().vcount() == 0)
+        self.assertTrue(cl.giant().ecount() == 0)
+
 
 class CoverTests(unittest.TestCase):
     def setUp(self):

From abd21c71848c70cd5efb4f1913b1f8a892a2fe80 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 14 Mar 2023 23:15:56 +0100
Subject: [PATCH 013/681] chore: updated changelog

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 65fa445a7..7dbf0e0a3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,9 @@
 - `resolution` parameter is now correctly taken into account when calling
   `Graph.modularity()`
 
+- `VertexClustering.giant()` now accepts the null graph. The giant component of
+  a null graph is the null graph according to our conventions.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From 3334f535918b2ebd74e93b678c1a140a820bf477 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 15 Mar 2023 14:22:09 +0100
Subject: [PATCH 014/681] doc: fix title of Spanish tutorial to make it
 distinguishable from the English one in the sidebar

---
 doc/source/tutorial.es.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index a94945b63..d6e89d39c 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -4,9 +4,9 @@
 
 .. currentmodule:: igraph
 
-========
-Tutorial
-========
+==================
+Tutorial (Español)
+==================
 
 Esta página es un tutorial detallado de las capacidades de |igraph| para Python. Para obtener una impresión rápida de lo que |igraph| puede hacer, consulte el :doc:`tutorials/quickstart`. Si aún no ha instalado |igraph|, siga las instrucciones de :doc:`install`.
 

From e4bf36ffa2c7452877afdfb241a15641c13e738f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 16 Mar 2023 15:20:38 +0100
Subject: [PATCH 015/681] docs: improve linegraph() docs

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 69f544187..5f27d40e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14676,7 +14676,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The line graph of a directed graph is slightly different: two vertices\n"
    "are connected by a directed edge iff the target of the first vertex's\n"
    "corresponding edge is the same as the source of the second vertex's\n"
-   "corresponding edge.\n"
+   "corresponding edge.\n\n"
+   "Edge M{i} in the original graph will map to vertex M{i} of the line graph.\n"
   },
 
   /* interface to igraph_maxdegree */

From 72e427480e58d7813065818bd908b0e08c10cc0f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 18 Mar 2023 22:33:03 +0100
Subject: [PATCH 016/681] doc: increase spacing between parameters in parameter
 lists of the API docs, closes #648

---
 doc/source/_pydoctor_templates/extra.css | 7 +++++++
 doc/source/conf.py                       | 7 ++++---
 2 files changed, 11 insertions(+), 3 deletions(-)
 create mode 100644 doc/source/_pydoctor_templates/extra.css

diff --git a/doc/source/_pydoctor_templates/extra.css b/doc/source/_pydoctor_templates/extra.css
new file mode 100644
index 000000000..f5a70f56a
--- /dev/null
+++ b/doc/source/_pydoctor_templates/extra.css
@@ -0,0 +1,7 @@
+/* increase spacing between parameters in a parameter list, and make sure
+ * that parameter names are aligned to the top */
+.fieldTable tr td {
+  padding: 3px 4px 10px 10px !important;
+  vertical-align: top;
+}
+
diff --git a/doc/source/conf.py b/doc/source/conf.py
index a31dba8b7..212b0a831 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -262,18 +262,19 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
     '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
     #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
     '--project-base-dir=' + _igraph_dir,
-    ]
+    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates'
+]
 
 # Using --no-sidebar option to skip the sidebar because the pydoctor output is
 # integrated in a smaller div with a custom CSS.
 if not is_inside_rtd:
     pydoctor_args.extend([
         '--no-sidebar',
-        ])
+    ])
 else:
     pydoctor_args.extend([
         '--theme=readthedocs',
-        ])
+    ])
 pydoctor_args.append(_igraph_dir)
 
 # RTD needs no postprocessing for pydoctor, while Jekyll does

From 3431498a4a80cecc0960da5c2cc0279fd412206e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 09:33:36 +0100
Subject: [PATCH 017/681] feat: allow the plotting backend to be defined
 explicitly in plot()

---
 CHANGELOG.md                   |  3 +++
 src/igraph/drawing/__init__.py | 15 ++++++++++++---
 2 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7dbf0e0a3..4b00f57ef 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,9 @@
 
 ### Added
 
+- The `plot()` function now takes a `backend` keyword argument that can be used
+  to specify the plotting backend explicitly.
+
 - The `VertexClustering` object returned from `Graph.community_leiden()` now
   contains an extra property named `quality` that stores the value of the
   internal quality function optimized by the algorithm.
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index eab1907eb..5ae708ccc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -192,6 +192,10 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
       argument has an effect only if igraph is run inside IPython and C{target}
       is C{None}.
 
+    @keyword backend: the plotting backend to use; one of C{"cairo"},
+      C{"matplotlib"} or C{"plotly"}. C{None} means to try to decide the backend
+      from the plotting target and the default igraph configuration object.
+
     @return: an appropriate L{CairoPlot} object for the Cairo backend, the
       Matplotlib C{Axes} object for the Matplotlib backend, and the C{Figure}
       object for the plotly backend.
@@ -205,8 +209,13 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
     cairo = find_cairo()
     plotly = find_plotly()
 
-    # Switch backend based on target (first) and config (second)
-    if hasattr(plt, "Axes") and isinstance(target, plt.Axes):
+    backend = kwds.pop("backend", None)
+
+    # Switch backend based on target (first) and config (second) if it was not
+    # selected explicitly
+    if backend is not None:
+        pass
+    elif hasattr(plt, "Axes") and isinstance(target, plt.Axes):
         backend = "matplotlib"
     elif hasattr(plotly, "graph_objects") and isinstance(
         target, plotly.graph_objects.Figure
@@ -218,7 +227,7 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
         backend = Configuration.instance()["plotting.backend"]
 
     if backend not in VALID_BACKENDS:
-        raise ValueError("unknown plotting backend: {0!r}".format(backend))
+        raise ValueError(f"unknown plotting backend: {backend!r}")
 
     if backend in ("matplotlib", "plotly"):
         # Choose palette

From 6aef873764548d2fd614a156e4e9e91368b908b7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 09:34:57 +0100
Subject: [PATCH 018/681] fix: specify Cairo backend explicitly in Cairo
 plotting tests in case the default backend is overridden on the user's
 machine

---
 tests/drawing/cairo/test_graph.py | 36 +++++++++++++++----------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index eacec226d..eccd60618 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -15,14 +15,14 @@
 
 
 cairo = find_cairo()
-has_cairo = hasattr(cairo, 'version')
+has_cairo = hasattr(cairo, "version")
 
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
     @classmethod
-    def setUpClass(self):
+    def setUpClass(cls):
         if not has_cairo:
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
@@ -30,29 +30,30 @@ def setUpClass(self):
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
-        plot(g, target=result_image_folder / 'graph_basic.png')
+        plot(g, target=result_image_folder / "graph_basic.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
-        plot(g, target=result_image_folder / 'graph_directed.png')
+        plot(g, target=result_image_folder / "graph_directed.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
         plot(
             g,
-            target=result_image_folder / 'graph_mark_groups_directed.png',
-            mark_groups=True)
+            target=result_image_folder / "graph_mark_groups_directed.png",
+            backend="cairo",
+            mark_groups=True,
+        )
 
-    @image_comparison(
-        baseline_images=["graph_mark_groups_squares_directed"]
-    )
+    @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
         plot(
             g,
-            target=result_image_folder / 'graph_mark_groups_squares_directed.png',
+            target=result_image_folder / "graph_mark_groups_squares_directed.png",
+            backend="cairo",
             mark_groups=True,
             vertex_shape="square",
         )
@@ -60,7 +61,7 @@ def test_mark_groups_squares(self):
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
-    def setUpClass(self):
+    def setUpClass(cls):
         if not has_cairo:
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
@@ -71,7 +72,8 @@ def test_clustering_directed_small(self):
         clu = VertexClustering(g, [0] * 5)
         plot(
             clu,
-            target=result_image_folder / 'clustering_directed.png',
+            backend="cairo",
+            target=result_image_folder / "clustering_directed.png",
             mark_groups=True,
         )
 
@@ -79,11 +81,12 @@ def test_clustering_directed_small(self):
     def test_clustering_directed_large(self):
         g = Graph.Ring(50, directed=True)
         clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
-        layout = [(x*2.5, y*2.5) for x, y in g.layout("circle")]
+        layout = [(x * 2.5, y * 2.5) for x, y in g.layout("circle")]
         plot(
             clu,
+            backend="cairo",
             layout=layout,
-            target=result_image_folder / 'clustering_directed_large.png',
+            target=result_image_folder / "clustering_directed_large.png",
             mark_groups=True,
         )
 
@@ -91,10 +94,7 @@ def test_clustering_directed_large(self):
 def suite():
     graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
     clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
-    return unittest.TestSuite([
-        graph,
-        clustering,
-    ])
+    return unittest.TestSuite([graph, clustering])
 
 
 def test():

From f01cb4202420111a145e9cf97e12263839804344 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 10:44:51 +0100
Subject: [PATCH 019/681] test: make Cairo drawing tests deterministic

---
 .../baseline_images/clustering_directed.png   | Bin 31493 -> 33794 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 16701 -> 18287 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 17353 -> 19005 bytes
 .../graph_mark_groups_directed.png            | Bin 17353 -> 19005 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 14924 -> 16548 bytes
 tests/drawing/cairo/test_graph.py             |  10 +++++++---
 6 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 712f1b95f8fdc22b4eb1b2683143634a81146a14..3971f801c44b9b241ad55579c2d37825480b32bf 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/baseline_images/graph_mark_groups_squares_directed.png b/tests/drawing/cairo/baseline_images/graph_mark_groups_squares_directed.png
index c5372745cb597e2bbd728fcaa117abd639f956cb..d3168068ef58d289d1fff76b692d9bf2b22ae6fb 100644
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index eccd60618..31d4fdc11 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -1,9 +1,7 @@
-import os
 import random
 import unittest
 
-
-from igraph import Graph, InternalError, plot, VertexClustering
+from igraph import Graph, plot, VertexClustering
 from igraph.drawing import find_cairo
 
 # FIXME: find a better way to do this that works for both direct call and module
@@ -27,6 +25,9 @@ def setUpClass(cls):
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
+    def setUp(self) -> None:
+        random.seed(42)
+
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
@@ -66,6 +67,9 @@ def setUpClass(cls):
             raise unittest.SkipTest("cairo not found, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
+    def setUp(self) -> None:
+        random.seed(42)
+
     @image_comparison(baseline_images=["clustering_directed"])
     def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)

From ddeb521fab808a2b0a8cc5521e34405db849eea8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Mar 2023 15:26:50 +0100
Subject: [PATCH 020/681] feat: added granular loop edge handling for
 Graph.Adjacency() and Graph.Weighted_Adjacency(), fixes #647

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4b00f57ef..a791d6de1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,11 @@
   contains an extra property named `quality` that stores the value of the
   internal quality function optimized by the algorithm.
 
+- `Graph.Adjacency()` and `Graph.Weighted_Adjacency()` now supports
+  `loops="once"`, `loops="twice"` and `loops="ignore"` to control how loop
+  edges are handled in a more granular way. `loops=True` and `loops=False`
+  keep on working as in earlier versions.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling

From 79f87354450e7b95b55905ce69e0f7f8c26617f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 17:57:47 +0100
Subject: [PATCH 021/681] feat: added granular loop edge handling for
 Graph.Adjacency() and Graph.Weighted_Adjacency(), fixes #647

---
 src/igraph/io/adjacency.py  |  21 +++--
 src/igraph/sparse_matrix.py | 108 ++++++++++++++-------
 tests/test_generators.py    | 181 +++++++++++++++++++++++++++++++++++-
 3 files changed, 269 insertions(+), 41 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 940402869..5f4c3a5c4 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -4,7 +4,7 @@
 )
 
 
-def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwargs):
+def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
     """Generates a graph from its adjacency matrix.
 
     @param matrix: the adjacency matrix. Possible types are:
@@ -26,6 +26,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
         the matrix (including the diagonal)
       - C{"lower"} - undirected graph with the lower left triangle of
         the matrix (including the diagonal)
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the multiplicity
+        of the corresponding loop edge. When C{"twice"}, the diagonal is assumed
+        to contain I{twice} the multiplicity of the corresponding loop edge.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
@@ -46,7 +51,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
         pd = None
 
     if (sparse is not None) and isinstance(matrix, sparse.spmatrix):
-        return _graph_from_sparse_matrix(cls, matrix, mode=mode)
+        return _graph_from_sparse_matrix(cls, matrix, mode=mode, loops=loops)
 
     if (pd is not None) and isinstance(matrix, pd.DataFrame):
         vertex_names = matrix.index.tolist()
@@ -57,7 +62,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
     if (np is not None) and isinstance(matrix, np.ndarray):
         matrix = matrix.tolist()
 
-    graph = super(Graph, cls).Adjacency(matrix, mode=mode)
+    graph = super(Graph, cls).Adjacency(matrix, mode=mode, loops=loops)
 
     # Add vertex names if present
     if vertex_names is not None:
@@ -67,7 +72,7 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", *args, **kwarg
 
 
 def _construct_graph_from_weighted_adjacency(
-    cls, matrix, mode="directed", attr="weight", loops=True
+    cls, matrix, mode="directed", attr="weight", loops="once"
 ):
     """Generates a graph from its weighted adjacency matrix.
 
@@ -92,9 +97,11 @@ def _construct_graph_from_weighted_adjacency(
       These values can also be given as strings without the C{ADJ} prefix.
     @param attr: the name of the edge attribute that stores the edge
       weights.
-    @param loops: whether to include loop edges. When C{False}, the diagonal
-      of the adjacency matrix will be ignored.
-
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the weight of the
+        corresponding loop edge. When C{"twice"}, the diagonal is assumed to
+        contain I{twice} the weight of the corresponding loop edge.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index bcf5436fe..82a7b7120 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -47,10 +47,37 @@ def _convert_mode_argument(mode):
     return mode
 
 
+def _maybe_halve_diagonal(m, condition):
+    """Halves all items in the diagonal of the given SciPy sparse matrix in
+    coo mode _if_ and _only if_ the given condition is True.
+
+    Returns the row, column and data arrays.
+    """
+    data_array = m.data
+    if condition:
+        # We can't do data_array[m.row == m.col] /= 2 here because we would be
+        # modifying the array in-place and the end user wouldn't like if we
+        # messed with their matrix. So we make a copy.
+        data_array = data_array.copy()
+        idxs, = (m.row == m.col).nonzero()
+        for i in idxs:
+            data_array[i] /= 2
+
+    return m.row, m.col, data_array
+
+
 # Logic to get graph from scipy sparse matrix. This would be simple if there
 # weren't so many modes.
-def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
-    """Construct graph from sparse matrix, unweighted"""
+def _graph_from_sparse_matrix(klass, matrix, mode="directed", loops="once"):
+    """Construct graph from sparse matrix, unweighted.
+
+    @param loops: specifies how the diagonal of the matrix should be handled:
+
+      - C{"ignore"} - ignore loop edges in the diagonal
+      - C{"once"} - treat the diagonal entries as loop edge counts
+      - C{"twice"} - treat the diagonal entries as I{twice} the number
+        of loop edges
+    """
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
     from scipy import sparse
@@ -67,16 +94,21 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
 
     mode = _convert_mode_argument(mode)
 
+    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
+
     if mode == "directed":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data)),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i != j or keep_loops:
+                edges.extend([(i, j)] * n)
 
     elif mode in ("max", "plus"):
         fun = max if mode == "max" else add
         nedges = {}
-        for i, j, n in zip(m.row, m.col, m.data):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i == j and not keep_loops:
+                continue
             pair = (i, j) if i < j else (j, i)
             nedges[pair] = fun(nedges.get(pair, 0), n)
 
@@ -86,12 +118,12 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
         )
 
     elif mode == "min":
-        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+        tmp = {(i, j): n for i, j, n in zip(m_row, m_col, m_data)}
 
         nedges = {}
         for pair, weight in tmp.items():
             i, j = pair
-            if i == j:
+            if i == j and keep_loops:
                 nedges[pair] = weight
             elif i < j:
                 nedges[pair] = min(weight, tmp.get((j, i), 0))
@@ -102,30 +134,36 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed"):
         )
 
     elif mode == "upper":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j >= i),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j > i or (keep_loops and j == i):
+                edges.extend([(i, j)] * n)
 
     elif mode == "lower":
-        edges = sum(
-            ([(i, j)] * n for i, j, n in zip(m.row, m.col, m.data) if j <= i),
-            [],
-        )
+        edges = []
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j < i or (keep_loops and j == i):
+                edges.extend([(i, j)] * n)
 
     else:
-        raise ValueError("invalid mode")
+        raise ValueError(f"invalid mode: {mode!r}")
 
     return klass(nvert, edges=edges, directed=(mode == "directed"))
 
 
 def _graph_from_weighted_sparse_matrix(
-    klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops=True
+    klass, matrix, mode=ADJ_DIRECTED, attr="weight", loops="once"
 ):
     """Construct graph from sparse matrix, weighted
 
     NOTE: Of course, you cannot emcompass a fully general weighted multigraph
     with a single adjacency matrix, so we don't try to do it here either.
+
+    @param loops: specifies how to handle loop edges. When C{False} or
+        C{"ignore"}, the diagonal of the adjacency matrix will be ignored. When
+        C{True} or C{"once"}, the diagonal is assumed to contain the weight of the
+        corresponding loop edge. When C{"twice"}, the diagonal is assumed to
+        contain I{twice} the weight of the corresponding loop edge.
     """
     # This function assumes there is scipy and the matrix is a scipy sparse
     # matrix. The caller should make sure those conditions are met.
@@ -143,35 +181,39 @@ def _graph_from_weighted_sparse_matrix(
 
     mode = _convert_mode_argument(mode)
 
+    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
+
     if mode == "directed":
-        if not loops:
+        if not keep_loops:
             edges, weights = [], []
-            for i, j, n in zip(m.row, m.col, m.data):
+            for i, j, n in zip(m_row, m_col, m_data):
                 if i != j:
                     edges.append((i, j))
                     weights.append(n)
-        else:
-            edges = list(zip(m.row, m.col))
-            weights = list(m.data)
+        else:   # loops == "once" or True
+            edges = list(zip(m_row, m_col))
+            weights = list(m_data)
 
     elif mode in ("max", "plus"):
         fun = max if mode == "max" else add
         nedges = {}
-        for i, j, n in zip(m.row, m.col, m.data):
-            if i == j and not loops:
+        for i, j, n in zip(m_row, m_col, m_data):
+            if i == j and not keep_loops:
                 continue
+
             pair = (i, j) if i < j else (j, i)
             nedges[pair] = fun(nedges.get(pair, 0), n)
 
         edges, weights = zip(*nedges.items())
 
     elif mode == "min":
-        tmp = {(i, j): n for i, j, n in zip(m.row, m.col, m.data)}
+        tmp = {(i, j): n for i, j, n in zip(m_row, m_col, m_data)}
 
         nedges = {}
         for pair, weight in tmp.items():
             i, j = pair
-            if i == j and loops:
+            if i == j and keep_loops:
                 nedges[pair] = weight
             elif i < j:
                 nedges[pair] = min(weight, tmp.get((j, i), 0))
@@ -185,20 +227,20 @@ def _graph_from_weighted_sparse_matrix(
 
     elif mode == "upper":
         edges, weights = [], []
-        for i, j, n in zip(m.row, m.col, m.data):
-            if j > i or (loops and j == i):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j > i or (keep_loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
     elif mode == "lower":
         edges, weights = [], []
-        for i, j, n in zip(m.row, m.col, m.data):
-            if j < i or (loops and j == i):
+        for i, j, n in zip(m_row, m_col, m_data):
+            if j < i or (keep_loops and j == i):
                 edges.append((i, j))
                 weights.append(n)
 
     else:
-        raise ValueError("invalid mode")
+        raise ValueError(f"invalid mode: {mode!r}")
 
     return klass(
         nvert, edges=edges, directed=(mode == "directed"), edge_attrs={attr: weights}
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 26c8cae61..25bfb56d9 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -362,11 +362,95 @@ def testAdjacencyNumPy(self):
         el = g.get_edgelist()
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
 
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
+
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
 
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+
+    @unittest.skipIf(np is None, "test case depends on NumPy")
+    def testAdjacencyNumPyLoopHandling(self):
+        mat = np.array(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (2, 2)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 3)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2)])
+
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
     )
@@ -389,6 +473,13 @@ def testSparseAdjacency(self):
         self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
 
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2), (1, 3)])
+
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
@@ -396,6 +487,77 @@ def testSparseAdjacency(self):
         self.assertEqual(4, g.vcount())
         self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
 
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+
+    @unittest.skipIf(
+        (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
+    )
+    def testSparseAdjacencyLoopHandling(self):
+        mat = sparse.coo_matrix(
+            [[0, 1, 1, 0], [1, 0, 0, 0], [0, 0, 2, 0], [0, 1, 0, 0]],
+        )
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops=False)
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops=False)
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (1, 3)])
+
+        # ADJ_DIRECTED (default)
+        g = Graph.Adjacency(mat, loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+
+        # ADJ MAX
+        g = Graph.Adjacency(mat, mode="max", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (1, 3)])
+
+        # ADJ MIN
+        g = Graph.Adjacency(mat, mode="min", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2)])
+
+        # ADJ LOWER
+        g = Graph.Adjacency(mat, mode="lower", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+
+        # ADJ UPPER
+        g = Graph.Adjacency(mat, mode="upper", loops="twice")
+        el = g.get_edgelist()
+        self.assertFalse(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+
     def testWeightedAdjacency(self):
         mat = [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
 
@@ -414,6 +576,11 @@ def testWeightedAdjacency(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
         mat = np.array(
@@ -435,10 +602,15 @@ def testWeightedAdjacencyNumPy(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
     )
-    def testSparseWeighedAdjacency(self):
+    def testSparseWeightedAdjacency(self):
         mat = sparse.coo_matrix(
             [[0, 1, 2, 0], [2, 0, 0, 0], [0, 0, 2.5, 0], [0, 1, 0, 0]]
         )
@@ -471,6 +643,13 @@ def testSparseWeighedAdjacency(self):
         self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
         self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
 
+        g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
+        el = g.get_edgelist()
+        self.assertTrue(g.is_directed())
+        self.assertEqual(4, g.vcount())
+        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
         edges = pd.DataFrame(

From c8efd805c96dc3364fe8d38bc481765dc1eb687a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:12:15 +0100
Subject: [PATCH 022/681] feat: added Graph.get_shortest_path() convenience
 function

---
 CHANGELOG.md              |  3 ++
 src/_igraph/graphobject.c | 85 +++++++++++++++++++++++++++++++++++++--
 tests/test_structural.py  |  8 ++++
 3 files changed, 93 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a791d6de1..06aa43232 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,9 @@
   edges are handled in a more granular way. `loops=True` and `loops=False`
   keep on working as in earlier versions.
 
+- Added `Graph.get_shortest_path()` as a convenience function for cases when
+  only one shortest path is needed between a given source and target vertices.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5f27d40e3..477b0ae11 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5118,6 +5118,67 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a single shortest path between a source and a target vertex
+ * \return a list containing a single shortest path from the source to the target
+ * \sa igraph_get_shortest_path
+ */
+PyObject *igraphmodule_Graph_get_shortest_path(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
+) {
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
+  igraph_vector_t *weights=0;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_integer_t from, to;
+  PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+  igraph_vector_int_t vec;
+  igraph_bool_t use_edges = false;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(to_o, &to, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
+
+  if (igraph_vector_int_init(&vec, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Call the C function */
+  if (igraph_get_shortest_path_dijkstra(&self->g, use_edges ? 0 : &vec,
+        use_edges ? &vec : 0, from, to, weights, mode)) {
+    igraph_vector_int_destroy(&vec);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* We don't need these anymore, the result is in vec */
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  /* Convert to Python list of paths */
+  list = igraphmodule_vector_int_t_to_PyList(&vec);
+  igraph_vector_int_destroy(&vec);
+
+  return list ? list : NULL;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates the shortest paths from/to a given node in the graph
  * \return a list containing shortest paths from/to the given node
@@ -5194,8 +5255,6 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   list = igraphmodule_vector_int_list_t_to_PyList(&veclist);
   igraph_vector_int_list_destroy(&veclist);
   return list ? list : NULL;
-
-  return list;
 }
 
 /** \ingroup python_interface_graph
@@ -14453,7 +14512,27 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  feedback arc set problem. In: Proc Inf Process Lett 319-323, 1993.\n"
   },
 
-  // interface to igraph_get_shortest_paths
+  /* interface to igraph_get_shortest_path */
+  {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "@param v: the source vertex of the path\n"
+   "@param to: the target vertex of the path\n"
+   "@param weights: edge weights in a list or the name of an edge attribute\n"
+   "  holding edge weights. If C{None}, all edges are assumed to have\n"
+   "  equal weight.\n"
+   "@param mode: the directionality of the paths. C{\"out\"} means to\n"
+   "  calculate paths from source to target, following edges according to\n"
+   "  their natural direction. C{\"in\"} means to calculate paths from target\n"
+   "  to source, flipping the direction of each edge on-the-fly. C{\"all\"}\n"
+   "  means to ignore edge directions.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"},
+
+  /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 557398859..67b183398 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -787,6 +787,14 @@ def testDistances(self):
             == [row[2:4] for row in expected]
         )
 
+    def testGetShortestPath(self):
+        g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3))
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, output="vpath"))
+        self.assertEqual([0, 2], g.get_shortest_path(0, 3, output="epath"))
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, output="x")
+        self.assertRaises(TypeError, g.get_shortest_path, 0)
+
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
         sps = g.get_shortest_paths(0)

From 22484a9fdfae4534745cdf7170499be32c4383db Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:39:33 +0100
Subject: [PATCH 023/681] feat: added Graph.get_shortest_path_astar()

---
 src/_igraph/graphobject.c | 139 ++++++++++++++++++++++++++++++++++++++
 tests/test_structural.py  |  32 ++++++---
 2 files changed, 163 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 477b0ae11..8986018e1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5178,6 +5178,118 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   return list ? list : NULL;
 }
 
+typedef struct {
+  PyObject* func;
+  PyObject* graph;
+} igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t;
+
+igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
+  igraph_real_t *result, igraph_integer_t from, igraph_integer_t to,
+  void *extra
+) {
+  igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t* data =
+    (igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t*)extra;
+  PyObject* from_o;
+  PyObject* to_o;
+  PyObject* result_o;
+
+  from_o = igraphmodule_integer_t_to_PyObject(from);
+  if (from_o == NULL) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  to_o = igraphmodule_integer_t_to_PyObject(to);
+  if (to_o == NULL) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  result_o = PyObject_CallFunction(data->func, "OOO", data->graph, from_o, to_o);
+  Py_DECREF(from_o);
+  Py_DECREF(to_o);
+
+  if (result_o == NULL) {
+    /* Error in callback, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  if (igraphmodule_PyObject_to_real_t(result_o, result)) {
+    /* Error in conversion, return 1 */
+    return IGRAPH_FAILURE;
+  }
+
+  return IGRAPH_SUCCESS;
+}
+
+/** \ingroup python_interface_graph
+ * \brief Calculates a single shortest path between a source and a target vertex using the A-star algorithm
+ * \return a list containing a single shortest path from the source to the target
+ * \sa igraph_get_shortest_path_astar
+ */
+PyObject *igraphmodule_Graph_get_shortest_path_astar(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
+) {
+  static char *kwlist[] = { "v", "to", "heuristics", "weights", "mode", "output", NULL };
+  igraph_vector_t *weights=0;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_integer_t from, to;
+  PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *heuristics_o;
+  igraph_vector_int_t vec;
+  igraph_bool_t use_edges = false;
+  igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t extra;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OOO|OOO!", kwlist, &from_o,
+        &to_o, &heuristics_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vid(to_o, &to, &self->g))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+      ATTRIBUTE_TYPE_EDGE)) return NULL;
+
+  if (igraph_vector_int_init(&vec, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  extra.func = heuristics_o;
+  extra.graph = (PyObject*) self;
+
+  /* Call the C function */
+  if (igraph_get_shortest_path_astar(&self->g, use_edges ? 0 : &vec,
+        use_edges ? &vec : 0, from, to, weights, mode,
+        igraphmodule_i_Graph_get_shortest_path_astar_callback,
+        &extra
+  )) {
+    igraph_vector_int_destroy(&vec);
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* We don't need these anymore, the result is in vec */
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  /* Convert to Python list of paths */
+  list = igraphmodule_vector_int_t_to_PyList(&vec);
+  igraph_vector_int_destroy(&vec);
+
+  return list ? list : NULL;
+}
+
 
 /** \ingroup python_interface_graph
  * \brief Calculates the shortest paths from/to a given node in the graph
@@ -14603,6 +14715,33 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  argument). Note that in case of mode=C{\"in\"},\n"
    "  the vertices in a path are returned in reversed order!"},
 
+  /* interface to igraph_get_shortest_path_astar */
+  {"get_shortest_path_astar", (PyCFunction) igraphmodule_Graph_get_shortest_path_astar,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_shortest_path(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "Calculates the shortest path from a source vertex to a target vertex in a\n"
+   "graph using the A-Star algorithm and a heuristic function.\n\n"
+   "@param v: the source vertex of the path\n"
+   "@param to: the target vertex of the path\n"
+   "@param heuristics: a function that will be called with the graph and two\n"
+   "  vertices, and must return an estimate of the cost of the path from the\n"
+   "  first vertex to the second vertex. The A-Star algorithm is guaranteed to\n"
+   "  return an optimal solution if the heuristic is I{admissible}, i.e. if it\n"
+   "  does never overestimate the cost of the shortest path from the given\n"
+   "  source vertex to the given target vertex.\n"
+   "@param weights: edge weights in a list or the name of an edge attribute\n"
+   "  holding edge weights. If C{None}, all edges are assumed to have\n"
+   "  equal weight.\n"
+   "@param mode: the directionality of the paths. C{\"out\"} means to\n"
+   "  calculate paths from source to target, following edges according to\n"
+   "  their natural direction. C{\"in\"} means to calculate paths from target\n"
+   "  to source, flipping the direction of each edge on-the-fly. C{\"all\"}\n"
+   "  means to ignore edge directions.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"},
+
   /* interface to igraph_get_all_simple_paths */
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 67b183398..afe6413da 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -868,21 +868,21 @@ def testGetAllShortestPaths(self):
 
     def testGetKShortestPaths(self):
         g = Graph(4, [(0, 1), (1, 2), (1, 3), (2, 4), (3, 4), (4, 5)], directed=True)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 0))
         expected = [[0]]
         self.assertEqual(expected, sps)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 5, 2))
         expected = [[0, 1, 2, 4, 5], [0, 1, 3, 4, 5]]
         self.assertEqual(expected, sps)
-    
+
         sps = sorted(g.get_k_shortest_paths(1, 4, 2))
         expected = [[1, 2, 4], [1, 3, 4]]
         self.assertEqual(expected, sps)
-    
+
         g = Graph.Lattice([5, 5], circular=False)
-    
+
         sps = sorted(g.get_k_shortest_paths(0, 12, 6))
         expected = [
             [0, 1, 2, 7, 12],
@@ -893,7 +893,7 @@ def testGetKShortestPaths(self):
             [0, 5, 10, 11, 12],
         ]
         self.assertEqual(expected, sps)
-    
+
         g = Graph.Lattice([100, 100], circular=False)
         sps = sorted(g.get_k_shortest_paths(0, 202, 6))
         expected = [
@@ -905,12 +905,12 @@ def testGetKShortestPaths(self):
             [0, 100, 200, 201, 202],
         ]
         self.assertEqual(expected, sps)
-    
+
         g = Graph([(0, 1), (1, 2), (0, 2)])
         g.es["weight"] = [0.5, 0.5, 1]
         sps = sorted(g.get_k_shortest_paths(0, 2, 2, weights="weight"))
         self.assertEqual(sorted([[0, 2], [0, 1, 2]]), sorted(sps))
-    
+
     def testGetAllSimplePaths(self):
         g = Graph.Ring(20)
         sps = sorted(g.get_all_simple_paths(0, 10))
@@ -965,6 +965,22 @@ def testPathLengthHist(self):
         h = g.path_length_hist(False)
         self.assertTrue(h.unconnected == 20)
 
+    def testGetShortestPathsAStar(self):
+        n = 4
+        g = Graph.Lattice((n, n), circular=False)
+        xs, ys = list(range(n)) * n, sum(([i] * n for i in range(n)), [])
+        g.vs["coord"] = list(zip(xs, ys))
+
+        def heuristics(graph, u, v):
+            ux, uy = graph.vs[u]["coord"]
+            vx, vy = graph.vs[v]["coord"]
+            return ((ux - vx) ** 2 + (uy - vy) ** 2) ** 0.5
+
+        self.assertEqual(
+            [0, 1, 5, 6, 10, 11],
+            g.get_shortest_path_astar(0, 11, heuristics)
+        )
+
 
 class DominatorTests(unittest.TestCase):
     def compareDomTrees(self, alist, blist):

From fcde6bdd012701553516ae71ab52f4545b77843b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 24 Mar 2023 18:41:02 +0100
Subject: [PATCH 024/681] chore: updated changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 06aa43232..0d15855ec 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -19,6 +19,10 @@
 - Added `Graph.get_shortest_path()` as a convenience function for cases when
   only one shortest path is needed between a given source and target vertices.
 
+- Added `Graph.get_shortest_path_astar()` to calculate the shortest path
+  between two vertices using the A-star algorithm and an appropriate
+  heuristic function.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling

From f35a35e04ca186cb78191d7a540b4c50bc5f09c2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 25 Mar 2023 10:38:07 +0100
Subject: [PATCH 025/681] feat: VertexCover constructor now accepts vertex
 names, closes #617

---
 CHANGELOG.md             |  3 +++
 src/igraph/clustering.py | 20 ++++++++++++++++++++
 2 files changed, 23 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0d15855ec..a66ffaaef 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,9 @@
   between two vertices using the A-star algorithm and an appropriate
   heuristic function.
 
+- The `VertexCover` constructor now allows referring to vertices by names
+  instead of IDs.
+
 ### Fixed
 
 - `resolution` parameter is now correctly taken into account when calling
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index c4b345a47..42e224a86 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1089,6 +1089,8 @@ def __init__(self, graph, clusters=None):
         if clusters is None:
             clusters = [range(graph.vcount())]
 
+        self._resolve_names_in_clusters(graph, clusters)
+
         super().__init__(clusters, n=graph.vcount())
         if self._n > graph.vcount():
             raise ValueError(
@@ -1216,6 +1218,24 @@ def _formatted_cluster_iterator(self):
             for cluster in self:
                 yield ", ".join(str(member) for member in cluster)
 
+    @staticmethod
+    def _resolve_names_in_clusters(graph, clusters):
+        if not graph.is_named():
+            return
+
+        names = graph.vs["name"]
+        name_to_index = dict((k, v) for v, k in enumerate(names))
+
+        for idx, cluster in enumerate(clusters):
+            if any(isinstance(item, str) for item in cluster):
+                new_cluster = []
+                for item in cluster:
+                    if isinstance(item, str):
+                        new_cluster.append(name_to_index.get(item, item))
+                    else:
+                        new_cluster.append(item)
+                clusters[idx] = new_cluster
+
 
 class CohesiveBlocks(VertexCover):
     """The cohesive block structure of a graph.

From bbe93df7f2b1c7b7406688e9f806881d18fccb2f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 14:41:29 +1000
Subject: [PATCH 026/681] First blobs of code

---
 src/igraph/drawing/__init__.py         |   6 +-
 src/igraph/drawing/matplotlib/graph.py | 162 ++++++++++++++++++++++++-
 2 files changed, 165 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 5ae708ccc..ec1a8168f 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -41,7 +41,10 @@
 from igraph.drawing.cairo.matrix import CairoMatrixDrawer
 from igraph.drawing.cairo.histogram import CairoHistogramDrawer
 from igraph.drawing.cairo.palette import CairoPaletteDrawer
-from igraph.drawing.matplotlib.graph import MatplotlibGraphDrawer
+from igraph.drawing.matplotlib.graph import (
+    MatplotlibGraphDrawer,
+    GraphArtist,
+)
 from igraph.drawing.matplotlib.matrix import MatplotlibMatrixDrawer
 from igraph.drawing.matplotlib.histogram import MatplotlibHistogramDrawer
 from igraph.drawing.matplotlib.palette import MatplotlibPaletteDrawer
@@ -54,6 +57,7 @@
     "BoundingBox",
     "CairoGraphDrawer",
     "MatplotlibGraphDrawer",
+    "GraphArtist",
     "DefaultGraphDrawer",
     "Plot",
     "Point",
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6673929ff..a3dd32de7 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -24,13 +24,171 @@
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
-__all__ = ("MatplotlibGraphDrawer",)
+__all__ = (
+    "MatplotlibGraphDrawer",
+    "GraphArtist",
+    )
 
-_, plt = find_matplotlib()
+mpl, plt = find_matplotlib()
 
 #####################################################################
 
 
+# NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
+class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
+    """Artist for an igraph.Graph object.
+
+    Arguments:
+        graph: An igraph.Graph object to plot
+        layout: A layout object or matrix of coordinates to use for plotting.
+            Each element or row should describes the coordinates for a vertex.
+        vertex_style: A dictionary specifying style options for vertices.
+        edge_style: A dictionary specifying style options for edges.
+    """
+    def __init__(
+        self,
+        graph,
+        layout=None,
+        vertex_style=None,
+        edge_style=None,
+        vertex_label_style=None,
+        edge_label_style=None,
+        **kwargs,
+    ):
+
+        super().__init__()
+        self.graph = graph
+        self.layout = self.ensure_layout(layout)
+        self.vertex_style = vertex_style
+        self.edge_style = edge_style
+        self.vertex_label_style = vertex_label_style
+        self.edge_label_style = edge_label_style
+
+        self._clear_state()
+
+    def _clear_state(self):
+        self._vertex_artist = None
+        self._vertex_indx = None
+        self._edge_artist = None
+        self._edge_indx = None
+        self._vertex_labels = None
+        self._edge_labels = None
+
+    def get_children(self):
+        artists = [self._vertex_artist, self._edge_artist]
+        if self._vertex_labels is not None:
+            artists.extend(self._vertex_labels)
+        if self._edge_labels is not None:
+            artists.extend(self._edge_labels)
+        return tuple(a for a in artists if a is not None)
+
+    def get_datalim(self):
+        import numpy as np
+
+        mins = np.min(self.layout, axis=0)
+        maxs = np.max(self.layout, axis=0)
+
+        return (mins, maxs)
+
+    def _reprocess(self, *):
+        """Process the actual drawing."""
+        # nuke old state and mark as stale
+        self._clear_state()
+        self.stale = True
+
+        # get local refs to everything (just for less typing)
+        graph = self.graph
+        edge_style = self.edge_style
+        vertex_style = self.vertex_style
+        edge_label_style = self.edge_label_style
+        vertex_label_style = self.vertex_label_style
+
+        # get the layout
+        pos = self.layout.coords
+
+        # handle the edges
+        edge_style_dict = generate_edge_styles(graph, edge_style)
+        self._edge_artist, self._edge_indx = (
+            _generate_straight_edges(graph.edges(), pos,
+                                     edge_style_dict, ax=self.axes))
+
+        # handle the nodes
+        vertex_style_dict = generate_node_styles(graph, node_style)
+        self._vertex_artist, self._vertex_indx = (
+            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
+
+        # TODO handle the text
+
+        # handle the node labels
+        if vertex_label_style is not None:
+            vlabel_style_dict = generate_vertex_label_styles(
+                    graph,
+                    vertex_label_style)
+            self._vertex_label_dict = (
+                _generate_vertex_labels(pos, vlabel_style_dict, ax=self.axes))
+
+        # handle the edge labels
+        if edge_label_style is not None:
+            elabel_style_dict = generate_edge_label_styles(graph,
+                                                           edge_label_style)
+            self._edge_label_dict = (
+                _generate_edge_labels(pos, elabel_style_dict, ax=self.axes))
+
+        # TODO sort out all of the things that need to be forwarded
+        for child in self.get_children():
+            # set the figure / axes on child, this is needed
+            # by some internals
+            child.set_figure(self.figure)
+            child.axes = self.axes
+            # forward the clippath/box to the children need this logic
+            # because mpl exposes some fast-path logic
+            clip_path = self.get_clip_path()
+            if clip_path is None:
+                clip_box = self.get_clip_box()
+                child.set_clip_box(clip_box)
+            else:
+                child.set_clip_path(clip_path)
+
+    @_stale_wrapper
+    def draw(self, renderer, *args, **kwargs):
+        """Draw each of the children, with some buffering mechanism."""
+        if not self.get_visible():
+            return
+
+        if not self.get_children():
+            self._reprocess()
+
+        elif self.stale:
+            self._reprocess(reset_pos=False)
+
+        for art in self.get_children():
+            art.draw(renderer, *args, **kwargs)
+
+    def contains(self, mouseevent):
+        """Track 'contains' event for mouse interactions."""
+        props = {}
+        edge_hit, edge_props = self._edge_artist.contains(mouseevent)
+        vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
+        props['vertices'] = [self._node_indx[j]
+                          for j in vertex_props.get('ind', [])]
+        props['edges'] = [self._edge_indx[j]
+                          for j in edge_props.get('ind', [])]
+
+        return edge_hit | node_hit, props
+
+    def pick(self, mouseevent):
+        """Track 'pick' event for mouse interactions."""
+        # Pick self
+        if self.pickable():
+            picker = self.get_picker()
+            if callable(picker):
+                inside, prop = picker(self, mouseevent)
+            else:
+                inside, prop = self.contains(mouseevent)
+            if inside:
+                self.figure.canvas.pick_event(mouseevent, self, **prop)
+
+
 class MatplotlibGraphDrawer(AbstractGraphDrawer):
     """Graph drawer that uses a pyplot.Axes as context"""
 

From df01256a3553fcbf8b0677e02851f9eef1dec3f6 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 14:57:47 +1000
Subject: [PATCH 027/681] A bit more logic

---
 src/igraph/drawing/matplotlib/graph.py | 28 +++++++++++++++++++++++---
 1 file changed, 25 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index a3dd32de7..86e0647b5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -73,6 +73,7 @@ def _clear_state(self):
         self._edge_indx = None
         self._vertex_labels = None
         self._edge_labels = None
+        self._group_artist = None
 
     def get_children(self):
         artists = [self._vertex_artist, self._edge_artist]
@@ -80,8 +81,25 @@ def get_children(self):
             artists.extend(self._vertex_labels)
         if self._edge_labels is not None:
             artists.extend(self._edge_labels)
+        if self._group_artist is not None:
+            artists.extend(self._group_artist)
         return tuple(a for a in artists if a is not None)
 
+    def get_vertices(self):
+        return self._vertex_artist
+
+    def get_edges(seff):
+        return self._edge_artist
+
+    def get_groups(self):
+        return self._group_artist
+
+    def get_vertex_labels(self):
+        return self._vertex_labels
+
+    def get_edge_labels(self):
+        return self._edge_labels
+
     def get_datalim(self):
         import numpy as np
 
@@ -91,7 +109,11 @@ def get_datalim(self):
         return (mins, maxs)
 
     def _reprocess(self, *):
-        """Process the actual drawing."""
+        """Prepare artist and children for the actual drawing.
+
+        Children are not drawn here, but the dictionaries of properties are
+        marshalled to their specific artists.
+        """
         # nuke old state and mark as stale
         self._clear_state()
         self.stale = True
@@ -106,13 +128,13 @@ def _reprocess(self, *):
         # get the layout
         pos = self.layout.coords
 
-        # handle the edges
+        # edges
         edge_style_dict = generate_edge_styles(graph, edge_style)
         self._edge_artist, self._edge_indx = (
             _generate_straight_edges(graph.edges(), pos,
                                      edge_style_dict, ax=self.axes))
 
-        # handle the nodes
+        # vertices
         vertex_style_dict = generate_node_styles(graph, node_style)
         self._vertex_artist, self._vertex_indx = (
             _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))

From bf3a18393088c8b9e6ea3f160c2d57a024213934 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 4 Apr 2023 18:09:23 +1000
Subject: [PATCH 028/681] Move more logic to artist

---
 src/igraph/drawing/matplotlib/graph.py | 114 +++++++++++++++----------
 1 file changed, 68 insertions(+), 46 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 86e0647b5..562465422 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -53,7 +53,8 @@ def __init__(
         edge_style=None,
         vertex_label_style=None,
         edge_label_style=None,
-        **kwargs,
+        mark_groups=False,
+        **kwds,
     ):
 
         super().__init__()
@@ -63,9 +64,36 @@ def __init__(
         self.edge_style = edge_style
         self.vertex_label_style = vertex_label_style
         self.edge_label_style = edge_label_style
+        self.mark_groups = mark_groups
+        self.edge_curved = self._set_edge_curve(**kwds)
+        self.palette = kwds.pop("palette", None)
+        self.kwds = kwds
 
         self._clear_state()
 
+    def _set_edge_curve(self, **kwds):
+        # Decide whether we need to calculate the curvature of edges
+        # automatically -- and calculate them if needed.
+        autocurve = kwds.get("autocurve", None)
+        if autocurve or (
+            autocurve is None
+            and "edge_curved" not in kwds
+            and "curved" not in self.graph.edge_attributes()
+            and self.graph.ecount() < 10000
+        ):
+            from igraph import autocurve
+
+            default = kwds.get("edge_curved", 0)
+            if default is True:
+                default = 0.5
+            default = float(default)
+            return autocurve(
+                graph,
+                attribute=None,
+                default=default,
+            )
+        return None
+
     def _clear_state(self):
         self._vertex_artist = None
         self._vertex_indx = None
@@ -124,9 +152,19 @@ def _reprocess(self, *):
         vertex_style = self.vertex_style
         edge_label_style = self.edge_label_style
         vertex_label_style = self.vertex_label_style
+        layout = self.layout
+        kwds = self.kwds
 
-        # get the layout
-        pos = self.layout.coords
+        # Determine the order in which we will draw the vertices and edges
+        # These methods come from AbstractGraphDrawer
+        vertex_order = self._determine_vertex_order(graph, kwds)
+        edge_order = self._determine_edge_order(graph, kwds)
+
+        # FIXME FIXME
+        # vertices
+        vertex_style_dict = generate_node_styles(graph, node_style)
+        self._vertex_artist, self._vertex_indx = (
+            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
 
         # edges
         edge_style_dict = generate_edge_styles(graph, edge_style)
@@ -134,10 +172,6 @@ def _reprocess(self, *):
             _generate_straight_edges(graph.edges(), pos,
                                      edge_style_dict, ax=self.axes))
 
-        # vertices
-        vertex_style_dict = generate_node_styles(graph, node_style)
-        self._vertex_artist, self._vertex_indx = (
-            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
 
         # TODO handle the text
 
@@ -172,7 +206,7 @@ def _reprocess(self, *):
                 child.set_clip_path(clip_path)
 
     @_stale_wrapper
-    def draw(self, renderer, *args, **kwargs):
+    def draw(self, renderer, *args, **kwds):
         """Draw each of the children, with some buffering mechanism."""
         if not self.get_visible():
             return
@@ -184,7 +218,7 @@ def draw(self, renderer, *args, **kwargs):
             self._reprocess(reset_pos=False)
 
         for art in self.get_children():
-            art.draw(renderer, *args, **kwargs)
+            art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
@@ -262,32 +296,20 @@ def draw(self, graph, *args, **kwds):
         directed = graph.is_directed()
         ax = self.ax
 
-        # Palette
-        palette = kwds.pop("palette", None)
-
-        # Calculate/get the layout of the graph
-        layout = self.ensure_layout(kwds.get("layout", None), graph)
-
-        # Decide whether we need to calculate the curvature of edges
-        # automatically -- and calculate them if needed.
-        autocurve = kwds.get("autocurve", None)
-        if autocurve or (
-            autocurve is None
-            and "edge_curved" not in kwds
-            and "curved" not in graph.edge_attributes()
-            and graph.ecount() < 10000
-        ):
-            from igraph import autocurve
-
-            default = kwds.get("edge_curved", 0)
-            if default is True:
-                default = 0.5
-            default = float(default)
-            kwds["edge_curved"] = autocurve(
-                graph,
-                attribute=None,
-                default=default,
-            )
+        # Create artist
+        art = GraphArtist(
+            graph,
+            layout=kwds.get("layout", None),
+            vertex_style=None,
+            edge_style=None,
+            vertex_label_style=None,
+            edge_label_style=None,
+            mark_groups=False,
+            **kwds,
+        )
+
+        ax.add_artist(art)
+        art._reprocess()
 
         # Construct the vertex, edge and label drawers
         vertex_drawer = self.vertex_drawer_factory(ax, palette, layout)
@@ -392,9 +414,6 @@ def draw(self, graph, *args, **kwds):
                     legend_info["labels"],
                 )
 
-        # Determine the order in which we will draw the vertices and edges
-        vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order = self._determine_edge_order(graph, kwds)
 
         # Construct the iterator that we will use to draw the vertices
         vs = graph.vs
@@ -475,24 +494,24 @@ def draw(self, graph, *args, **kwds):
                     dest_vertex,
                 )
 
-                text_kwargs = {}
-                text_kwargs['ha'] = halign.value
-                text_kwargs['va'] = valign.value
+                text_kwds = {}
+                text_kwds['ha'] = halign.value
+                text_kwds['va'] = valign.value
 
                 if visual_edge.background is not None:
-                    text_kwargs['bbox'] = dict(
+                    text_kwds['bbox'] = dict(
                         facecolor=visual_edge.background,
                         edgecolor='none',
                     )
-                    text_kwargs['ha'] = 'center'
-                    text_kwargs['va'] = 'center'
+                    text_kwds['ha'] = 'center'
+                    text_kwds['va'] = 'center'
 
                 if visual_edge.align_label:
                     # Rotate the text to align with the edge
                     rotation = edge_drawer.get_label_rotation(
                         visual_edge, src_vertex, dest_vertex,
                     )
-                    text_kwargs['rotation'] = rotation
+                    text_kwds['rotation'] = rotation
 
                 ax.text(
                     x,
@@ -500,10 +519,13 @@ def draw(self, graph, *args, **kwds):
                     label,
                     fontsize=visual_edge.label_size,
                     color=visual_edge.label_color,
-                    **text_kwargs,
+                    **text_kwds,
                     # TODO: offset, etc.
                 )
 
+        # Set new data limits
+        ax.update_datalim(art.get_datalim())
+
         # Despine
         ax.spines["right"].set_visible(False)
         ax.spines["top"].set_visible(False)

From 7dc40b3552e8b215302422fc9ce1bb59d6075c53 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:50:52 +1000
Subject: [PATCH 029/681] Container artist with children creates, but fails to
 show

---
 src/igraph/drawing/matplotlib/edge.py   |  13 +-
 src/igraph/drawing/matplotlib/graph.py  | 626 +++++++++++++-----------
 src/igraph/drawing/matplotlib/vertex.py |   5 +-
 3 files changed, 338 insertions(+), 306 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index adbdfab89..607f98de9 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -163,7 +163,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["codes"].append("LINETO")
 
         # Draw the edge
-        stroke = mpl.patches.PathPatch(
+        arrowshaft = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -172,7 +172,6 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
         )
-        ax.add_patch(stroke)
 
         # Draw the arrow head
         arrowhead = mpl.patches.Polygon(
@@ -185,7 +184,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             facecolor=edge.color,
             edgecolor="none",
         )
-        ax.add_patch(arrowhead)
+        return [arrowshaft, arrowhead]
 
     def draw_loop_edge(self, edge, vertex):
         """Draws a loop edge.
@@ -201,7 +200,7 @@ def draw_loop_edge(self, edge, vertex):
         radius = vertex.size * 1.5
         center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
         center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        stroke = mpl.patches.Arc(
+        art = mpl.patches.Arc(
             (center_x, center_y),
             radius / 2.0,
             radius / 2.0,
@@ -212,7 +211,7 @@ def draw_loop_edge(self, edge, vertex):
             edgecolor=edge.color,
         )
         # FIXME: make a PathCollection??
-        ax.add_patch(stroke)
+        return [art]
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         """Draws an undirected edge.
@@ -247,7 +246,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             path["vertices"].append(dest_vertex.position)
             path["codes"].append("LINETO")
 
-        stroke = mpl.patches.PathPatch(
+        art = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -257,4 +256,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             linewidth=edge.width,
         )
         # FIXME: make a PathCollection??
-        ax.add_artist(stroke)
+        return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 562465422..576584b7b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -14,6 +14,7 @@
 """
 
 from warnings import warn
+from functools import wraps
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
@@ -27,7 +28,7 @@
 __all__ = (
     "MatplotlibGraphDrawer",
     "GraphArtist",
-    )
+)
 
 mpl, plt = find_matplotlib()
 
@@ -35,6 +36,17 @@
 
 
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
+def _stale_wrapper(func):
+    @wraps(func)
+    def inner(self, *args, **kwargs):
+        try:
+            func(self, *args, **kwargs)
+        finally:
+            self.stale = False
+
+    return inner
+
+
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
@@ -45,33 +57,53 @@ class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
         vertex_style: A dictionary specifying style options for vertices.
         edge_style: A dictionary specifying style options for edges.
     """
+
     def __init__(
         self,
         graph,
+        vertex_drawer_factory=MatplotlibVertexDrawer,
+        edge_drawer_factory=MatplotlibEdgeDrawer,
         layout=None,
-        vertex_style=None,
-        edge_style=None,
-        vertex_label_style=None,
-        edge_label_style=None,
         mark_groups=False,
+        palette=None,
         **kwds,
     ):
-
         super().__init__()
         self.graph = graph
-        self.layout = self.ensure_layout(layout)
-        self.vertex_style = vertex_style
-        self.edge_style = edge_style
-        self.vertex_label_style = vertex_label_style
-        self.edge_label_style = edge_label_style
+        self.layout = self.ensure_layout(layout, graph)
+        self.vertex_drawer_factory = vertex_drawer_factory
+        self.edge_drawer_factory = edge_drawer_factory
         self.mark_groups = mark_groups
         self.edge_curved = self._set_edge_curve(**kwds)
-        self.palette = kwds.pop("palette", None)
+        self.palette = palette
         self.kwds = kwds
 
         self._clear_state()
 
+    def _clear_state(self):
+        self._vertex_artists = []
+        self._edge_artists = []
+        self._vertex_labels = []
+        self._edge_labels = []
+        self._group_artists = []
+        self._legend_info = {}
+
+    def get_children(self):
+        artists = sum(
+            [
+                self._vertex_artists,
+                self._edge_artists,
+                self._vertex_labels,
+                self._edge_labels,
+                self._group_artists,
+            ],
+            [],
+        )
+        return tuple(artists)
+
     def _set_edge_curve(self, **kwds):
+        graph = self.graph
+
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
         autocurve = kwds.get("autocurve", None)
@@ -94,33 +126,14 @@ def _set_edge_curve(self, **kwds):
             )
         return None
 
-    def _clear_state(self):
-        self._vertex_artist = None
-        self._vertex_indx = None
-        self._edge_artist = None
-        self._edge_indx = None
-        self._vertex_labels = None
-        self._edge_labels = None
-        self._group_artist = None
-
-    def get_children(self):
-        artists = [self._vertex_artist, self._edge_artist]
-        if self._vertex_labels is not None:
-            artists.extend(self._vertex_labels)
-        if self._edge_labels is not None:
-            artists.extend(self._edge_labels)
-        if self._group_artist is not None:
-            artists.extend(self._group_artist)
-        return tuple(a for a in artists if a is not None)
-
     def get_vertices(self):
-        return self._vertex_artist
+        return self._vertex_artists
 
-    def get_edges(seff):
-        return self._edge_artist
+    def get_edges(self):
+        return self._edge_artists
 
     def get_groups(self):
-        return self._group_artist
+        return self._group_artists
 
     def get_vertex_labels(self):
         return self._vertex_labels
@@ -136,7 +149,250 @@ def get_datalim(self):
 
         return (mins, maxs)
 
-    def _reprocess(self, *):
+    def _draw_vertex_labels(self):
+        kwds = self.kwds
+        layout = self.layout
+        vertex_builder = self.vertex_builder
+        vertex_order = self.vertex_order
+
+        # Construct the iterator that we will use to draw the vertex labels
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            if vertex.label is None:
+                continue
+
+            label_size = kwds.get(
+                "vertex_label_size",
+                vertex.label_size,
+            )
+
+            art = mpl.text.Text(
+                *coords,
+                vertex.label,
+                fontsize=label_size,
+                ha="center",
+                va="center",
+                transform=self.axes.transData,
+                clip_on=True,
+                # TODO: overlap, offset, etc.
+            )
+            self._vertex_labels.append(art)
+
+    def _draw_edge_labels(self):
+        graph = self.graph
+        kwds = self.kwds
+        vertex_builder = self.vertex_builder
+        edge_builder = self.edge_builder
+        edge_drawer = self.edge_drawer
+        edge_order = self.edge_order
+
+        labels = kwds.get("edge_label", None)
+        if labels is None:
+            return
+
+        edge_label_iter = (
+            (labels[i], edge_builder[i], graph.es[i]) for i in range(edge_order)
+        )
+        for label, visual_edge, edge in edge_label_iter:
+            # Ask the edge drawer to propose an anchor point for the label
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            (x, y), (halign, valign) = edge_drawer.get_label_position(
+                visual_edge,
+                src_vertex,
+                dest_vertex,
+            )
+
+            text_kwds = {}
+            text_kwds["ha"] = halign.value
+            text_kwds["va"] = valign.value
+
+            if visual_edge.background is not None:
+                text_kwds["bbox"] = dict(
+                    facecolor=visual_edge.background,
+                    edgecolor="none",
+                )
+                text_kwds["ha"] = "center"
+                text_kwds["va"] = "center"
+
+            if visual_edge.align_label:
+                # Rotate the text to align with the edge
+                rotation = edge_drawer.get_label_rotation(
+                    visual_edge,
+                    src_vertex,
+                    dest_vertex,
+                )
+                text_kwds["rotation"] = rotation
+
+            art = mpl.text.Text(
+                x,
+                y,
+                label,
+                fontsize=visual_edge.label_size,
+                color=visual_edge.label_color,
+                transform=self.axes.transData,
+                clip_on=True,
+                **text_kwds,
+                # TODO: offset, etc.
+            )
+            self._vertex_labels.append(art)
+
+    def _draw_groups(self):
+        """Draw the highlighted vertex groups, if requested"""
+        # Deferred import to avoid a cycle in the import graph
+        from igraph.clustering import VertexClustering, VertexCover
+
+        kwds = self.kwds
+        palette = self.palette
+        layout = self.layout
+        vertex_builder = self.vertex_builder
+
+        if not kwds.get("mark_groups", False):
+            return
+
+        # Figure out what to do with mark_groups in order to be able to
+        # iterate over it and get memberlist-color pairs
+        mark_groups = kwds["mark_groups"]
+        if isinstance(mark_groups, dict):
+            # Dictionary mapping vertex indices or tuples of vertex
+            # indices to colors
+            group_iter = iter(mark_groups.items())
+        elif isinstance(mark_groups, (VertexClustering, VertexCover)):
+            # Vertex clustering
+            group_iter = ((group, color) for color, group in enumerate(mark_groups))
+        elif hasattr(mark_groups, "__iter__"):
+            # Lists, tuples, iterators etc
+            group_iter = iter(mark_groups)
+        else:
+            # False
+            group_iter = iter({}.items())
+
+        if kwds.get("legend", False):
+            legend_info = {
+                "handles": [],
+                "labels": [],
+            }
+
+        # Iterate over color-memberlist pairs
+        for group, color_id in group_iter:
+            if not group or color_id is None:
+                continue
+
+            color = palette.get(color_id)
+
+            if isinstance(group, VertexSeq):
+                group = [vertex.index for vertex in group]
+            if not hasattr(group, "__iter__"):
+                raise TypeError("group membership list must be iterable")
+
+            # Get the vertex indices that constitute the convex hull
+            hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
+
+            # Calculate the preferred rounding radius for the corners
+            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
+
+            # Construct the polygon
+            polygon = [layout[idx] for idx in hull]
+
+            if len(polygon) == 2:
+                # Expand the polygon (which is a flat line otherwise)
+                a, b = Point(*polygon[0]), Point(*polygon[1])
+                c = corner_radius * (a - b).normalized()
+                n = Point(-c[1], c[0])
+                polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+            else:
+                # Expand the polygon around its center of mass
+                center = Point(
+                    *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
+                )
+                polygon = [
+                    Point(*point).towards(center, -corner_radius) for point in polygon
+                ]
+
+            # Draw the hull
+            # FIXME: defer this to the draw operation!
+            facecolor = (color[0], color[1], color[2], 0.25 * color[3])
+            drawer = MatplotlibPolygonDrawer(self.axes)
+            drawer.draw(
+                polygon,
+                corner_radius=corner_radius,
+                facecolor=facecolor,
+                edgecolor=color,
+            )
+
+            if kwds.get("legend", False):
+                legend_info["handles"].append(
+                    plt.Rectangle(
+                        (0, 0),
+                        0,
+                        0,
+                        facecolor=facecolor,
+                        edgecolor=color,
+                    )
+                )
+                legend_info["labels"].append(str(color_id))
+
+        if kwds.get("legend", False):
+            self.legend_info = legend_info
+
+    def _draw_vertices(self):
+        """Draw the vertices"""
+        graph = self.graph
+        layout = self.layout
+        vertex_drawer = self.vertex_drawer
+        vertex_builder = self.vertex_builder
+        vertex_order = self.vertex_order
+
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vs, vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = (
+                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
+            )
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            art = vertex_drawer.draw(visual_vertex, vertex, coords)
+            self._vertex_artists.append(art)
+
+    def _draw_edges(self):
+        """Draw the edges"""
+        graph = self.graph
+        vertex_builder = self.vertex_builder
+        edge_drawer = self.edge_drawer
+        edge_builder = self.edge_builder
+        edge_order = self.edge_order
+
+        es = graph.es
+        if edge_order is None:
+            # Default edge order
+            edge_coord_iter = zip(es, edge_builder)
+        else:
+            # Specified edge order
+            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
+
+        directed = graph.is_directed()
+        if directed:
+            # Arrows and the likes
+            drawer_method = edge_drawer.draw_directed_edge
+        else:
+            # Lines
+            drawer_method = edge_drawer.draw_undirected_edge
+        for edge, visual_edge in edge_coord_iter:
+            src, dest = edge.tuple
+            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
+            arts = drawer_method(visual_edge, src_vertex, dest_vertex)
+            self._edge_artists.extend(arts)
+
+    def _reprocess(self):
         """Prepare artist and children for the actual drawing.
 
         Children are not drawn here, but the dictionaries of properties are
@@ -148,54 +404,38 @@ def _reprocess(self, *):
 
         # get local refs to everything (just for less typing)
         graph = self.graph
-        edge_style = self.edge_style
-        vertex_style = self.vertex_style
-        edge_label_style = self.edge_label_style
-        vertex_label_style = self.vertex_label_style
+        palette = self.palette
         layout = self.layout
         kwds = self.kwds
 
+        # Construct the vertex, edge and label drawers
+        self.vertex_drawer = self.vertex_drawer_factory(self.axes, palette, layout)
+        self.edge_drawer = self.edge_drawer_factory(self.axes, palette)
+
+        # Construct the visual vertex/edge builders based on the specifications
+        # provided by the vertex_drawer and the edge_drawer
+        self.vertex_builder = self.vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
+        self.edge_builder = self.edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
-        vertex_order = self._determine_vertex_order(graph, kwds)
-        edge_order = self._determine_edge_order(graph, kwds)
-
-        # FIXME FIXME
-        # vertices
-        vertex_style_dict = generate_node_styles(graph, node_style)
-        self._vertex_artist, self._vertex_indx = (
-            _generate_vertex_artist(pos, vertex_style_dict, ax=self.axes))
-
-        # edges
-        edge_style_dict = generate_edge_styles(graph, edge_style)
-        self._edge_artist, self._edge_indx = (
-            _generate_straight_edges(graph.edges(), pos,
-                                     edge_style_dict, ax=self.axes))
-
-
-        # TODO handle the text
-
-        # handle the node labels
-        if vertex_label_style is not None:
-            vlabel_style_dict = generate_vertex_label_styles(
-                    graph,
-                    vertex_label_style)
-            self._vertex_label_dict = (
-                _generate_vertex_labels(pos, vlabel_style_dict, ax=self.axes))
-
-        # handle the edge labels
-        if edge_label_style is not None:
-            elabel_style_dict = generate_edge_label_styles(graph,
-                                                           edge_label_style)
-            self._edge_label_dict = (
-                _generate_edge_labels(pos, elabel_style_dict, ax=self.axes))
+        self.vertex_order = self._determine_vertex_order(graph, kwds)
+        self.edge_order = self._determine_edge_order(graph, kwds)
+
+        self._draw_groups()
+        self._draw_vertices()
+        self._draw_edges()
+        self._draw_vertex_labels()
+        self._draw_edge_labels()
 
+        # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
         for child in self.get_children():
-            # set the figure / axes on child, this is needed
-            # by some internals
+            # set the figure / axes on child, this ensures each primitive
+            # knows where to draw
             child.set_figure(self.figure)
             child.axes = self.axes
+
             # forward the clippath/box to the children need this logic
             # because mpl exposes some fast-path logic
             clip_path = self.get_clip_path()
@@ -215,7 +455,7 @@ def draw(self, renderer, *args, **kwds):
             self._reprocess()
 
         elif self.stale:
-            self._reprocess(reset_pos=False)
+            self._reprocess()
 
         for art in self.get_children():
             art.draw(renderer, *args, **kwds)
@@ -225,12 +465,10 @@ def contains(self, mouseevent):
         props = {}
         edge_hit, edge_props = self._edge_artist.contains(mouseevent)
         vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
-        props['vertices'] = [self._node_indx[j]
-                          for j in vertex_props.get('ind', [])]
-        props['edges'] = [self._edge_indx[j]
-                          for j in edge_props.get('ind', [])]
+        props["vertices"] = [self._node_indx[j] for j in vertex_props.get("ind", [])]
+        props["edges"] = [self._edge_indx[j] for j in edge_props.get("ind", [])]
 
-        return edge_hit | node_hit, props
+        return edge_hit | vertex_hit, props
 
     def pick(self, mouseevent):
         """Track 'pick' event for mouse interactions."""
@@ -293,235 +531,29 @@ def draw(self, graph, *args, **kwds):
             )
 
         # Some abbreviations for sake of simplicity
-        directed = graph.is_directed()
         ax = self.ax
 
         # Create artist
         art = GraphArtist(
             graph,
-            layout=kwds.get("layout", None),
-            vertex_style=None,
-            edge_style=None,
-            vertex_label_style=None,
-            edge_label_style=None,
-            mark_groups=False,
+            vertex_drawer_factory=self.vertex_drawer_factory,
+            edge_drawer_factory=self.edge_drawer_factory,
+            *args,
             **kwds,
         )
 
+        # Bind artist to axes
         ax.add_artist(art)
-        art._reprocess()
 
-        # Construct the vertex, edge and label drawers
-        vertex_drawer = self.vertex_drawer_factory(ax, palette, layout)
-        edge_drawer = self.edge_drawer_factory(ax, palette)
-
-        # Construct the visual vertex/edge builders based on the specifications
-        # provided by the vertex_drawer and the edge_drawer
-        vertex_builder = vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
-        edge_builder = edge_drawer.VisualEdgeBuilder(graph.es, kwds)
-
-        # Draw the highlighted groups (if any)
-        if "mark_groups" in kwds:
-            mark_groups = kwds["mark_groups"]
-
-            # Deferred import to avoid a cycle in the import graph
-            from igraph.clustering import VertexClustering, VertexCover
-
-            # Figure out what to do with mark_groups in order to be able to
-            # iterate over it and get memberlist-color pairs
-            if isinstance(mark_groups, dict):
-                # Dictionary mapping vertex indices or tuples of vertex
-                # indices to colors
-                group_iter = iter(mark_groups.items())
-            elif isinstance(mark_groups, (VertexClustering, VertexCover)):
-                # Vertex clustering
-                group_iter = ((group, color) for color, group in enumerate(mark_groups))
-            elif hasattr(mark_groups, "__iter__"):
-                # Lists, tuples, iterators etc
-                group_iter = iter(mark_groups)
-            else:
-                # False
-                group_iter = iter({}.items())
-
-            if kwds.get("legend", False):
-                legend_info = {
-                    "handles": [],
-                    "labels": [],
-                }
-
-            # Iterate over color-memberlist pairs
-            for group, color_id in group_iter:
-                if not group or color_id is None:
-                    continue
-
-                color = palette.get(color_id)
-
-                if isinstance(group, VertexSeq):
-                    group = [vertex.index for vertex in group]
-                if not hasattr(group, "__iter__"):
-                    raise TypeError("group membership list must be iterable")
-
-                # Get the vertex indices that constitute the convex hull
-                hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
-
-                # Calculate the preferred rounding radius for the corners
-                corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
-
-                # Construct the polygon
-                polygon = [layout[idx] for idx in hull]
-
-                if len(polygon) == 2:
-                    # Expand the polygon (which is a flat line otherwise)
-                    a, b = Point(*polygon[0]), Point(*polygon[1])
-                    c = corner_radius * (a - b).normalized()
-                    n = Point(-c[1], c[0])
-                    polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
-                else:
-                    # Expand the polygon around its center of mass
-                    center = Point(
-                        *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
-                    )
-                    polygon = [
-                        Point(*point).towards(center, -corner_radius)
-                        for point in polygon
-                    ]
-
-                # Draw the hull
-                facecolor = (color[0], color[1], color[2], 0.25 * color[3])
-                drawer = MatplotlibPolygonDrawer(ax)
-                drawer.draw(
-                    polygon,
-                    corner_radius=corner_radius,
-                    facecolor=facecolor,
-                    edgecolor=color,
-                )
-
-                if kwds.get("legend", False):
-                    legend_info["handles"].append(
-                        plt.Rectangle(
-                            (0, 0),
-                            0,
-                            0,
-                            facecolor=facecolor,
-                            edgecolor=color,
-                        )
-                    )
-                    legend_info["labels"].append(str(color_id))
-
-            if kwds.get("legend", False):
-                ax.legend(
-                    legend_info["handles"],
-                    legend_info["labels"],
-                )
-
-
-        # Construct the iterator that we will use to draw the vertices
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vs, vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = (
-                (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
-            )
-
-        # Draw the vertices
-        drawer_method = vertex_drawer.draw
-        for vertex, visual_vertex, coords in vertex_coord_iter:
-            drawer_method(visual_vertex, vertex, coords)
-
-        # Construct the iterator that we will use to draw the vertex labels
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
-
-        # Draw the vertex labels
-        for vertex, coords in vertex_coord_iter:
-            if vertex.label is None:
-                continue
-
-            label_size = kwds.get(
-                "vertex_label_size",
-                vertex.label_size,
-            )
-
-            ax.text(
-                *coords,
-                vertex.label,
-                fontsize=label_size,
-                ha='center',
-                va='center',
-                # TODO: overlap, offset, etc.
-            )
-
-        # Construct the iterator that we will use to draw the edges
-        es = graph.es
-        if edge_order is None:
-            # Default edge order
-            edge_coord_iter = zip(es, edge_builder)
-        else:
-            # Specified edge order
-            edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
-
-        # Draw the edges
-        if directed:
-            drawer_method = edge_drawer.draw_directed_edge
-        else:
-            drawer_method = edge_drawer.draw_undirected_edge
-        for edge, visual_edge in edge_coord_iter:
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            drawer_method(visual_edge, src_vertex, dest_vertex)
+        # Create children artists (this also binds them to the axes)
+        art._reprocess()
 
-        # Draw the edge labels
-        labels = kwds.get("edge_label", None)
-        if labels is not None:
-            edge_label_iter = (
-                (labels[i], edge_builder[i], graph.es[i]) for i in range(graph.ecount())
+        # Legend for groups
+        if ("mark_groups" in kwds) and kwds.get("legend", False):
+            ax.legend(
+                art._legend_info["handles"],
+                art._legend_info["labels"],
             )
-            for label, visual_edge, edge in edge_label_iter:
-                # Ask the edge drawer to propose an anchor point for the label
-                src, dest = edge.tuple
-                src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-                (x, y), (halign, valign) = edge_drawer.get_label_position(
-                    visual_edge,
-                    src_vertex,
-                    dest_vertex,
-                )
-
-                text_kwds = {}
-                text_kwds['ha'] = halign.value
-                text_kwds['va'] = valign.value
-
-                if visual_edge.background is not None:
-                    text_kwds['bbox'] = dict(
-                        facecolor=visual_edge.background,
-                        edgecolor='none',
-                    )
-                    text_kwds['ha'] = 'center'
-                    text_kwds['va'] = 'center'
-
-                if visual_edge.align_label:
-                    # Rotate the text to align with the edge
-                    rotation = edge_drawer.get_label_rotation(
-                        visual_edge, src_vertex, dest_vertex,
-                    )
-                    text_kwds['rotation'] = rotation
-
-                ax.text(
-                    x,
-                    y,
-                    label,
-                    fontsize=visual_edge.label_size,
-                    color=visual_edge.label_color,
-                    **text_kwds,
-                    # TODO: offset, etc.
-                )
 
         # Set new data limits
         ax.update_datalim(art.get_datalim())
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 3a7db0d90..00270a010 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -44,6 +44,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
         return VisualVertexBuilder
 
     def draw(self, visual_vertex, vertex, coords):
+        """Build the Artist for a vertex and return it."""
         ax = self.context
 
         width = (
@@ -57,7 +58,7 @@ def draw(self, visual_vertex, vertex, coords):
             else visual_vertex.size
         )
 
-        stroke = visual_vertex.shape.draw_path(
+        art = visual_vertex.shape.draw_path(
             ax,
             coords[0],
             coords[1],
@@ -68,4 +69,4 @@ def draw(self, visual_vertex, vertex, coords):
             linewidth=visual_vertex.frame_width,
             zorder=visual_vertex.zorder,
         )
-        ax.add_patch(stroke)
+        return art

From e310f201dbb76dfaa761470fbe355efbdc2f2832 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:56:05 +1000
Subject: [PATCH 030/681] Forwarder as in grave

---
 src/igraph/drawing/matplotlib/graph.py | 29 +++++++++++++++++++++++++-
 1 file changed, 28 insertions(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 576584b7b..6fdef7f03 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -14,7 +14,7 @@
 """
 
 from warnings import warn
-from functools import wraps
+from functools import wraps, partial
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
@@ -37,6 +37,7 @@
 
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
+    """Decorator to manage artist state."""
     @wraps(func)
     def inner(self, *args, **kwargs):
         try:
@@ -47,6 +48,32 @@ def inner(self, *args, **kwargs):
     return inner
 
 
+def _forwarder(forwards, cls=None):
+    """Decorator to forward specific methods to Artist children."""
+    if cls is None:
+        return partial(_forwarder, forwards)
+
+    def make_forward(name):
+        def method(self, *args, **kwargs):
+            ret = getattr(cls.mro()[1], name)(self, *args, **kwargs)
+            for c in self.get_children():
+                getattr(c, name)(*args, **kwargs)
+            return ret
+
+        return method
+
+    for f in forwards:
+        method = make_forward(f)
+        method.__name__ = f
+        method.__doc__ = 'broadcasts {} to children'.format(f)
+        setattr(cls, f, method)
+
+    return cls
+
+
+@_forwarder(('set_clip_path', 'set_clip_box', 'set_transform',
+             'set_snap', 'set_sketch_params', 'set_figure',
+             'set_animated', 'set_picker'))
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 

From 33e57b590ee109623baca52abaeb5195c6d5382f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 11:58:01 +1000
Subject: [PATCH 031/681] Remove unused import

---
 src/igraph/drawing/__init__.py         | 6 +-----
 src/igraph/drawing/matplotlib/graph.py | 1 -
 2 files changed, 1 insertion(+), 6 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index ec1a8168f..5ae708ccc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -41,10 +41,7 @@
 from igraph.drawing.cairo.matrix import CairoMatrixDrawer
 from igraph.drawing.cairo.histogram import CairoHistogramDrawer
 from igraph.drawing.cairo.palette import CairoPaletteDrawer
-from igraph.drawing.matplotlib.graph import (
-    MatplotlibGraphDrawer,
-    GraphArtist,
-)
+from igraph.drawing.matplotlib.graph import MatplotlibGraphDrawer
 from igraph.drawing.matplotlib.matrix import MatplotlibMatrixDrawer
 from igraph.drawing.matplotlib.histogram import MatplotlibHistogramDrawer
 from igraph.drawing.matplotlib.palette import MatplotlibPaletteDrawer
@@ -57,7 +54,6 @@
     "BoundingBox",
     "CairoGraphDrawer",
     "MatplotlibGraphDrawer",
-    "GraphArtist",
     "DefaultGraphDrawer",
     "Plot",
     "Point",
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6fdef7f03..113dac3b5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -27,7 +27,6 @@
 
 __all__ = (
     "MatplotlibGraphDrawer",
-    "GraphArtist",
 )
 
 mpl, plt = find_matplotlib()

From 794410eb6f944d503dfb34a764c547cc355a5ef4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 19:32:03 +1000
Subject: [PATCH 032/681] Injected axes into builders should be used for
 transData

---
 src/igraph/drawing/matplotlib/edge.py  |  8 +++++
 src/igraph/drawing/matplotlib/graph.py | 41 ++++++++++++++++++--------
 src/igraph/drawing/shapes.py           | 39 ++++++++++++++++++++----
 3 files changed, 71 insertions(+), 17 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 607f98de9..3919f370d 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -171,6 +171,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            transform=ax.transData,
+            clip_on=True,
         )
 
         # Draw the arrow head
@@ -183,6 +185,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             closed=True,
             facecolor=edge.color,
             edgecolor="none",
+            transform=ax.transData,
+            clip_on=True,
         )
         return [arrowshaft, arrowhead]
 
@@ -209,6 +213,8 @@ def draw_loop_edge(self, edge, vertex):
             linewidth=edge.width,
             facecolor="none",
             edgecolor=edge.color,
+            transform=ax.transData,
+            clip_on=True,
         )
         # FIXME: make a PathCollection??
         return [art]
@@ -254,6 +260,8 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            transform=ax.transData,
+            clip_on=True,
         )
         # FIXME: make a PathCollection??
         return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 113dac3b5..7146ba8a5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -25,9 +25,7 @@
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
-__all__ = (
-    "MatplotlibGraphDrawer",
-)
+__all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
 
@@ -37,6 +35,7 @@
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""
+
     @wraps(func)
     def inner(self, *args, **kwargs):
         try:
@@ -64,15 +63,24 @@ def method(self, *args, **kwargs):
     for f in forwards:
         method = make_forward(f)
         method.__name__ = f
-        method.__doc__ = 'broadcasts {} to children'.format(f)
+        method.__doc__ = "broadcasts {} to children".format(f)
         setattr(cls, f, method)
 
     return cls
 
 
-@_forwarder(('set_clip_path', 'set_clip_box', 'set_transform',
-             'set_snap', 'set_sketch_params', 'set_figure',
-             'set_animated', 'set_picker'))
+@_forwarder(
+    (
+        "set_clip_path",
+        "set_clip_box",
+        "set_transform",
+        "set_snap",
+        "set_sketch_params",
+        "set_figure",
+        "set_animated",
+        "set_picker",
+    )
+)
 class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
@@ -170,9 +178,21 @@ def get_edge_labels(self):
     def get_datalim(self):
         import numpy as np
 
+        vertex_builder = self.vertex_builder
+
         mins = np.min(self.layout, axis=0)
         maxs = np.max(self.layout, axis=0)
 
+        # Pad by vertex size, to ensure they fit
+        if vertex_builder.size is not None:
+            mins -= vertex_builder.size * 1.1
+            maxs += vertex_builder.size * 1.1
+        else:
+            mins[0] -= vertex_builder.width * 0.55
+            mins[1] -= vertex_builder.height * 0.55
+            maxs[0] += vertex_builder.width * 0.55
+            maxs[1] += vertex_builder.height * 0.55
+
         return (mins, maxs)
 
     def _draw_vertex_labels(self):
@@ -424,7 +444,7 @@ def _reprocess(self):
         Children are not drawn here, but the dictionaries of properties are
         marshalled to their specific artists.
         """
-        # nuke old state and mark as stale
+        # clear state and mark as stale
         self._clear_state()
         self.stale = True
 
@@ -477,10 +497,7 @@ def draw(self, renderer, *args, **kwds):
         if not self.get_visible():
             return
 
-        if not self.get_children():
-            self._reprocess()
-
-        elif self.stale:
+        if (not self.get_children()) or self.stale:
             self._reprocess()
 
         for art in self.get_children():
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index d4ca9fc49..69d39bb4d 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,12 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (center_x - width / 2, center_y - height / 2), width, height, **kwargs
+                (center_x - width / 2, center_y - height / 2),
+                width,
+                height,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
             )
         else:
             ctx.rectangle(center_x - width / 2, center_y - height / 2, width, height)
@@ -163,7 +168,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
 
         @see: ShapeDrawer.draw_path"""
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
-            return mpl.patches.Circle((center_x, center_y), width / 2, **kwargs)
+            return mpl.patches.Circle(
+                (center_x, center_y),
+                width / 2,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.arc(center_x, center_y, width / 2, 0, 2 * pi)
 
@@ -197,7 +208,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y - 0.333 * height],
                 [center_x, center_x + 0.667 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.move_to(center_x - width / 2, center_y + height / 2)
             ctx.line_to(center_x, center_y - height / 2)
@@ -234,7 +251,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y + 0.333 * height],
                 [center_x, center_y - 0.667 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
 
         else:
             ctx.move_to(center_x - width / 2, center_y - height / 2)
@@ -273,7 +296,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
                 [center_x + 0.5 * width, center_y],
                 [center_x, center_y + 0.5 * height],
             ]
-            return mpl.patches.Polygon(vertices, closed=True, **kwargs)
+            return mpl.patches.Polygon(
+                vertices,
+                closed=True,
+                transform=ctx.transData,
+                clip_on=True,
+                **kwargs,
+            )
         else:
             ctx.move_to(center_x - width / 2, center_y)
             ctx.line_to(center_x, center_y + height / 2)

From 6e24ea651a6c293ee42f5d0b16669a53574b9e7b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 20:52:24 +1000
Subject: [PATCH 033/681] Working except for zorder

---
 src/igraph/drawing/matplotlib/edge.py  | 5 +++++
 src/igraph/drawing/matplotlib/graph.py | 6 +++---
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 3919f370d..04dabf22e 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -51,6 +51,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             width = 2.0
             background = None
             align_label = False
+            zorder = 1
 
         return VisualEdgeBuilder
 
@@ -171,6 +172,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -185,6 +187,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             closed=True,
             facecolor=edge.color,
             edgecolor="none",
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -213,6 +216,7 @@ def draw_loop_edge(self, edge, vertex):
             linewidth=edge.width,
             facecolor="none",
             edgecolor=edge.color,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
@@ -260,6 +264,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             edgecolor=edge.color,
             facecolor="none",
             linewidth=edge.width,
+            zorder=edge.zorder,
             transform=ax.transData,
             clip_on=True,
         )
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 7146ba8a5..49fd0d9d0 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -237,14 +237,14 @@ def _draw_edge_labels(self):
         vertex_builder = self.vertex_builder
         edge_builder = self.edge_builder
         edge_drawer = self.edge_drawer
-        edge_order = self.edge_order
+        edge_order = self.edge_order or range(self.graph.ecount())
 
         labels = kwds.get("edge_label", None)
         if labels is None:
             return
 
         edge_label_iter = (
-            (labels[i], edge_builder[i], graph.es[i]) for i in range(edge_order)
+            (labels[i], edge_builder[i], graph.es[i]) for i in edge_order
         )
         for label, visual_edge, edge in edge_label_iter:
             # Ask the edge drawer to propose an anchor point for the label
@@ -469,8 +469,8 @@ def _reprocess(self):
         self.edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
-        self._draw_vertices()
         self._draw_edges()
+        self._draw_vertices()
         self._draw_vertex_labels()
         self._draw_edge_labels()
 

From 9121dbb10b8491927b5d48af20c6df216350d701 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 20:57:57 +1000
Subject: [PATCH 034/681] Manual management of zorder

---
 src/igraph/drawing/matplotlib/graph.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 49fd0d9d0..66e1ab30f 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -125,14 +125,17 @@ def _clear_state(self):
     def get_children(self):
         artists = sum(
             [
-                self._vertex_artists,
+                self._group_artists,
                 self._edge_artists,
-                self._vertex_labels,
+                self._vertex_artists,
                 self._edge_labels,
-                self._group_artists,
+                self._vertex_labels,
             ],
             [],
         )
+
+        # NOTE: looks like we have to manage the zorder ourselves
+        artists.sort(key=lambda x: x.zorder)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):

From 8e63abd9ccacca5c095b2f8136b73615140f5457 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 21:33:56 +1000
Subject: [PATCH 035/681] zorder in the draw function makes children more
 consistent

---
 src/igraph/drawing/matplotlib/graph.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 66e1ab30f..ad8098102 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -134,8 +134,6 @@ def get_children(self):
             [],
         )
 
-        # NOTE: looks like we have to manage the zorder ourselves
-        artists.sort(key=lambda x: x.zorder)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -503,7 +501,8 @@ def draw(self, renderer, *args, **kwds):
         if (not self.get_children()) or self.stale:
             self._reprocess()
 
-        for art in self.get_children():
+        # NOTE: looks like we have to manage the zorder ourselves
+        for art in sorted(self.get_children(), key=lambda x: x.zorder):
             art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):

From 9bb39625895355c9de42141c02d09989a3cee4ca Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 21:54:24 +1000
Subject: [PATCH 036/681] Return artist in group hull and speed up sorting for
 zorder

---
 src/igraph/drawing/matplotlib/graph.py   | 7 +++++--
 src/igraph/drawing/matplotlib/polygon.py | 6 ++++--
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ad8098102..6bcd474ba 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -367,12 +367,13 @@ def _draw_groups(self):
             # FIXME: defer this to the draw operation!
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
             drawer = MatplotlibPolygonDrawer(self.axes)
-            drawer.draw(
+            art = drawer.draw(
                 polygon,
                 corner_radius=corner_radius,
                 facecolor=facecolor,
                 edgecolor=color,
             )
+            self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -502,7 +503,9 @@ def draw(self, renderer, *args, **kwds):
             self._reprocess()
 
         # NOTE: looks like we have to manage the zorder ourselves
-        for art in sorted(self.get_children(), key=lambda x: x.zorder):
+        children = list(self.get_children())
+        children.sort(key=lambda x: x.zorder)
+        for art in children:
             art.draw(renderer, *args, **kwds)
 
     def contains(self, mouseevent):
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 9cbbf6546..0e10fa4c3 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -80,8 +80,10 @@ def draw(self, points, corner_radius=0, **kwds):
             codes.extend([mpl.path.Path.CURVE4] * 3)
             u = v
 
-        stroke = mpl.patches.PathPatch(
+        art = mpl.patches.PathPatch(
             mpl.path.Path(path, codes=codes, closed=True),
+            transform=ax.transData,
+            clip_on=True,
             **kwds,
         )
-        ax.add_patch(stroke)
+        return art

From 59e2ce514722345ab3a153e8e9b94ef2f9a4a2fd Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:07:24 +1000
Subject: [PATCH 037/681] Update a few test baseline images, which were
 manually verified

---
 .../test_graph/clustering_directed.png        | Bin 36425 -> 23399 bytes
 .../test_graph/graph_basic.png                | Bin 24565 -> 22749 bytes
 .../test_graph/graph_directed.png             | Bin 25533 -> 23715 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 25533 -> 23715 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 ++-
 5 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index bd2235aa56e1f2decda6b0d4907ddc8817eaed1f..4d3486fe3173ae2f0814632c30485c2efd94a6b2 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 0cec58830..594b7489e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -78,7 +78,8 @@ def test_mark_groups_squares(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o",
              layout=self.layout_small_ring)
-        dot = ax.get_children()[0]
+        graph_artist = ax.get_children()[0]
+        dot = graph_artist.get_vertices()[0]
         dot.set_facecolor("blue")
         dot.radius *= 0.5
 

From 74cdbf8096e436b8f0e67efaf76099b5aa33515a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:10:05 +1000
Subject: [PATCH 038/681] Remove PathCollection TODOs

---
 src/igraph/drawing/matplotlib/edge.py  | 4 +---
 src/igraph/drawing/matplotlib/graph.py | 1 -
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 04dabf22e..929555ecf 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -56,7 +56,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
         return VisualEdgeBuilder
 
     def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:  # TODO
+        if src_vertex == dest_vertex:
             return self.draw_loop_edge(edge, src_vertex)
 
         ax = self.context
@@ -220,7 +220,6 @@ def draw_loop_edge(self, edge, vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        # FIXME: make a PathCollection??
         return [art]
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
@@ -268,5 +267,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        # FIXME: make a PathCollection??
         return [art]
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 6bcd474ba..5ee0ebbf8 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -364,7 +364,6 @@ def _draw_groups(self):
                 ]
 
             # Draw the hull
-            # FIXME: defer this to the draw operation!
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
             drawer = MatplotlibPolygonDrawer(self.axes)
             art = drawer.draw(

From 4c10be2063d3b5ddc8865e2c25a03a50a78e8e99 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 22:16:07 +1000
Subject: [PATCH 039/681] Check contains

---
 src/igraph/drawing/matplotlib/graph.py | 19 ++++++++++++-------
 1 file changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5ee0ebbf8..5bfda2636 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -509,17 +509,22 @@ def draw(self, renderer, *args, **kwds):
 
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
-        props = {}
-        edge_hit, edge_props = self._edge_artist.contains(mouseevent)
-        vertex_hit, vertex_props = self._vertex_artist.contains(mouseevent)
-        props["vertices"] = [self._node_indx[j] for j in vertex_props.get("ind", [])]
-        props["edges"] = [self._edge_indx[j] for j in edge_props.get("ind", [])]
+        props = {"vertices": [], "edges": []}
+        hit = False
+        for i, art in enumerate(self._edge_artists):
+            edge_hit = art.contains(mouseevent)[0]
+            hit |= edge_hit
+            props["edges"].append(i)
 
-        return edge_hit | vertex_hit, props
+        for i, art in enumerate(self._vertex_artists):
+            vertex_hit = art.contains(mouseevent)[0]
+            hit |= vertex_hit
+            props["vertices"].append(i)
+
+        return hit, props
 
     def pick(self, mouseevent):
         """Track 'pick' event for mouse interactions."""
-        # Pick self
         if self.pickable():
             picker = self.get_picker()
             if callable(picker):

From 05c7437cdeb90c81f2f975588c2e47380b0df034 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 5 Apr 2023 23:27:33 +1000
Subject: [PATCH 040/681] Revert test image

---
 .../test_graph/clustering_directed.png        | Bin 23399 -> 36425 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 4d3486fe3173ae2f0814632c30485c2efd94a6b2..bd2235aa56e1f2decda6b0d4907ddc8817eaed1f 100644
GIT binary patch
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D<#A&W


From 9f660d44392ba59478635363f1a4b9f462bbacc2 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 06:43:20 +1000
Subject: [PATCH 041/681] mark_groups now works, update baseline test images

---
 src/igraph/drawing/matplotlib/graph.py        |  29 +++++++++++++-----
 src/igraph/drawing/matplotlib/polygon.py      |   1 +
 .../test_graph/clustering_directed.png        | Bin 36425 -> 34606 bytes
 .../test_graph/clustering_directed_large.png  | Bin 60676 -> 60151 bytes
 4 files changed, 23 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5bfda2636..d6942d8ea 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -133,7 +133,6 @@ def get_children(self):
             ],
             [],
         )
-
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -162,21 +161,35 @@ def _set_edge_curve(self, **kwds):
         return None
 
     def get_vertices(self):
+        """Get vertex artists."""
         return self._vertex_artists
 
     def get_edges(self):
+        """Get edge artists.
+
+        Note that for directed edges, an edge might have more than one
+        artist, e.g. arrow shaft and arrowhead.
+        """
         return self._edge_artists
 
     def get_groups(self):
+        """Get group/cluster/cover artists."""
         return self._group_artists
 
     def get_vertex_labels(self):
+        """Get vertex label artists."""
         return self._vertex_labels
 
     def get_edge_labels(self):
+        """Get edge label artists."""
         return self._edge_labels
 
     def get_datalim(self):
+        """Get limits on x/y axes based on the graph layout data.
+
+        There is a small padding based on the size of the vertex marker to
+        ensure it fits into the canvas.
+        """
         import numpy as np
 
         vertex_builder = self.vertex_builder
@@ -228,6 +241,7 @@ def _draw_vertex_labels(self):
                 va="center",
                 transform=self.axes.transData,
                 clip_on=True,
+                zorder=3,
                 # TODO: overlap, offset, etc.
             )
             self._vertex_labels.append(art)
@@ -286,6 +300,7 @@ def _draw_edge_labels(self):
                 color=visual_edge.label_color,
                 transform=self.axes.transData,
                 clip_on=True,
+                zorder=3,
                 **text_kwds,
                 # TODO: offset, etc.
             )
@@ -299,14 +314,14 @@ def _draw_groups(self):
         kwds = self.kwds
         palette = self.palette
         layout = self.layout
+        mark_groups = self.mark_groups
         vertex_builder = self.vertex_builder
 
-        if not kwds.get("mark_groups", False):
+        if not mark_groups:
             return
 
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
-        mark_groups = kwds["mark_groups"]
         if isinstance(mark_groups, dict):
             # Dictionary mapping vertex indices or tuples of vertex
             # indices to colors
@@ -315,6 +330,10 @@ def _draw_groups(self):
             # Vertex clustering
             group_iter = ((group, color) for color, group in enumerate(mark_groups))
         elif hasattr(mark_groups, "__iter__"):
+            # One-off generators: we need to store the actual list for future
+            # calls (e.g. resizing, recoloring, etc.). If we don't do this,
+            # the generator is exhausted: we cannot rewind it.
+            self.mark_groups = mark_groups = list(mark_groups)
             # Lists, tuples, iterators etc
             group_iter = iter(mark_groups)
         else:
@@ -571,10 +590,6 @@ def __init__(
         self.edge_drawer_factory = edge_drawer_factory
 
     def draw(self, graph, *args, **kwds):
-        # Deferred import to avoid a cycle in the import graph
-        from igraph.clustering import VertexClustering, VertexCover
-
-        # Positional arguments are not used
         if args:
             warn(
                 "Positional arguments to plot functions are ignored "
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 0e10fa4c3..8e429a9b8 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -84,6 +84,7 @@ def draw(self, points, corner_radius=0, **kwds):
             mpl.path.Path(path, codes=codes, closed=True),
             transform=ax.transData,
             clip_on=True,
+            zorder=4,
             **kwds,
         )
         return art
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index bd2235aa56e1f2decda6b0d4907ddc8817eaed1f..8a8179e05c9997cca1a174bfa5702e803efa1167 100644
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From 8a7f368db90a1b70114e9bc106913fb1d018eaee Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 13:13:01 +1000
Subject: [PATCH 042/681] Vertex label offset

---
 src/igraph/drawing/matplotlib/graph.py | 32 ++++++++++++++++++++------
 1 file changed, 25 insertions(+), 7 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index d6942d8ea..bb7e24247 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -210,6 +210,8 @@ def get_datalim(self):
         return (mins, maxs)
 
     def _draw_vertex_labels(self):
+        import numpy as np
+
         kwds = self.kwds
         layout = self.layout
         vertex_builder = self.vertex_builder
@@ -233,16 +235,34 @@ def _draw_vertex_labels(self):
                 vertex.label_size,
             )
 
-            art = mpl.text.Text(
-                *coords,
+            # Locate text relative to vertex in data units. This is consistent
+            # with the vertex size being in data units, but might be not fully
+            # satisfactory when zooming in/out. In that case, revisit this
+            # section
+            dist = vertex.label_dist
+            angle = vertex.label_angle
+            if vertex.size is not None:
+                vertex_width = vertex.size
+                vertex_height = vertex.size
+            else:
+                vertex_width = vertex.width
+                vertex_height = vertex.height
+            xtext = coords[0] + dist * vertex_width * np.cos(angle)
+            ytext = coords[1] + dist * vertex_height * np.sin(angle)
+            xytext = (xtext, ytext)
+            textcoords = 'data'
+
+            art = mpl.text.Annotation(
                 vertex.label,
+                coords,
+                xytext=xytext,
+                textcoords=textcoords,
                 fontsize=label_size,
                 ha="center",
                 va="center",
                 transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
-                # TODO: overlap, offset, etc.
             )
             self._vertex_labels.append(art)
 
@@ -292,17 +312,15 @@ def _draw_edge_labels(self):
                 )
                 text_kwds["rotation"] = rotation
 
-            art = mpl.text.Text(
-                x,
-                y,
+            art = mpl.text.Annotation(
                 label,
+                (x, y),
                 fontsize=visual_edge.label_size,
                 color=visual_edge.label_color,
                 transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
                 **text_kwds,
-                # TODO: offset, etc.
             )
             self._vertex_labels.append(art)
 

From a57011db4ebe2f7b71d8c408a737e51701d573d8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:43:27 +1000
Subject: [PATCH 043/681] Correct logic in draw

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../test_graph/graph_edit_children.png        | Bin 24177 -> 22431 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index bb7e24247..5b2ed04bd 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -535,7 +535,7 @@ def draw(self, renderer, *args, **kwds):
         if not self.get_visible():
             return
 
-        if (not self.get_children()) or self.stale:
+        if not self.get_children():
             self._reprocess()
 
         # NOTE: looks like we have to manage the zorder ourselves
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png
index 33fa772b2dfe4aa8da5819da407060178cb44a0f..14a9122d80c3d75900e9c77d4a09d04e540763f2 100644
GIT binary patch
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From c8ef8175a62311a255b38cba1cef40b5fdffcab7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:48:54 +1000
Subject: [PATCH 044/681] Try new conditional import for matplotlib

---
 src/igraph/drawing/matplotlib/graph.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 5b2ed04bd..0524d052b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -28,6 +28,10 @@
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
+if mpl is not None:
+    Artist = mpl.artist.Artist
+else:
+    Artist = object
 
 #####################################################################
 
@@ -81,7 +85,7 @@ def method(self, *args, **kwargs):
         "set_picker",
     )
 )
-class GraphArtist(mpl.artist.Artist, AbstractGraphDrawer):
+class Graph(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
     Arguments:
@@ -250,7 +254,7 @@ def _draw_vertex_labels(self):
             xtext = coords[0] + dist * vertex_width * np.cos(angle)
             ytext = coords[1] + dist * vertex_height * np.sin(angle)
             xytext = (xtext, ytext)
-            textcoords = 'data'
+            textcoords = "data"
 
             art = mpl.text.Annotation(
                 vertex.label,
@@ -619,7 +623,7 @@ def draw(self, graph, *args, **kwds):
         ax = self.ax
 
         # Create artist
-        art = GraphArtist(
+        art = Graph(
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,

From 5659847341eede1383c27714578cae244b00858b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 14:55:08 +1000
Subject: [PATCH 045/681] Try again with mpl imports

---
 src/igraph/drawing/matplotlib/graph.py |  4 ++--
 tests/drawing/matplotlib/test_graph.py | 18 +++++++++++-------
 2 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 0524d052b..1d5854f2e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -28,9 +28,9 @@
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
-if mpl is not None:
+try:
     Artist = mpl.artist.Artist
-else:
+except AttributeError:
     Artist = object
 
 #####################################################################
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 594b7489e..bbc7554d2 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -15,6 +15,7 @@
 
 try:
     import matplotlib as mpl
+
     mpl.use("agg")
     import matplotlib.pyplot as plt
 except ImportError:
@@ -68,16 +69,20 @@ def test_mark_groups_squares(self):
         plt.close("all")
         g = Graph.Ring(5, directed=True)
         fig, ax = plt.subplots()
-        plot(g, target=ax, mark_groups=True, vertex_shape="s",
-             layout=self.layout_small_ring)
+        plot(
+            g,
+            target=ax,
+            mark_groups=True,
+            vertex_shape="s",
+            layout=self.layout_small_ring,
+        )
 
     @image_comparison(baseline_images=["graph_edit_children"], remove_text=True)
     def test_mark_groups_squares(self):
         plt.close("all")
         g = Graph.Ring(5)
         fig, ax = plt.subplots()
-        plot(g, target=ax, vertex_shape="o",
-             layout=self.layout_small_ring)
+        plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
         dot = graph_artist.get_vertices()[0]
         dot.set_facecolor("blue")
@@ -87,7 +92,7 @@ def test_mark_groups_squares(self):
     def test_gh_587(self):
         plt.close("all")
         g = Graph.Ring(5)
-        with overridden_configuration('plotting.backend', 'matplotlib'):
+        with overridden_configuration("plotting.backend", "matplotlib"):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
 
 
@@ -169,8 +174,7 @@ def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)
         clu = VertexClustering(g, [0] * 5)
         fig, ax = plt.subplots()
-        plot(clu, target=ax, mark_groups=True,
-             layout=self.layout_small_ring)
+        plot(clu, target=ax, mark_groups=True, layout=self.layout_small_ring)
 
     @image_comparison(baseline_images=["clustering_directed_large"], remove_text=True)
     def test_clustering_directed_large(self):

From 495ce27a930c7939f9c8d7afe4fd1b21f2629548 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 6 Apr 2023 15:01:04 +1000
Subject: [PATCH 046/681] New try for import of Artist

---
 src/igraph/drawing/matplotlib/graph.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 1d5854f2e..f60c354c2 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -18,7 +18,7 @@
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
-from igraph.drawing.utils import Point
+from igraph.drawing.utils import Point, FakeModule
 
 from .edge import MatplotlibEdgeDrawer
 from .polygon import MatplotlibPolygonDrawer
@@ -31,7 +31,7 @@
 try:
     Artist = mpl.artist.Artist
 except AttributeError:
-    Artist = object
+    Artist = FakeModule
 
 #####################################################################
 

From 3f6bdbbea4af46e9dbdadb30c0e7877008adc738 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 6 Apr 2023 23:43:24 +0200
Subject: [PATCH 047/681] fix: allow NumPy integers as colors when plotting,
 closes #656

---
 src/igraph/drawing/colors.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 67d226d97..4c977e04b 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -84,14 +84,14 @@ def get(self, v):
             return self._cache[v]
         except KeyError:
             pass
-        if isinstance(v, int):
+        if isinstance(v, str):
+            result = color_name_to_rgba(v)
+        else:
             if v < 0:
                 raise IndexError("color index must be non-negative")
             if v >= self._length:
                 raise IndexError("color index too large")
             result = self._get(v)
-        else:
-            result = color_name_to_rgba(v)
         self._cache[v] = result
         return result
 
@@ -466,7 +466,7 @@ def color_name_to_rgba(color, palette=None):
             try:
                 components = palette.get(color)
             except AttributeError:
-                raise ValueError("palette index used when no palette was given")
+                raise ValueError("palette index used when no palette was given") from None
         if len(components) < 4:
             components += [1.0] * (4 - len(components))
     else:

From db979528eb1634252b1b89bdcca33907acee64fa Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 7 Apr 2023 19:26:47 +1000
Subject: [PATCH 048/681] matplotlib artist: Graph.set

---
 src/igraph/drawing/matplotlib/graph.py | 79 ++++++++++++++++++--------
 1 file changed, 55 insertions(+), 24 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f60c354c2..bc0607907 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -36,6 +36,14 @@
 #####################################################################
 
 
+class _Unset:
+    def __repr__(self):
+        return "<UNSET>"
+
+
+_UNSET = _Unset()
+
+
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""
@@ -101,26 +109,31 @@ def __init__(
         graph,
         vertex_drawer_factory=MatplotlibVertexDrawer,
         edge_drawer_factory=MatplotlibEdgeDrawer,
+        mark_groups=None,
         layout=None,
-        mark_groups=False,
         palette=None,
         **kwds,
     ):
         super().__init__()
         self.graph = graph
-        self.layout = self.ensure_layout(layout, graph)
         self.vertex_drawer_factory = vertex_drawer_factory
         self.edge_drawer_factory = edge_drawer_factory
-        self.mark_groups = mark_groups
-        self.edge_curved = self._set_edge_curve(**kwds)
-        self.palette = palette
         self.kwds = kwds
+        self.kwds["mark_groups"] = mark_groups
+        self.kwds["palette"] = palette
+        self.kwds["layout"] = layout
 
+        self._kwds_post_update()
+
+    def _kwds_post_update(self):
+        self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
+        self.edge_curved = self._set_edge_curve(**self.kwds)
         self._clear_state()
+        self.stale = True
 
     def _clear_state(self):
-        self._vertex_artists = []
-        self._edge_artists = []
+        self._vertices = []
+        self._edges = []
         self._vertex_labels = []
         self._edge_labels = []
         self._group_artists = []
@@ -130,8 +143,8 @@ def get_children(self):
         artists = sum(
             [
                 self._group_artists,
-                self._edge_artists,
-                self._vertex_artists,
+                self._edges,
+                self._vertices,
                 self._edge_labels,
                 self._vertex_labels,
             ],
@@ -166,7 +179,7 @@ def _set_edge_curve(self, **kwds):
 
     def get_vertices(self):
         """Get vertex artists."""
-        return self._vertex_artists
+        return self._vertices
 
     def get_edges(self):
         """Get edge artists.
@@ -174,7 +187,7 @@ def get_edges(self):
         Note that for directed edges, an edge might have more than one
         artist, e.g. arrow shaft and arrowhead.
         """
-        return self._edge_artists
+        return self._edges
 
     def get_groups(self):
         """Get group/cluster/cover artists."""
@@ -197,9 +210,10 @@ def get_datalim(self):
         import numpy as np
 
         vertex_builder = self.vertex_builder
+        layout = self.kwds["layout"]
 
-        mins = np.min(self.layout, axis=0)
-        maxs = np.max(self.layout, axis=0)
+        mins = np.min(layout, axis=0)
+        maxs = np.max(layout, axis=0)
 
         # Pad by vertex size, to ensure they fit
         if vertex_builder.size is not None:
@@ -217,7 +231,7 @@ def _draw_vertex_labels(self):
         import numpy as np
 
         kwds = self.kwds
-        layout = self.layout
+        layout = self.kwds["layout"]
         vertex_builder = self.vertex_builder
         vertex_order = self.vertex_order
 
@@ -334,9 +348,9 @@ def _draw_groups(self):
         from igraph.clustering import VertexClustering, VertexCover
 
         kwds = self.kwds
-        palette = self.palette
-        layout = self.layout
-        mark_groups = self.mark_groups
+        palette = self.kwds["palette"]
+        layout = self.kwds["layout"]
+        mark_groups = self.kwds["mark_groups"]
         vertex_builder = self.vertex_builder
 
         if not mark_groups:
@@ -433,7 +447,7 @@ def _draw_groups(self):
     def _draw_vertices(self):
         """Draw the vertices"""
         graph = self.graph
-        layout = self.layout
+        layout = self.kwds["layout"]
         vertex_drawer = self.vertex_drawer
         vertex_builder = self.vertex_builder
         vertex_order = self.vertex_order
@@ -449,7 +463,7 @@ def _draw_vertices(self):
             )
         for vertex, visual_vertex, coords in vertex_coord_iter:
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
-            self._vertex_artists.append(art)
+            self._vertices.append(art)
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -478,7 +492,7 @@ def _draw_edges(self):
             src, dest = edge.tuple
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             arts = drawer_method(visual_edge, src_vertex, dest_vertex)
-            self._edge_artists.extend(arts)
+            self._edges.extend(arts)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
@@ -487,13 +501,15 @@ def _reprocess(self):
         marshalled to their specific artists.
         """
         # clear state and mark as stale
+        # since all children artists are part of the state, clearing it
+        # will trigger a deletion by the backend at the next draw cycle
         self._clear_state()
         self.stale = True
 
         # get local refs to everything (just for less typing)
         graph = self.graph
-        palette = self.palette
-        layout = self.layout
+        palette = self.kwds["palette"]
+        layout = self.kwds["layout"]
         kwds = self.kwds
 
         # Construct the vertex, edge and label drawers
@@ -548,16 +564,31 @@ def draw(self, renderer, *args, **kwds):
         for art in children:
             art.draw(renderer, *args, **kwds)
 
+    def set(
+        self,
+        **kwds,
+    ):
+        """Set multiple parameters at once.
+
+        The same options can be used as in the igraph.plot function.
+        """
+        if len(kwds) == 0:
+            return
+
+        self.kwds.update(kwds)
+        # NOTE: this also clears the state and sets the stale property
+        self._kwds_post_update()
+
     def contains(self, mouseevent):
         """Track 'contains' event for mouse interactions."""
         props = {"vertices": [], "edges": []}
         hit = False
-        for i, art in enumerate(self._edge_artists):
+        for i, art in enumerate(self._edges):
             edge_hit = art.contains(mouseevent)[0]
             hit |= edge_hit
             props["edges"].append(i)
 
-        for i, art in enumerate(self._vertex_artists):
+        for i, art in enumerate(self._vertices):
             vertex_hit = art.contains(mouseevent)[0]
             hit |= vertex_hit
             props["vertices"].append(i)

From c261f28b0eccb93238177326f70f67dc734f877d Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 8 Apr 2023 14:06:20 +1000
Subject: [PATCH 049/681] Add specific set methods via decorator

---
 src/igraph/drawing/__init__.py         |  5 ++-
 src/igraph/drawing/graph.py            |  2 +-
 src/igraph/drawing/matplotlib/graph.py | 49 +++++++++++++++++++++++++-
 3 files changed, 53 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 5ae708ccc..06bcda90a 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -264,13 +264,16 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
             warn("%s does not support plotting" % (obj,))
             return
         else:
-            plotter(
+            result = plotter(
                 backend,
                 target,
                 palette=palette,
                 *args,
                 **kwds,
             )
+            # NOTE: for matplotlib, result is the container Artist. It would be
+            # good to return this instead of target, like we do for Cairo.
+            # However, that breaks API so let's wait for a major release
 
             if save_path is not None:
                 if backend == "matplotlib":
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ce56fe7ad..aa38d0571 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -555,4 +555,4 @@ def __plot__(self, backend, context, *args, **kwds):
         "drawer_factory",
         DrawerDirectory.resolve(self, backend)(context),
     )
-    drawer.draw(self, *args, **kwds)
+    return drawer.draw(self, *args, **kwds)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index bc0607907..ff2c06afa 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -81,6 +81,52 @@ def method(self, *args, **kwargs):
     return cls
 
 
+def _additional_set_methods(attributes, cls=None):
+    """Decorator to add specific set methods for children properties."""
+    if cls is None:
+        return partial(_additional_set_methods, attributes)
+
+    def make_setter(name):
+        def method(self, value):
+            self.set(**{name: value})
+        return method
+
+    for attr in attributes:
+        desc = attr.replace('_', ' ')
+        method = make_setter(attr)
+        method.__name__ = f"set_{attr}"
+        method.__doc__ = f"Set {desc}."
+        setattr(cls, f"set_{attr}", method)
+
+    return cls
+
+
+@_additional_set_methods(
+    (
+        "vertex_color",
+        "vertex_size",
+        "vertex_font",
+        "vertex_label",
+        "vertex_label_angle",
+        "vertex_label_color",
+        "vertex_label_dist",
+        "vertex_label_size",
+        "vertex_order",
+        "vertex_shape",
+        "vertex_size",
+        "edge_color",
+        "edge_curved",
+        "edge_font",
+        "edge_arrow_size",
+        "edge_arrow_width",
+        "edge_width",
+        "edge_label",
+        "edge_background",
+        "edge_align_label",
+        "autocurve",
+        "layout",
+    )
+)
 @_forwarder(
     (
         "set_clip_path",
@@ -576,7 +622,6 @@ def set(
             return
 
         self.kwds.update(kwds)
-        # NOTE: this also clears the state and sets the stale property
         self._kwds_post_update()
 
     def contains(self, mouseevent):
@@ -693,3 +738,5 @@ def draw(self, graph, *args, **kwds):
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()
+
+        return art

From cfdbe4af569c82906db06b53e791db2c96471f77 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 8 Apr 2023 14:25:05 +1000
Subject: [PATCH 050/681] Add docs on new feature in example from gallery

---
 doc/examples_sphinx-gallery/visual_style.py | 22 +++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 8273edfd6..9d33968a1 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -47,3 +47,25 @@
 #    default, you can use igraph's `configuration instance
 #    :class:`igraph.configuration.Configuration`. A quick example on how to use
 #    it can be found here: :ref:`tutorials-configuration`.
+
+# %%
+# In the matplotlib backend, igraph creates a special container
+# :class:`igraph.drawing.matplotlib.graph.Graph` which is a matplotlib Artist
+# and the first child of the target Axes. That object can be used to customize
+# the plot appearance after the initial drawing, e.g.:
+g = ig.Graph.Barabasi(n=30, m=1)
+fig, ax = plt.subplots()
+ig.plot(g, target=ax)
+artist = ax.get_children()[0]
+# Option 1:
+artist.set(vertex_color="blue")
+# Option 2:
+artist.set_vertex_color("blue")
+plt.show()
+
+# %%
+# .. note::
+#    The ``artist.set`` method can be used to change multiple properties at
+#    once and is generally more efficient than multiple calls to specific
+#    ``artist.set_...` methods.
+

From c665543e2983fbeabf855ced7e370290a8b50866 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Apr 2023 11:33:35 +0200
Subject: [PATCH 051/681] feat: added Graph.Triangular_Lattice() and
 Graph.Hexagonal_Lattice(), closes #658

---
 src/_igraph/graphobject.c | 110 ++++++++++++++++++++++++++++++++++++--
 tests/test_generators.py  |  35 ++++++++++++
 2 files changed, 141 insertions(+), 4 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8986018e1..dcbb0bd87 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2583,6 +2583,47 @@ PyObject *igraphmodule_Graph_Growing_Random(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a regular hexagonal lattice
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hexagonal_lattice
+ */
+PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
+                                     PyObject * args, PyObject * kwds)
+{
+  igraph_vector_int_t dimvector;
+  igraph_bool_t directed;
+  igraph_bool_t mutual;
+  PyObject *o_directed = Py_False, *o_mutual = Py_True;
+  PyObject *o_dimvector = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "dim", "directed", "mutual", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &o_dimvector, &o_directed, &o_mutual))
+    return NULL;
+
+  directed = PyObject_IsTrue(o_directed);
+  mutual = PyObject_IsTrue(o_mutual);
+
+  if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
+    return NULL;
+
+  if (igraph_hexagonal_lattice(&g, &dimvector, directed, mutual)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&dimvector);
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&dimvector);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from an incidence matrix
  * \return a reference to the newly generated Python igraph object
@@ -2730,9 +2771,9 @@ PyObject *igraphmodule_Graph_K_Regular(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a regular lattice
+ * \brief Generates a regular square lattice
  * \return a reference to the newly generated Python igraph object
- * \sa igraph_lattice
+ * \sa igraph_square_lattice
  */
 PyObject *igraphmodule_Graph_Lattice(PyTypeObject * type,
                                      PyObject * args, PyObject * kwds)
@@ -3547,6 +3588,47 @@ PyObject *igraphmodule_Graph_Tree_Game(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a regular triangular lattice
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_triangular_lattice
+ */
+PyObject *igraphmodule_Graph_Triangular_Lattice(PyTypeObject * type,
+                                     PyObject * args, PyObject * kwds)
+{
+  igraph_vector_int_t dimvector;
+  igraph_bool_t directed;
+  igraph_bool_t mutual;
+  PyObject *o_directed = Py_False, *o_mutual = Py_True;
+  PyObject *o_dimvector = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "dim", "directed", "mutual", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &o_dimvector, &o_directed, &o_mutual))
+    return NULL;
+
+  directed = PyObject_IsTrue(o_directed);
+  mutual = PyObject_IsTrue(o_mutual);
+
+  if (igraphmodule_PyObject_to_vector_int_t(o_dimvector, &dimvector))
+    return NULL;
+
+  if (igraph_triangular_lattice(&g, &dimvector, directed, mutual)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&dimvector);
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&dimvector);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on the Watts-Strogatz model
  * \return a reference to the newly generated Python igraph object
@@ -13663,6 +13745,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param citation: whether the new edges should originate from the most\n"
    "   recently added vertex.\n"},
 
+  /* interface to igraph_hexagonal_lattice */
+  {"Hexagonal_Lattice", (PyCFunction) igraphmodule_Graph_Hexagonal_Lattice,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hexagonal_Lattice(dim, directed=False, mutual=True)\n--\n\n"
+   "Generates a regular hexagonal lattice.\n\n"
+   "@param dim: list with the dimensions of the lattice\n"
+   "@param directed: whether to create a directed graph.\n"
+   "@param mutual: whether to create all connections as mutual\n"
+   "    in case of a directed graph.\n"},
+
   /* interface to igraph_incidence */
   {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
@@ -13777,11 +13869,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  either \"in\", \"out\", \"mutual\" or \"undirected\"\n"
    "@param center: Vertex ID for the central vertex in the star.\n"},
 
-  // interface to igraph_lattice
+  // interface to igraph_square_lattice
   {"Lattice", (PyCFunction) igraphmodule_Graph_Lattice,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Lattice(dim, nei=1, directed=False, mutual=True, circular=True)\n--\n\n"
-   "Generates a regular lattice.\n\n"
+   "Generates a regular square lattice.\n\n"
    "@param dim: list with the dimensions of the lattice\n"
    "@param nei: value giving the distance (number of steps) within which\n"
    "   two vertices will be connected.\n"
@@ -14013,6 +14105,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "      undirected graphs.\n"
   },
 
+  /* interface to igraph_triangular_lattice */
+  {"Triangular_Lattice", (PyCFunction) igraphmodule_Graph_Triangular_Lattice,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Triangular_Lattice(dim, directed=False, mutual=True)\n--\n\n"
+   "Generates a regular triangular lattice.\n\n"
+   "@param dim: list with the dimensions of the lattice\n"
+   "@param directed: whether to create a directed graph.\n"
+   "@param mutual: whether to create all connections as mutual\n"
+   "    in case of a directed graph.\n"},
+
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 25bfb56d9..104f27cf3 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -129,6 +129,24 @@ def testFullCitation(self):
 
         self.assertRaises(ValueError, Graph.Full_Citation, -2)
 
+    def testHexagonalLattice(self):
+        el = [
+            (0, 1), (0, 6), (1, 2), (2, 3), (2, 8), (3, 4), (4, 10),
+            (5, 6), (5, 11), (6, 7), (7, 8), (7, 13), (8, 9), (9, 10),
+            (9, 15), (11, 12), (12, 13), (13, 14), (14, 15)
+        ]
+        g = Graph.Hexagonal_Lattice([2, 2])
+        self.assertEqual(sorted(g.get_edgelist()), el)
+
+        g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=False)
+        self.assertEqual(sorted(g.get_edgelist()), el)
+
+        g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
+        self.assertEqual(
+            sorted(g.get_edgelist()),
+            sorted(el + [(y, x) for x, y in el])
+        )
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")
@@ -346,6 +364,23 @@ def testSBM(self):
         pref_matrix[0][1] = 0.7
         self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
 
+    def testTriangularLattice(self):
+        g = Graph.Triangular_Lattice([2, 2])
+        self.assertEqual(
+            sorted(g.get_edgelist()), [(0, 1), (0, 2), (0, 3), (1, 3), (2, 3)]
+        )
+
+        g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=False)
+        self.assertEqual(
+            sorted(g.get_edgelist()), [(0, 1), (0, 2), (0, 3), (1, 3), (2, 3)]
+        )
+
+        g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=True)
+        self.assertEqual(
+            sorted(g.get_edgelist()),
+            [(0, 1), (0, 2), (0, 3), (1, 0), (1, 3), (2, 0), (2, 3), (3, 0), (3, 1), (3, 2)]
+        )
+
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testAdjacencyNumPy(self):
         mat = np.array(

From a633ab24d66e0aff15c424ac759fd795d54f5b8f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Apr 2023 22:07:28 +0200
Subject: [PATCH 052/681] doc: fixing a few documentation warnings

---
 doc/source/tutorial.es.rst  | 2 +-
 src/_igraph/graphobject.c   | 5 +++--
 src/_igraph/igraphmodule.c  | 4 ++--
 src/igraph/sparse_matrix.py | 2 +-
 4 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index d6e89d39c..ea5727155 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -1,6 +1,6 @@
 .. include:: include/global.rst
 
-.. _tutorial:
+.. _tutorial_es:
 
 .. currentmodule:: igraph
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dcbb0bd87..9b958d806 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14634,7 +14634,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"eigen_adjacency", (PyCFunction) igraphmodule_Graph_eigen_adjacency,
    METH_VARARGS | METH_KEYWORDS,
-   "" },
+   "eigen_adjacency(algorithm=None, which=None, arpack_options=None)\n--\n\n" },
 
   /* interface to igraph_[st_]edge_connectivity */
   {"edge_connectivity", (PyCFunction) igraphmodule_Graph_edge_connectivity,
@@ -14820,7 +14820,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_shortest_path_astar */
   {"get_shortest_path_astar", (PyCFunction) igraphmodule_Graph_get_shortest_path_astar,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_path(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_path_astar(v, to, heuristics, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a\n"
    "graph using the A-Star algorithm and a heuristic function.\n\n"
    "@param v: the source vertex of the path\n"
@@ -16128,6 +16128,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_layout_sugiyama",
    (PyCFunction) igraphmodule_Graph_layout_sugiyama,
    METH_VARARGS | METH_KEYWORDS,
+   "_layout_sugiyama()\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.layout_sugiyama()\n\n"},
 
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 6fa7d7f04..50e2d7bca 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -826,7 +826,7 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"umap_compute_weights", (PyCFunction)igraphmodule_umap_compute_weights,
    METH_VARARGS | METH_KEYWORDS,
-   "layout_umap_compute_weights(graph, dist)\n"
+   "umap_compute_weights(graph, dist)\n"
    "--\n\n"
    "@param graph: directed graph to compute weights for.\n"
    "@param dist: distances associated with the graph edges.\n"
@@ -850,7 +850,7 @@ static PyMethodDef igraphmodule_methods[] =
    "to zero whenever edges in opposite directions are found in the input\n"
    "distance graph. You can pipe the output of this function directly into\n"
    "Graph.layout_umap() as follows:\n"
-   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
+   "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@see: Graph.layout_umap()\n"
   },
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 82a7b7120..3b7622828 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -49,7 +49,7 @@ def _convert_mode_argument(mode):
 
 def _maybe_halve_diagonal(m, condition):
     """Halves all items in the diagonal of the given SciPy sparse matrix in
-    coo mode _if_ and _only if_ the given condition is True.
+    coo mode *if* and *only if* the given condition is True.
 
     Returns the row, column and data arrays.
     """

From 6a1b89d9e904e97d020f7dcba246537c46c40137 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Apr 2023 22:35:41 +0200
Subject: [PATCH 053/681] doc: fix documentation build on readthedocs

---
 src/igraph/drawing/colors.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 4c977e04b..6d2dad274 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -86,6 +86,8 @@ def get(self, v):
             pass
         if isinstance(v, str):
             result = color_name_to_rgba(v)
+        elif hasattr(v, "__iter__"):    # lists, tuples etc
+            return result   # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")

From 669fe5b45640b70e1cdc875a4a98bc1dad8d85b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 14 Apr 2023 22:46:10 +0200
Subject: [PATCH 054/681] fix: fix typo in previous commit

---
 src/igraph/drawing/colors.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 6d2dad274..192abe308 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -87,7 +87,7 @@ def get(self, v):
         if isinstance(v, str):
             result = color_name_to_rgba(v)
         elif hasattr(v, "__iter__"):    # lists, tuples etc
-            return result   # no need to cache
+            return v   # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")

From 5972fde4fc04f3391d217fa9ce99649f0315425d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 21 Apr 2023 15:11:58 +0200
Subject: [PATCH 055/681] fix: remove unused _Unset class and _UNSET instance

---
 src/igraph/drawing/matplotlib/graph.py | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ff2c06afa..31e639104 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -36,14 +36,6 @@
 #####################################################################
 
 
-class _Unset:
-    def __repr__(self):
-        return "<UNSET>"
-
-
-_UNSET = _Unset()
-
-
 # NOTE: https://github.com/networkx/grave/blob/main/grave/grave.py
 def _stale_wrapper(func):
     """Decorator to manage artist state."""

From e8ab5c578d8c0ce1751426c61d98b5f08baaea42 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 21 Apr 2023 17:53:26 +0200
Subject: [PATCH 056/681] refactor: renamed Matplotlib Graph artist to
 GraphArtist

---
 doc/examples_sphinx-gallery/visual_style.py | 2 +-
 src/igraph/drawing/matplotlib/graph.py      | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 9d33968a1..232942a11 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -50,7 +50,7 @@
 
 # %%
 # In the matplotlib backend, igraph creates a special container
-# :class:`igraph.drawing.matplotlib.graph.Graph` which is a matplotlib Artist
+# :class:`igraph.drawing.matplotlib.graph.GraphArtist` which is a matplotlib Artist
 # and the first child of the target Axes. That object can be used to customize
 # the plot appearance after the initial drawing, e.g.:
 g = ig.Graph.Barabasi(n=30, m=1)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 31e639104..4269e5d5e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -131,7 +131,7 @@ def method(self, value):
         "set_picker",
     )
 )
-class Graph(Artist, AbstractGraphDrawer):
+class GraphArtist(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
     Arguments:
@@ -691,7 +691,7 @@ def draw(self, graph, *args, **kwds):
         ax = self.ax
 
         # Create artist
-        art = Graph(
+        art = GraphArtist(
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,

From ae4bd3fac0963b6bf0f0a5dd70a2ab4e8afb6361 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 22 Apr 2023 22:40:52 +0200
Subject: [PATCH 057/681] fix: don't treat compiler warnings as errors while
 compiling the C core, refs #654

---
 setup.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/setup.py b/setup.py
index f6918f254..9b9f97da2 100644
--- a/setup.py
+++ b/setup.py
@@ -254,6 +254,11 @@ def _compile_in(
         # No need to build tests
         args.append("-DBUILD_TESTING=OFF")
         
+        # Do not treat compilation warnings as errors in case someone is trying
+        # to "pip install" igraph in an environment for which we don't provide
+        # wheels and the compiler complains about harmless things
+        args.append("-DIGRAPH_WARNINGS_AS_ERRORS=OFF")
+        
         # Set install directory during config step instead of install step in order
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))

From 8b0bc042f5e16917c982f9af89da32bc3201e34d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Apr 2023 14:02:48 +0000
Subject: [PATCH 058/681] build(deps): bump pypa/cibuildwheel from 2.12.1 to
 2.12.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.1 to 2.12.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.1...v2.12.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cf9edebae..4b79fe8a3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -214,7 +214,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.1
+        uses: pypa/cibuildwheel@v2.12.3
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From eb29a5a59a5e8477e44a60a77853f102ee0b6e64 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 2 May 2023 09:53:59 +1000
Subject: [PATCH 059/681] Fix a few doc errors and warnings (#661)

---
 doc/examples_sphinx-gallery/visual_style.py |  7 ++-
 src/_igraph/graphobject.c                   |  8 ++--
 src/_igraph/igraphmodule.c                  | 17 ++++----
 src/igraph/drawing/matplotlib/graph.py      | 48 ++++++++++++---------
 4 files changed, 42 insertions(+), 38 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 232942a11..04f899ef8 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -65,7 +65,6 @@
 
 # %%
 # .. note::
-#    The ``artist.set`` method can be used to change multiple properties at
-#    once and is generally more efficient than multiple calls to specific
-#    ``artist.set_...` methods.
-
+#    The :meth:`igraph.drawing.matplotlib.graph.GraphArtist.set` method can
+#    be used to change multiple properties at once and is generally more
+#    efficient than multiple calls to specific ``artist.set_...`` methods.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9b958d806..821b91588 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16148,7 +16148,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: precomputed edge weights if you have them, as an alternative\n"
    "  to setting the C{dist} argument. Zero weights will be ignored if this\n"
    "  argument is set, e.g. if you computed the weights via\n"
-   "  igraph.layout_umap_compute_weights().\n"
+   "  igraph.umap_compute_weights().\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
    "@param seed: if C{None}, uses a random starting layout for the\n"
@@ -16166,13 +16166,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "if weights are precomputed, the graph will be treated as undirected. A special\n"
    "case is when the graph is directed but the precomputed weights are symmetrized\n"
    "in a way only one of each pair of opposite edges has nonzero weight, e.g. as\n"
-   "computed by igraph.layout_umap_compute_weights(). For example:\n"
-   "C{weights = igraph.layout_umap_compute_weights(graph, dist)}\n"
+   "computed by igraph.umap_compute_weights(). For example:\n"
+   "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
    "@newfield ref: Reference\n"
    "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
    "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
-   "@see: igraph.layout_umap_compute_weights()\n\n"},
+   "@see: igraph.umap_compute_weights()\n\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 50e2d7bca..a7edd9315 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -826,16 +826,10 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"umap_compute_weights", (PyCFunction)igraphmodule_umap_compute_weights,
    METH_VARARGS | METH_KEYWORDS,
-   "umap_compute_weights(graph, dist)\n"
-   "--\n\n"
-   "@param graph: directed graph to compute weights for.\n"
-   "@param dist: distances associated with the graph edges.\n"
-   "@return: Symmetrized weights associated with each edge. If the distance\n"
-   "  graph has both directed edges between a pair of vertices, one of the\n"
-   "  returned weights will be set to zero.\n\n"
-   "Compute undirected UMAP weights from directed distance graph.\n\n"
+   "umap_compute_weights(graph, dist)\n--\n\n"
+   "Compute undirected UMAP weights from directed distance graph.\n"
    "UMAP is a layout algorithm that usually takes as input a directed\n"
-   "distance graph, e.g. a k nearest neighbor graph based on Euclidean\n"
+   "distance graph, for instance a k nearest neighbor graph based on Euclidean\n"
    "distance between points in a vector space. The graph is directed\n"
    "because vertex v1 might consider vertex v2 a close neighbor, but v2\n"
    "itself might have many neighbors that are closer than v1.\n"
@@ -852,6 +846,11 @@ static PyMethodDef igraphmodule_methods[] =
    "Graph.layout_umap() as follows:\n"
    "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
+   "@param graph: directed graph to compute weights for.\n"
+   "@param dist: distances associated with the graph edges.\n"
+   "@return: Symmetrized weights associated with each edge. If the distance\n"
+   "  graph has both directed edges between a pair of vertices, one of the\n"
+   "  returned weights will be set to zero.\n\n"
    "@see: Graph.layout_umap()\n"
   },
   {"set_progress_handler", igraphmodule_set_progress_handler, METH_O,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4269e5d5e..34eb62f6e 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -81,10 +81,11 @@ def _additional_set_methods(attributes, cls=None):
     def make_setter(name):
         def method(self, value):
             self.set(**{name: value})
+
         return method
 
     for attr in attributes:
-        desc = attr.replace('_', ' ')
+        desc = attr.replace("_", " ")
         method = make_setter(attr)
         method.__name__ = f"set_{attr}"
         method.__doc__ = f"Set {desc}."
@@ -134,12 +135,11 @@ def method(self, value):
 class GraphArtist(Artist, AbstractGraphDrawer):
     """Artist for an igraph.Graph object.
 
-    Arguments:
-        graph: An igraph.Graph object to plot
-        layout: A layout object or matrix of coordinates to use for plotting.
-            Each element or row should describes the coordinates for a vertex.
-        vertex_style: A dictionary specifying style options for vertices.
-        edge_style: A dictionary specifying style options for edges.
+    @param graph: An igraph.Graph object to plot
+    @param layout: A layout object or matrix of coordinates to use for plotting.
+        Each element or row should describes the coordinates for a vertex.
+    @param vertex_style: A dictionary specifying style options for vertices.
+    @param edge_style: A dictionary specifying style options for edges.
     """
 
     def __init__(
@@ -247,21 +247,25 @@ def get_datalim(self):
         """
         import numpy as np
 
-        vertex_builder = self.vertex_builder
         layout = self.kwds["layout"]
 
-        mins = np.min(layout, axis=0)
-        maxs = np.max(layout, axis=0)
-
-        # Pad by vertex size, to ensure they fit
-        if vertex_builder.size is not None:
-            mins -= vertex_builder.size * 1.1
-            maxs += vertex_builder.size * 1.1
+        if len(layout) == 0:
+            mins = np.array([0, 0])
+            maxs = np.array([1, 1])
         else:
-            mins[0] -= vertex_builder.width * 0.55
-            mins[1] -= vertex_builder.height * 0.55
-            maxs[0] += vertex_builder.width * 0.55
-            maxs[1] += vertex_builder.height * 0.55
+            mins = np.min(layout, axis=0)
+            maxs = np.max(layout, axis=0)
+
+            # Pad by vertex size, to ensure they fit
+            vertex_builder = self.vertex_builder
+            if vertex_builder.size is not None:
+                mins -= vertex_builder.size * 1.1
+                maxs += vertex_builder.size * 1.1
+            else:
+                mins[0] -= vertex_builder.width * 0.55
+                mins[1] -= vertex_builder.height * 0.55
+                maxs[0] += vertex_builder.width * 0.55
+                maxs[1] += vertex_builder.height * 0.55
 
         return (mins, maxs)
 
@@ -465,7 +469,8 @@ def _draw_groups(self):
                 facecolor=facecolor,
                 edgecolor=color,
             )
-            self._group_artists.append(art)
+            if art is not None:
+                self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -575,7 +580,8 @@ def _reprocess(self):
         for child in self.get_children():
             # set the figure / axes on child, this ensures each primitive
             # knows where to draw
-            child.set_figure(self.figure)
+            if hasattr(child, "set_figure"):
+                child.set_figure(self.figure)
             child.axes = self.axes
 
             # forward the clippath/box to the children need this logic

From e4bf5e10a9a8cbc4b2118117039ada865cb5f045 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 May 2023 11:39:17 +0200
Subject: [PATCH 060/681] fix: Graph.layout_reingold_tilford() now accepts
 vertex names as roots, closes #666

---
 CHANGELOG.md              |   3 ++
 src/_igraph/convert.c     | 101 ++++++++++++++++++++++++--------------
 src/_igraph/convert.h     |   8 +--
 src/_igraph/graphobject.c |  14 +++---
 tests/test_layouts.py     |   6 +++
 5 files changed, 85 insertions(+), 47 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a66ffaaef..ebd5c8967 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -34,6 +34,9 @@
 - `VertexClustering.giant()` now accepts the null graph. The giant component of
   a null graph is the null graph according to our conventions.
 
+- `Graph.layout_reingold_tilford()` now accepts vertex names in the `roots=...`
+  keyword argument.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 466653296..a8a46ab5b 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -3262,6 +3262,68 @@ int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, ig
   }
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Tries to interpret a Python object as a list of vertex IDs.
+ *
+ * \param o      the Python object
+ * \param result the vertex IDs will be stored here
+ * \param graph  the graph that will be used to interpret vertex names
+ *               if a string was given in o. It may also be a null pointer
+ *               if we don't need name lookups.
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result, igraph_t* graph) {
+    PyObject *iterator;
+    PyObject *item;
+    igraph_integer_t vid;
+
+    if (PyBaseString_Check(o)) {
+      /* exclude strings; they are iterable but cannot yield meaningful vertex IDs */
+      PyErr_SetString(PyExc_TypeError, "cannot convert string to a list of vertex IDs");
+      return 1;
+    }
+
+    iterator = PyObject_GetIter(o);
+    if (iterator == NULL) {
+      PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
+      return 1;
+    }
+
+    if (igraph_vector_int_init(result, 0)) {
+      Py_DECREF(iterator);
+      igraphmodule_handle_igraph_error();
+      return 1;
+    }
+
+    while ((item = PyIter_Next(iterator))) {
+      vid = -1;
+
+      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
+        Py_DECREF(item);
+        break;
+      }
+
+      Py_DECREF(item);
+
+      if (igraph_vector_int_push_back(result, vid)) {
+        igraphmodule_handle_igraph_error();
+        /* no need to destroy 'result' here; will be done outside the loop due
+         * to PyErr_Occurred */
+        break;
+      }
+    }
+
+    Py_DECREF(iterator);
+
+    if (PyErr_Occurred()) {
+      igraph_vector_int_destroy(result);
+      return 1;
+    }
+
+    return 0;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as a vertex selector
@@ -3346,9 +3408,6 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     /* Object cannot be converted to a single vertex ID,
      * assume it is a sequence or iterable */
 
-    PyObject *iterator;
-    PyObject *item;
-
     if (PyBaseString_Check(o)) {
       /* Special case: strings and unicode objects are sequences, but they
        * will not yield valid vertex IDs */
@@ -3358,40 +3417,7 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
     /* Clear the exception set by igraphmodule_PyObject_to_vid */
     PyErr_Clear();
 
-    iterator = PyObject_GetIter(o);
-    if (iterator == NULL) {
-      PyErr_SetString(PyExc_TypeError, "conversion to vertex sequence failed");
-      return 1;
-    }
-
-    if (igraph_vector_int_init(&vector, 0)) {
-      Py_DECREF(iterator);
-      igraphmodule_handle_igraph_error();
-      return 1;
-    }
-
-    while ((item = PyIter_Next(iterator))) {
-      vid = -1;
-
-      if (igraphmodule_PyObject_to_vid(item, &vid, graph)) {
-        Py_DECREF(item);
-        break;
-      }
-
-      Py_DECREF(item);
-
-      if (igraph_vector_int_push_back(&vector, vid)) {
-        igraphmodule_handle_igraph_error();
-        /* no need to destroy 'vector' here; will be done outside the loop due
-         * to PyErr_Occurred */
-        break;
-      }
-    }
-
-    Py_DECREF(iterator);
-
-    if (PyErr_Occurred()) {
-      igraph_vector_int_destroy(&vector);
+    if (igraphmodule_PyObject_to_vid_list(o, &vector, graph)) {
       return 1;
     }
 
@@ -3522,7 +3548,6 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
   return 0;
 }
 
-
 /**
  * \ingroup python_interface_conversion
  * \brief Tries to interpret a Python object as an edge selector
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 15bf4ead8..d318ce585 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -121,9 +121,11 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
 		igraph_vector_ptr_t *v, PyTypeObject **g_type);
 int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
-int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
-                  igraph_t *graph, igraph_bool_t *return_single,
-				  igraph_integer_t *single_vid);
+int igraphmodule_PyObject_to_vid_list(PyObject *o, igraph_vector_int_t *vids, igraph_t *graph);
+int igraphmodule_PyObject_to_vs_t(
+  PyObject *o, igraph_vs_t *vs, igraph_t *graph,
+  igraph_bool_t *return_single, igraph_integer_t *single_vid
+);
 int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph);
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 				  igraph_bool_t *return_single);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 821b91588..6e5763f5d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8220,8 +8220,11 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford(igraphmodule_GraphObject
 
   if (roots_o != Py_None) {
     roots_p = &roots;
-    if (igraphmodule_PyObject_to_vector_int_t(roots_o, roots_p)) return 0;
+    if (igraphmodule_PyObject_to_vid_list(roots_o, roots_p, &self->g)) {
+      return 0;
+    }
   }
+
   if (rootlevels_o != Py_None) {
     rootlevels_p = &rootlevels;
     if (igraphmodule_PyObject_to_vector_int_t(rootlevels_o, rootlevels_p)) {
@@ -9607,17 +9610,16 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
 
   if (vids) {
     igraph_vector_int_t vidsvec;
-    if (igraphmodule_PyObject_to_vector_int_t(vids, &vidsvec)) {
-      PyErr_SetString(PyExc_ValueError,
-                      "Error while converting PyList to igraph_vector_int_t");
+    if (igraphmodule_PyObject_to_vid_list(vids, &vidsvec, &self->g)) {
       return NULL;
     }
     if (igraph_isoclass_subgraph(&self->g, &vidsvec, &isoclass)) {
+      igraph_vector_int_destroy(&vidsvec);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-  }
-  else {
+    igraph_vector_int_destroy(&vidsvec);
+  } else {
     if (igraph_isoclass(&self->g, &isoclass)) {
       igraphmodule_handle_igraph_error();
       return NULL;
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 3f8910bce..cabc9c5ae 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -350,6 +350,12 @@ def testReingoldTilford(self):
         lo = g.layout("rt", root=[0, 100], rootlevel=[2, 10])
         self.assertEqual(lo[100][1] - lo[0][1], 8)
 
+        # test named vertices
+        g.vs["name"] = [f"v{i}" for i in range(g.vcount())]
+        lo = g.layout("rt", root=["v0", "v100"])
+        self.assertEqual(lo[100][1] - lo[0][1], 0)
+
+
     def testBipartite(self):
         g = Graph.Full_Bipartite(3, 2)
 

From 478e896ecb7470655803b6222fa1574ae9ef59f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 10 May 2023 13:46:09 +0200
Subject: [PATCH 061/681] doc: require PyDoctor >= 23.4.0 because of the
 search-related fixes

---
 doc/source/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index af675f44c..959667565 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -6,7 +6,7 @@ sphinxbootstrap4theme
 sphinx-gallery
 sphinx-rtd-theme
 sphinxcontrib-jquery
-pydoctor
+pydoctor>=23.4.0
 
 numpy
 scipy

From c22e1d64ab7be1fbf7e06bff730b4cfb7acc43a7 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 11 May 2023 16:11:33 +1000
Subject: [PATCH 062/681] Use graph layout attribute if found (#663)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Plotting: use graph layout attribute if found

---------

Co-authored-by: Tamás Nepusz <ntamas@gmail.com>
---
 src/igraph/drawing/baseclasses.py             |  19 +++++++++++++-----
 src/igraph/drawing/matplotlib/graph.py        |   4 ++--
 .../test_graph/graph_layout_attribute.png     | Bin 0 -> 8845 bytes
 tests/drawing/matplotlib/test_graph.py        |  10 ++++++++-
 4 files changed, 25 insertions(+), 8 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png

diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 6a983225a..60d819f96 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -121,7 +121,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         raise NotImplementedError
 
     def get_label_position(self, edge, src_vertex, dest_vertex):
-        """returns the position where the label of an edge should be drawn. the
+        """Returns the position where the label of an edge should be drawn. the
         default implementation returns the midpoint of the edge and an alignment
         that tries to avoid overlapping the label with the edge.
 
@@ -266,9 +266,13 @@ def ensure_layout(layout, graph=None):
             C{layout} method of the given I{graph} if I{graph} is
             not C{None}.
 
-          - If I{layout} is C{None}, the C{layout} method of
-            I{graph} will be invoked with no parameters, which
-            will call the default layout algorithm.
+          - If I{layout} is C{None} and I{graph} has a "layout"
+            attribute, call this same function with the value of that
+            attribute.
+
+          - If I{layout} is C{None} and I{graph} does not have a "layout"
+            attribute, the C{layout} method of I{graph} will be invoked
+            with no parameters, which will call the default layout algorithm.
 
           - Otherwise, I{layout} will be passed on to the constructor
             of L{Layout}. This handles lists of lists, lists of tuples
@@ -284,7 +288,12 @@ def ensure_layout(layout, graph=None):
 
         if isinstance(layout, Layout):
             layout = Layout(layout.coords)
-        elif isinstance(layout, str) or layout is None:
+        elif isinstance(layout, str):
+            layout = graph.layout(layout)
+        elif (layout is None) and hasattr(graph, "attributes") and \
+                ('layout' in graph.attributes()):
+            layout = AbstractGraphDrawer.ensure_layout(graph['layout'], graph=graph)
+        elif layout is None:
             layout = graph.layout(layout)
         else:
             layout = Layout(layout)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 34eb62f6e..46839f154 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -253,8 +253,8 @@ def get_datalim(self):
             mins = np.array([0, 0])
             maxs = np.array([1, 1])
         else:
-            mins = np.min(layout, axis=0)
-            maxs = np.max(layout, axis=0)
+            mins = np.min(layout, axis=0).astype(float)
+            maxs = np.max(layout, axis=0).astype(float)
 
             # Pad by vertex size, to ensure they fit
             vertex_builder = self.vertex_builder
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_layout_attribute.png
new file mode 100644
index 0000000000000000000000000000000000000000..c074d6298e391a5875a827bf43f9d7a9e1b8eb36
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z-<j8xL_j0e3a7N*&CLbiC*h_38`1;aaN5CN3~yPfEYfIB`W&KjZ8fp7QWG8pxY4xg
z>L@yX;oCC(8KFFRic2EAJ$r?GJyST-e8va9BsxwR6EFHUKgYY$rpVVd(qOg~-tZh6
vF7d$&4ZO~yV|}9k|2ZF?=l<{gEyMguYSY+Biub$+f*<N(+MyQ*9e({Ehj``T

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index bbc7554d2..f40bcdb78 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -2,7 +2,7 @@
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering, config
+from igraph import Graph, InternalError, plot, VertexClustering, config, Layout
 
 from ...utils import overridden_configuration
 
@@ -48,6 +48,14 @@ def test_basic(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_layout_attribute"], remove_text=True)
+    def test_layout_attribute(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        g["layout"] = Layout([(x, x) for x in range(g.vcount())])
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+
     @image_comparison(baseline_images=["graph_directed"], remove_text=True)
     def test_directed(self):
         plt.close("all")

From 6948bc24717c658fba16d3769ad4959606144fce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 16 May 2023 00:13:22 +0200
Subject: [PATCH 063/681] fix: disallow using integers as vertex names in
 add_vertex(), refs #664

---
 src/igraph/basic.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 0f35f89bf..01b6a0a4e 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -62,6 +62,8 @@ def _add_vertex(graph, name=None, **kwds):
     vertex = graph.vs[vid]
     for key, value in kwds.items():
         vertex[key] = value
+    if isinstance(name, int):
+        raise TypeError("cannot use integers as vertex names; use strings instead")
     if name is not None:
         vertex["name"] = name
     return vertex

From 9d537949a9f3b4aded2c18c7609a05bbeeb788d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 16 May 2023 00:49:21 +0200
Subject: [PATCH 064/681] fix: fix failing test

---
 src/igraph/basic.py | 8 ++++++--
 tests/test_basic.py | 9 ++++++---
 2 files changed, 12 insertions(+), 5 deletions(-)

diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 01b6a0a4e..e672ef7d9 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -57,15 +57,19 @@ def _add_vertex(graph, name=None, **kwds):
         C{add_vertices(1)} if you don't need the L{Vertex} object and want
         to avoid the overhead of creating t.
     """
+    if isinstance(name, int):
+        raise TypeError("cannot use integers as vertex names; use strings instead")
+
     vid = graph.vcount()
     graph.add_vertices(1)
     vertex = graph.vs[vid]
+
     for key, value in kwds.items():
         vertex[key] = value
-    if isinstance(name, int):
-        raise TypeError("cannot use integers as vertex names; use strings instead")
+
     if name is not None:
         vertex["name"] = name
+
     return vertex
 
 
diff --git a/tests/test_basic.py b/tests/test_basic.py
index a342d84fa..48ce89d1a 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -120,17 +120,20 @@ def testAddVertex(self):
         self.assertTrue("name" in g.vertex_attributes())
         self.assertEqual(g.vs["name"], [None, "foo"])
 
-        vertex = g.add_vertex(3)
+        self.assertRaises(TypeError, g.add_vertex, 3)
+
+        vertex = g.add_vertex("3")
+        print(g.vcount(), g.ecount())
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())
-        self.assertEqual(g.vs["name"], [None, "foo", 3])
+        self.assertEqual(g.vs["name"], [None, "foo", "3"])
 
         vertex = g.add_vertex(name="bar")
         self.assertTrue(g.vcount() == 4 and g.ecount() == 0)
         self.assertEqual(3, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())
-        self.assertEqual(g.vs["name"], [None, "foo", 3, "bar"])
+        self.assertEqual(g.vs["name"], [None, "foo", "3", "bar"])
 
         vertex = g.add_vertex(name="frob", spam="cheese", ham=42)
         self.assertTrue(g.vcount() == 5 and g.ecount() == 0)

From 36e62e0d105836a6cfa3cc405c772574765ea2cf Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 18 May 2023 16:16:17 +1000
Subject: [PATCH 065/681] Subclass matplotlib collection for edges

---
 src/igraph/drawing/matplotlib/edge.py   | 61 ++++++++++++++++++++++---
 src/igraph/drawing/matplotlib/graph.py  | 43 ++++++++++++-----
 src/igraph/drawing/matplotlib/vertex.py | 16 +++++--
 src/igraph/drawing/shapes.py            | 23 ++++------
 4 files changed, 107 insertions(+), 36 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 929555ecf..5a01ce84e 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,6 +1,7 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
 from math import atan2, cos, pi, sin
+from copy import deepcopy
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
@@ -78,9 +79,11 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
             # Determine where the edge intersects the circumference of the
             # vertex shape: Tip of the arrow
-            x2, y2 = intersect_bezier_curve_and_circle(
-                x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
-            )
+            ## FIXME
+            #x2, y2 = intersect_bezier_curve_and_circle(
+            #    x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
+            #)
+            x2, y2 = x_dest, y_dest
 
             # Calculate the arrow head coordinates
             angle = atan2(y_dest - y2, x_dest - x2)  # navid
@@ -136,12 +139,14 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         else:
             # Determine where the edge intersects the circumference of the
             # vertex shape.
-            x2, y2 = dest_vertex.shape.intersection_point(
-                x2, y2, x1, y1, dest_vertex.size
-            )
+            # FIXME
+            #x2, y2 = dest_vertex.shape.intersection_point(
+            #    x2, y2, x1, y1, dest_vertex.size
+            #)
+            x2, y2 = x_dest, y_dest
 
             # Draw the arrowhead
-            angle = atan2(y_dest - y2, x_dest - x2)
+            angle = atan2(y_dest - y_src, x_dest - x_src)
             arrow_size = 15.0 * edge.arrow_size
             arrow_width = 10.0 / edge.arrow_width
             aux_points = [
@@ -268,3 +273,45 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             clip_on=True,
         )
         return [art]
+
+
+class EdgeCollection(mpl.collections.LineCollection):
+    def __init__(self, *args, **kwargs):
+        self._vertex_bboxes = kwargs.pop("vertex_bboxes")
+        ret = super().__init__(*args, **kwargs)
+        self._paths_original = deepcopy(self._paths)
+        return ret
+
+
+    def _update_path_from_vertices(self):
+        # Get actual coordinates of the vertex bbox edges
+        for p, p_orig, bboxes in zip(self._paths, self._paths_original, self._vertex_bboxes):
+            coords = p_orig.vertices
+
+            # Start vertex
+            if coords[0, 0] == coords[1, 0]:
+                bbox_offsetx = 0
+                bbox_offsety = bboxes[0].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])]
+            else:
+                ratio = (coords[1, 1] - coords[0, 1]) / (coords[1, 0] - coords[0, 0])
+                bbox_offsetx = bboxes[0].extents[2 * int(coords[1, 0] > coords[0, 0])]
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])] * abs(ratio)
+            voff = np.array([bbox_offsetx, bbox_offsety])
+            start = ax.transData.inverted().transform(ax.transData.transform(coords[0]) + voff)
+            p.vertices[0] = start
+
+            # End vertex
+            if coords[-2, 0] == coords[-1, 0]:
+                bbox_offsetx = 0
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])]
+            else:
+                ratio = (coords[-1, 1] - coords[-2, 1]) / (coords[-1, 0] - coords[-2, 0])
+                bbox_offsetx = bboxes[0].extents[2 * int(coords[-2, 0] > coords[-1, 0])]
+                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])] * abs(ratio)
+            voff = np.array([bbox_offsetx, bbox_offsety])
+            end = ax.transData.inverted().transform(ax.transData.transform(coords[-1]) + voff)
+            p.vertices[-1] = end
+            
+    def draw(self, renderer):
+        self._update_path_from_vertices()
+        return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 46839f154..93ab256de 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -30,8 +30,12 @@
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
+    PatchCollection = mpl.collections.PatchCollection
+    IdentityTransform = mpl.transforms.IdentityTransform
 except AttributeError:
     Artist = FakeModule
+    PatchCollection = FakeModule
+    IdentityTransform = FakeModule
 
 #####################################################################
 
@@ -256,16 +260,21 @@ def get_datalim(self):
             mins = np.min(layout, axis=0).astype(float)
             maxs = np.max(layout, axis=0).astype(float)
 
-            # Pad by vertex size, to ensure they fit
-            vertex_builder = self.vertex_builder
-            if vertex_builder.size is not None:
-                mins -= vertex_builder.size * 1.1
-                maxs += vertex_builder.size * 1.1
-            else:
-                mins[0] -= vertex_builder.width * 0.55
-                mins[1] -= vertex_builder.height * 0.55
-                maxs[0] += vertex_builder.width * 0.55
-                maxs[1] += vertex_builder.height * 0.55
+            # 5% padding, on each side
+            pad = (maxs - mins) * 0.05
+            mins -= pad
+            maxs += pad
+
+            ## Pad by vertex size, to ensure they fit
+            #vertex_builder = self.vertex_builder
+            #if vertex_builder.size is not None:
+            #    mins -= vertex_builder.size * 1.1
+            #    maxs += vertex_builder.size * 1.1
+            #else:
+            #    mins[0] -= vertex_builder.width * 0.55
+            #    mins[1] -= vertex_builder.height * 0.55
+            #    maxs[0] += vertex_builder.width * 0.55
+            #    maxs[1] += vertex_builder.height * 0.55
 
         return (mins, maxs)
 
@@ -504,9 +513,19 @@ def _draw_vertices(self):
             vertex_coord_iter = (
                 (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
             )
+        offsets = []
+        patches = []
         for vertex, visual_vertex, coords in vertex_coord_iter:
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
-            self._vertices.append(art)
+            patches.append(art)
+            offsets.append(list(coords))
+        art = PatchCollection(
+            patches,
+            offsets=offsets,
+            offset_transform=self.axes.transData,
+        )
+        art.set_transform(IdentityTransform())
+        self._vertices.append(art)
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -732,7 +751,7 @@ def draw(self, graph, *args, **kwds):
         ax.set_yticks([])
 
         # Set equal aspect to get actual circles
-        ax.set_aspect(1)
+        #ax.set_aspect(1)
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 00270a010..2c3143d28 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -7,6 +7,15 @@
 from igraph.drawing.baseclasses import AbstractVertexDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.shapes import ShapeDrawerDirectory
+from igraph.drawing.matplotlib.utils import find_matplotlib
+from igraph.drawing.utils import FakeModule
+
+mpl, _ = find_matplotlib()
+try:
+    IdentityTransform = mpl.transforms.IdentityTransform
+except AttributeError:
+    IdentityTransform = FakeModule
+
 
 __all__ = ("MatplotlibVertexDrawer",)
 
@@ -36,7 +45,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             # FIXME? mpl.rcParams["font.size"])
             position = dict(func=self.layout.__getitem__)
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
-            size = 0.2
+            size = 30
             width = None
             height = None
             zorder = 2
@@ -60,13 +69,14 @@ def draw(self, visual_vertex, vertex, coords):
 
         art = visual_vertex.shape.draw_path(
             ax,
-            coords[0],
-            coords[1],
+            0, #coords[0], # FIXME
+            0, #coords[1],
             width,
             height,
             facecolor=visual_vertex.color,
             edgecolor=visual_vertex.frame_color,
             linewidth=visual_vertex.frame_width,
             zorder=visual_vertex.zorder,
+            transform=IdentityTransform(),
         )
         return art
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 69d39bb4d..6598766d4 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,10 +96,9 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (center_x - width / 2, center_y - height / 2),
+                - width / 2, - height / 2,
                 width,
                 height,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -169,9 +168,8 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         @see: ShapeDrawer.draw_path"""
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Circle(
-                (center_x, center_y),
+                (0, 0),
                 width / 2,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -211,7 +209,6 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -247,14 +244,13 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [center_x - 0.5 * width, center_y + 0.333 * height],
-                [center_x + 0.5 * width, center_y + 0.333 * height],
-                [center_x, center_y - 0.667 * height],
+                [- 0.5 * width, 0.333 * height],
+                [0.5 * width, 0.333 * height],
+                [0, -0.667 * height],
             ]
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )
@@ -291,15 +287,14 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [center_x - 0.5 * width, center_y],
-                [center_x, center_y - 0.5 * height],
-                [center_x + 0.5 * width, center_y],
-                [center_x, center_y + 0.5 * height],
+                [-0.5 * width, 0],
+                [0, -0.5 * height],
+                [0.5 * width, 0],
+                [0, 0.5 * height],
             ]
             return mpl.patches.Polygon(
                 vertices,
                 closed=True,
-                transform=ctx.transData,
                 clip_on=True,
                 **kwargs,
             )

From 57714e267188052458340320ee9b271f4e9dc3b3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 May 2023 14:00:34 +0000
Subject: [PATCH 066/681] build(deps): bump mymindstorm/setup-emsdk from 11 to
 12

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 11 to 12.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v11...v12)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 05857b88c..36babc937 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -181,7 +181,7 @@ jobs:
         with:
           python-version: '3.10.2'
 
-      - uses: mymindstorm/setup-emsdk@v11
+      - uses: mymindstorm/setup-emsdk@v12
         with:
           version: '3.1.14'
 

From aebf64210e56c2c84f0fa3efbed719c95d66a351 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 11:09:50 +1000
Subject: [PATCH 067/681] PatchCollection for vertices and edges, according to
 working prototype

---
 src/igraph/drawing/matplotlib/edge.py  | 136 +++++++++++++++----------
 src/igraph/drawing/matplotlib/graph.py |  33 +++++-
 2 files changed, 113 insertions(+), 56 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 5a01ce84e..595c77086 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,6 +1,6 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
-from math import atan2, cos, pi, sin
+from math import atan2, cos, pi, sin, sqrt
 from copy import deepcopy
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
@@ -10,11 +10,16 @@
     euclidean_distance,
     get_bezier_control_points_for_curved_edge,
     intersect_bezier_curve_and_circle,
+    FakeModule,
 )
 
 __all__ = ("MatplotlibEdgeDrawer",)
 
 mpl, plt = find_matplotlib()
+try:
+    PatchCollection = mpl.collections.PatchCollection
+except AttributeError:
+    PatchCollection = FakeModule
 
 
 class MatplotlibEdgeDrawer(AbstractEdgeDrawer):
@@ -168,8 +173,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["vertices"].append([x_arrow_mid, y_arrow_mid])
             path["codes"].append("LINETO")
 
+        # Add arrowhead in the path, the exact positions are recomputed within
+        # EdgeCollection before each draw so they don't matter here. The
+        # path for an arrowhead is: headbase (current), headleft, tip,
+        # headright, headbase, so we need to add 4 (degenerate) vertices.
+        # Assuming the arrowhead uses straight lines, they are all LINETO
+        path["vertices"].extend([path["vertices"][-1] for x in range(4)])
+        path["codes"].extend(["LINETO" for x in range(4)])
+
         # Draw the edge
-        arrowshaft = mpl.patches.PathPatch(
+        arrowpatch = mpl.patches.PathPatch(
             mpl.path.Path(
                 path["vertices"],
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
@@ -182,21 +195,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             clip_on=True,
         )
 
-        # Draw the arrow head
-        arrowhead = mpl.patches.Polygon(
-            [
-                [x2, y2],
-                aux_points[0],
-                aux_points[1],
-            ],
-            closed=True,
-            facecolor=edge.color,
-            edgecolor="none",
-            zorder=edge.zorder,
-            transform=ax.transData,
-            clip_on=True,
-        )
-        return [arrowshaft, arrowhead]
+        return arrowpatch
 
     def draw_loop_edge(self, edge, vertex):
         """Draws a loop edge.
@@ -225,7 +224,7 @@ def draw_loop_edge(self, edge, vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        return [art]
+        return art
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         """Draws an undirected edge.
@@ -272,46 +271,81 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             transform=ax.transData,
             clip_on=True,
         )
-        return [art]
+        return art
 
 
-class EdgeCollection(mpl.collections.LineCollection):
+class EdgeCollection(PatchCollection):
     def __init__(self, *args, **kwargs):
-        self._vertex_bboxes = kwargs.pop("vertex_bboxes")
-        ret = super().__init__(*args, **kwargs)
+        kwargs["match_original"] = True
+        self._vertex_sizes = kwargs.pop("vertex_sizes", None)
+        self._directed = kwargs.pop("directed", False)
+        self._arrow_size = kwargs.pop("arrow_sizes", 0)
+        self._arrow_width = kwargs.pop("arrow_widths", 0)
+        super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
-        return ret
-
 
     def _update_path_from_vertices(self):
-        # Get actual coordinates of the vertex bbox edges
-        for p, p_orig, bboxes in zip(self._paths, self._paths_original, self._vertex_bboxes):
-            coords = p_orig.vertices
-
-            # Start vertex
-            if coords[0, 0] == coords[1, 0]:
-                bbox_offsetx = 0
-                bbox_offsety = bboxes[0].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])]
+        if self._vertex_sizes is None:
+            return
+
+        paths_original = self._paths_original
+        vertex_sizes = self._vertex_sizes
+        trans = self.axes.transData.transform
+        trans_inv = ax.transData.inverted().transform
+
+        # Get actual coordinates of the vertex border (rough)
+        for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
+            self._paths[i] = path = deepcopy(path_orig)
+            coords = path_orig.vertices
+            coordst = trans(coords)
+            self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
+            if self._directed:
+                self._update_path_edge_end_directed(
+                        path, coords, coordst, sizes[1], trans, trans_inv,
+                        self._arrow_sizes[i], self._arrow_widths[i],
+                        )
             else:
-                ratio = (coords[1, 1] - coords[0, 1]) / (coords[1, 0] - coords[0, 0])
-                bbox_offsetx = bboxes[0].extents[2 * int(coords[1, 0] > coords[0, 0])]
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[1, 1] > coords[0, 1])] * abs(ratio)
-            voff = np.array([bbox_offsetx, bbox_offsety])
-            start = ax.transData.inverted().transform(ax.transData.transform(coords[0]) + voff)
-            p.vertices[0] = start
-
-            # End vertex
-            if coords[-2, 0] == coords[-1, 0]:
-                bbox_offsetx = 0
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])]
-            else:
-                ratio = (coords[-1, 1] - coords[-2, 1]) / (coords[-1, 0] - coords[-2, 0])
-                bbox_offsetx = bboxes[0].extents[2 * int(coords[-2, 0] > coords[-1, 0])]
-                bbox_offsety = bboxes[1].extents[1 + 2 * int(coords[-2, 1] > coords[-1, 1])] * abs(ratio)
-            voff = np.array([bbox_offsetx, bbox_offsety])
-            end = ax.transData.inverted().transform(ax.transData.transform(coords[-1]) + voff)
-            p.vertices[-1] = end
-            
+                self._update_path_edge_end_undirected(path, coords, coordst, sizes[1], trans, trans_inv)
+
+    def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
+        theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+        voff = 0 * coordst[0]
+        voff[:] = [cos(theta), sin(theta)]
+        voff *= size
+        start = trans_inv(trans(coords[0]) + voff)
+        path.vertices[0] = start
+
+    def _update_path_edge_end_undirected(
+            elf, path, coords, coordst, size, trans, trans_inv,
+            ):
+        theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
+        voff = 0 * coordst[0]
+        voff[:] = [cos(theta), sin(theta)]
+        voff *= size
+        end = trans_inv(trans(coords[-1]) + voff)
+        path.vertices[-1] = end
+
+    def _update_path_edge_end_directed(
+            self, path, coords, coordst, size, trans, trans_inv,
+            arrow_size, arrow_width):
+
+        def dist(a, b):
+            return sqrt(((a - b)**2).sum())
+
+        # The path for arrows is start-headmid-headleft-tip-headright-headmid
+        # So, tip is the 3rd-to-last and headmid the last
+        theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
+        voff_unity = 0 * coordst[0]
+        voff_unity[:] = [cos(theta), sin(theta)]
+        voff = voff_unity * size
+        voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+
+        tip = trans_inv(trans(coords[-3]) + voff)
+        headbase = trans_inv(trans(tip) + arrow_size * voff_unity)
+        headleft = trans_inv(trans(headbase) + 0.5 * arrow_width * voff_unity_90)
+        headright = trans_inv(trans(headbase) - 0.5 * arrow_width * voff_unity_90)
+        path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
+
     def draw(self, renderer):
         self._update_path_from_vertices()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 93ab256de..15e929c0c 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -20,7 +20,7 @@
 from igraph.drawing.baseclasses import AbstractGraphDrawer
 from igraph.drawing.utils import Point, FakeModule
 
-from .edge import MatplotlibEdgeDrawer
+from .edge import MatplotlibEdgeDrawer, EdgeCollection
 from .polygon import MatplotlibPolygonDrawer
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
@@ -550,11 +550,34 @@ def _draw_edges(self):
         else:
             # Lines
             drawer_method = edge_drawer.draw_undirected_edge
+
+        vertex_sizes = []
+        edgepatches = []
+        arrow_sizes = []
+        arrow_widths = []
         for edge, visual_edge in edge_coord_iter:
-            src, dest = edge.tuple
-            src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
-            arts = drawer_method(visual_edge, src_vertex, dest_vertex)
-            self._edges.extend(arts)
+            edge_vertices = [vertex_builder[v] for v in edge.tuple]
+            edge_vertex_sizes = []
+            for visual_vertex in edge_vertices:
+                if visual_vertex.size is not None:
+                    edge_vertex_sizes.append(visual_vertex.size)
+                else:
+                    edge_vertex_sizes.append(
+                            max(visual_vertex.width, visual_vertex.height))
+            art = drawer_method(visual_edge, *edge_vertices)
+            edgepatches.append(art)
+            vertex_sizes.append(edge_vertex_sizes)
+            arrow_sizes.append(visual_edge.arrow_size)
+            arrow_widths.append(visual_edge.arrow_width)
+
+        edgecoll = EdgeCollection(
+            edgepatches,
+            vertex_sizes=vertex_sizes,
+            directed=directed,
+            arrow_sizes=arrow_sizes,
+            arrow_widths=arrow_widths,
+        )
+        self._edges.append(edgecoll)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.

From b7da7d3e99566cc75fa0034b75b9f1aeedd01a6e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 12:55:08 +1000
Subject: [PATCH 068/681] Undirected edges kind of work

---
 src/igraph/drawing/matplotlib/edge.py   | 28 ++++++++++++-------------
 src/igraph/drawing/matplotlib/graph.py  |  7 ++++---
 src/igraph/drawing/matplotlib/vertex.py |  4 ++--
 3 files changed, 19 insertions(+), 20 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 595c77086..b979116d9 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -46,8 +46,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             drawing"""
 
             _kwds_prefix = "edge_"
-            arrow_size = 0.007
-            arrow_width = 1.4
+            arrow_size = 10
+            arrow_width = 10
             color = ("#444", self.palette.get)
             curved = (0.0, self._curvature_to_float)
             label = None
@@ -268,7 +268,7 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
             zorder=edge.zorder,
-            transform=ax.transData,
+            #transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -279,8 +279,8 @@ def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
         self._vertex_sizes = kwargs.pop("vertex_sizes", None)
         self._directed = kwargs.pop("directed", False)
-        self._arrow_size = kwargs.pop("arrow_sizes", 0)
-        self._arrow_width = kwargs.pop("arrow_widths", 0)
+        self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
+        self._arrow_widths = kwargs.pop("arrow_widths", 0)
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
@@ -291,7 +291,7 @@ def _update_path_from_vertices(self):
         paths_original = self._paths_original
         vertex_sizes = self._vertex_sizes
         trans = self.axes.transData.transform
-        trans_inv = ax.transData.inverted().transform
+        trans_inv = self.axes.transData.inverted().transform
 
         # Get actual coordinates of the vertex border (rough)
         for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
@@ -301,11 +301,13 @@ def _update_path_from_vertices(self):
             self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
             if self._directed:
                 self._update_path_edge_end_directed(
-                        path, coords, coordst, sizes[1], trans, trans_inv,
-                        self._arrow_sizes[i], self._arrow_widths[i],
-                        )
+                    path, coords, coordst, sizes[1], trans, trans_inv,
+                    self._arrow_sizes[i], self._arrow_widths[i],
+                )
             else:
-                self._update_path_edge_end_undirected(path, coords, coordst, sizes[1], trans, trans_inv)
+                self._update_path_edge_end_undirected(
+                    path, coords, coordst, sizes[1], trans, trans_inv,
+                )
 
     def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
         theta = atan2(*((coordst[1] - coordst[0])[::-1]))
@@ -317,7 +319,7 @@ def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv)
 
     def _update_path_edge_end_undirected(
             elf, path, coords, coordst, size, trans, trans_inv,
-            ):
+    ):
         theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
@@ -328,10 +330,6 @@ def _update_path_edge_end_undirected(
     def _update_path_edge_end_directed(
             self, path, coords, coordst, size, trans, trans_inv,
             arrow_size, arrow_width):
-
-        def dist(a, b):
-            return sqrt(((a - b)**2).sum())
-
         # The path for arrows is start-headmid-headleft-tip-headright-headmid
         # So, tip is the 3rd-to-last and headmid the last
         theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 15e929c0c..374dff04b 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -570,14 +570,15 @@ def _draw_edges(self):
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
 
-        edgecoll = EdgeCollection(
+        art = EdgeCollection(
             edgepatches,
             vertex_sizes=vertex_sizes,
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            transform=self.axes.transData,
         )
-        self._edges.append(edgecoll)
+        self._edges.append(art)
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
@@ -612,8 +613,8 @@ def _reprocess(self):
         self.edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
-        self._draw_edges()
         self._draw_vertices()
+        self._draw_edges()
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 2c3143d28..e93e31949 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -69,8 +69,8 @@ def draw(self, visual_vertex, vertex, coords):
 
         art = visual_vertex.shape.draw_path(
             ax,
-            0, #coords[0], # FIXME
-            0, #coords[1],
+            0,
+            0,
             width,
             height,
             facecolor=visual_vertex.color,

From 3b8f660cedcc419c3bcbbcbd0d18834ed0bd1ece Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 14:54:24 +1000
Subject: [PATCH 069/681] Edges work, marking groups still buggy

---
 src/igraph/drawing/matplotlib/edge.py  | 45 ++++----------------------
 src/igraph/drawing/matplotlib/graph.py |  3 +-
 2 files changed, 9 insertions(+), 39 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index b979116d9..5e1132fb4 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -46,8 +46,8 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             drawing"""
 
             _kwds_prefix = "edge_"
-            arrow_size = 10
-            arrow_width = 10
+            arrow_size = 15
+            arrow_width = 15
             color = ("#444", self.palette.get)
             curved = (0.0, self._curvature_to_float)
             label = None
@@ -142,35 +142,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             path["codes"].extend(["CURVE4"] * 3)
 
         else:
-            # Determine where the edge intersects the circumference of the
-            # vertex shape.
-            # FIXME
-            #x2, y2 = dest_vertex.shape.intersection_point(
-            #    x2, y2, x1, y1, dest_vertex.size
-            #)
-            x2, y2 = x_dest, y_dest
-
-            # Draw the arrowhead
-            angle = atan2(y_dest - y_src, x_dest - x_src)
-            arrow_size = 15.0 * edge.arrow_size
-            arrow_width = 10.0 / edge.arrow_width
-            aux_points = [
-                (
-                    x2 - arrow_size * cos(angle - pi / arrow_width),
-                    y2 - arrow_size * sin(angle - pi / arrow_width),
-                ),
-                (
-                    x2 - arrow_size * cos(angle + pi / arrow_width),
-                    y2 - arrow_size * sin(angle + pi / arrow_width),
-                ),
-            ]
-
-            # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
-            # Draw the line
-            path["vertices"].append([x_arrow_mid, y_arrow_mid])
+            path["vertices"].append(dest_vertex.position)
             path["codes"].append("LINETO")
 
         # Add arrowhead in the path, the exact positions are recomputed within
@@ -188,10 +160,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
                 codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
             ),
             edgecolor=edge.color,
-            facecolor="none",
+            facecolor=edge.color,
             linewidth=edge.width,
             zorder=edge.zorder,
-            transform=ax.transData,
             clip_on=True,
         )
 
@@ -221,7 +192,6 @@ def draw_loop_edge(self, edge, vertex):
             facecolor="none",
             edgecolor=edge.color,
             zorder=edge.zorder,
-            transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -268,7 +238,6 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             facecolor="none",
             linewidth=edge.width,
             zorder=edge.zorder,
-            #transform=ax.transData,
             clip_on=True,
         )
         return art
@@ -313,7 +282,7 @@ def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv)
         theta = atan2(*((coordst[1] - coordst[0])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
-        voff *= size
+        voff *= size / 2
         start = trans_inv(trans(coords[0]) + voff)
         path.vertices[0] = start
 
@@ -323,7 +292,7 @@ def _update_path_edge_end_undirected(
         theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
         voff = 0 * coordst[0]
         voff[:] = [cos(theta), sin(theta)]
-        voff *= size
+        voff *= size / 2
         end = trans_inv(trans(coords[-1]) + voff)
         path.vertices[-1] = end
 
@@ -335,7 +304,7 @@ def _update_path_edge_end_directed(
         theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
         voff_unity = 0 * coordst[0]
         voff_unity[:] = [cos(theta), sin(theta)]
-        voff = voff_unity * size
+        voff = voff_unity * size / 2
         voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
 
         tip = trans_inv(trans(coords[-3]) + voff)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 374dff04b..59fc1089f 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -523,6 +523,7 @@ def _draw_vertices(self):
             patches,
             offsets=offsets,
             offset_transform=self.axes.transData,
+            match_original=True,
         )
         art.set_transform(IdentityTransform())
         self._vertices.append(art)
@@ -775,7 +776,7 @@ def draw(self, graph, *args, **kwds):
         ax.set_yticks([])
 
         # Set equal aspect to get actual circles
-        #ax.set_aspect(1)
+        ax.set_aspect(1)
 
         # Autoscale for x/y axis limits
         ax.autoscale_view()

From d3e42995072f9893783087bc713ff43f5073fbd4 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sun, 28 May 2023 15:03:12 +1000
Subject: [PATCH 070/681] Vertex labels and related offsets are fine, missing
 group marking

---
 src/igraph/drawing/matplotlib/graph.py | 8 +++-----
 1 file changed, 3 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 59fc1089f..c626338cf 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -316,20 +316,18 @@ def _draw_vertex_labels(self):
             else:
                 vertex_width = vertex.width
                 vertex_height = vertex.height
-            xtext = coords[0] + dist * vertex_width * np.cos(angle)
-            ytext = coords[1] + dist * vertex_height * np.sin(angle)
+            xtext = dist * 0.5 * vertex_width * np.cos(angle)
+            ytext = dist * 0.5 * vertex_height * np.sin(angle)
             xytext = (xtext, ytext)
-            textcoords = "data"
 
             art = mpl.text.Annotation(
                 vertex.label,
                 coords,
                 xytext=xytext,
-                textcoords=textcoords,
+                textcoords='offset points',
                 fontsize=label_size,
                 ha="center",
                 va="center",
-                transform=self.axes.transData,
                 clip_on=True,
                 zorder=3,
             )

From f949f158f389719b6285d3dd31934dd7c3599d2a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 18:58:25 +1000
Subject: [PATCH 071/681] All works, baseline images unchanged

---
 src/igraph/drawing/matplotlib/edge.py    |   8 +-
 src/igraph/drawing/matplotlib/graph.py   | 127 ++++++++++------------
 src/igraph/drawing/matplotlib/polygon.py | 131 +++++++++++++++--------
 src/igraph/drawing/shapes.py             |   2 +-
 tests/drawing/matplotlib/test_graph.py   |  18 +++-
 5 files changed, 159 insertions(+), 127 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 5e1132fb4..f557964af 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -253,10 +253,7 @@ def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
-    def _update_path_from_vertices(self):
-        if self._vertex_sizes is None:
-            return
-
+    def _update_paths(self):
         paths_original = self._paths_original
         vertex_sizes = self._vertex_sizes
         trans = self.axes.transData.transform
@@ -314,5 +311,6 @@ def _update_path_edge_end_directed(
         path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
 
     def draw(self, renderer):
-        self._update_path_from_vertices()
+        if self._vertex_sizes is not None:
+            self._update_paths()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index c626338cf..f1aab7cff 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -18,10 +18,10 @@
 
 from igraph._igraph import convex_hull, VertexSeq
 from igraph.drawing.baseclasses import AbstractGraphDrawer
-from igraph.drawing.utils import Point, FakeModule
+from igraph.drawing.utils import FakeModule
 
 from .edge import MatplotlibEdgeDrawer, EdgeCollection
-from .polygon import MatplotlibPolygonDrawer
+from .polygon import HullCollection
 from .utils import find_matplotlib
 from .vertex import MatplotlibVertexDrawer
 
@@ -174,24 +174,24 @@ def _kwds_post_update(self):
         self.stale = True
 
     def _clear_state(self):
-        self._vertices = []
-        self._edges = []
+        self._vertices = None
+        self._edges = None
         self._vertex_labels = []
         self._edge_labels = []
-        self._group_artists = []
+        self._groups = None
         self._legend_info = {}
 
     def get_children(self):
-        artists = sum(
-            [
-                self._group_artists,
-                self._edges,
-                self._vertices,
-                self._edge_labels,
-                self._vertex_labels,
-            ],
-            [],
-        )
+        artists = []
+        if self._groups is not None:
+            artists.append(self._groups)
+        # This way vertices are on top of edges, since they are drawn later
+        if self._edges is not None:
+            artists.append(self._edges)
+        if self._vertices is not None:
+            artists.append(self._vertices)
+        artists.extend(self._edge_labels)
+        artists.extend(self._vertex_labels)
         return tuple(artists)
 
     def _set_edge_curve(self, **kwds):
@@ -233,7 +233,7 @@ def get_edges(self):
 
     def get_groups(self):
         """Get group/cluster/cover artists."""
-        return self._group_artists
+        return self._groups
 
     def get_vertex_labels(self):
         """Get vertex label artists."""
@@ -256,25 +256,19 @@ def get_datalim(self):
         if len(layout) == 0:
             mins = np.array([0, 0])
             maxs = np.array([1, 1])
-        else:
-            mins = np.min(layout, axis=0).astype(float)
-            maxs = np.max(layout, axis=0).astype(float)
-
-            # 5% padding, on each side
-            pad = (maxs - mins) * 0.05
-            mins -= pad
-            maxs += pad
-
-            ## Pad by vertex size, to ensure they fit
-            #vertex_builder = self.vertex_builder
-            #if vertex_builder.size is not None:
-            #    mins -= vertex_builder.size * 1.1
-            #    maxs += vertex_builder.size * 1.1
-            #else:
-            #    mins[0] -= vertex_builder.width * 0.55
-            #    mins[1] -= vertex_builder.height * 0.55
-            #    maxs[0] += vertex_builder.width * 0.55
-            #    maxs[1] += vertex_builder.height * 0.55
+            return (mins, maxs)
+
+        # NOTE: Better than this would be to compute bounding boxes explicitely,
+        # e.g. for vertex labels. However, that needs to be done very carefully
+        # (e.g. see the note for mpl.artist.Artist.get_window_extent). We
+        # currently lack the knowledge to ensure that would work well, but
+        # that might change in the future.
+        mins = np.min(layout, axis=0).astype(float)
+        maxs = np.max(layout, axis=0).astype(float)
+        # 8% padding, on each side
+        pad = (maxs - mins) * 0.08
+        mins -= pad
+        maxs += pad
 
         return (mins, maxs)
 
@@ -396,15 +390,15 @@ def _draw_groups(self):
         # Deferred import to avoid a cycle in the import graph
         from igraph.clustering import VertexClustering, VertexCover
 
+        mark_groups = self.kwds["mark_groups"]
+        if not mark_groups:
+            return
+
         kwds = self.kwds
         palette = self.kwds["palette"]
         layout = self.kwds["layout"]
-        mark_groups = self.kwds["mark_groups"]
         vertex_builder = self.vertex_builder
 
-        if not mark_groups:
-            return
-
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
         if isinstance(mark_groups, dict):
@@ -432,6 +426,10 @@ def _draw_groups(self):
             }
 
         # Iterate over color-memberlist pairs
+        polygons = []
+        corner_radii = []
+        facecolors = []
+        edgecolors = []
         for group, color_id in group_iter:
             if not group or color_id is None:
                 continue
@@ -446,38 +444,12 @@ def _draw_groups(self):
             # Get the vertex indices that constitute the convex hull
             hull = [group[i] for i in convex_hull([layout[idx] for idx in group])]
 
-            # Calculate the preferred rounding radius for the corners
-            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
-
-            # Construct the polygon
+            # Construct the hull polygon
             polygon = [layout[idx] for idx in hull]
 
-            if len(polygon) == 2:
-                # Expand the polygon (which is a flat line otherwise)
-                a, b = Point(*polygon[0]), Point(*polygon[1])
-                c = corner_radius * (a - b).normalized()
-                n = Point(-c[1], c[0])
-                polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
-            else:
-                # Expand the polygon around its center of mass
-                center = Point(
-                    *[sum(coords) / float(len(coords)) for coords in zip(*polygon)]
-                )
-                polygon = [
-                    Point(*point).towards(center, -corner_radius) for point in polygon
-                ]
-
-            # Draw the hull
+            # Calculate rounding radius and facecolor
+            corner_radius = 1.25 * max(vertex_builder[idx].size for idx in hull)
             facecolor = (color[0], color[1], color[2], 0.25 * color[3])
-            drawer = MatplotlibPolygonDrawer(self.axes)
-            art = drawer.draw(
-                polygon,
-                corner_radius=corner_radius,
-                facecolor=facecolor,
-                edgecolor=color,
-            )
-            if art is not None:
-                self._group_artists.append(art)
 
             if kwds.get("legend", False):
                 legend_info["handles"].append(
@@ -491,6 +463,21 @@ def _draw_groups(self):
                 )
                 legend_info["labels"].append(str(color_id))
 
+            if len(polygon) >= 1:
+                polygons.append(mpl.path.Path(polygon))
+                corner_radii.append(corner_radius)
+                facecolors.append(facecolor)
+                edgecolors.append(color)
+
+        art = HullCollection(
+            polygons,
+            corner_radius=corner_radii,
+            facecolor=facecolors,
+            edgecolor=edgecolors,
+            transform=self.axes.transData,
+        )
+        self._groups = art
+
         if kwds.get("legend", False):
             self.legend_info = legend_info
 
@@ -524,7 +511,7 @@ def _draw_vertices(self):
             match_original=True,
         )
         art.set_transform(IdentityTransform())
-        self._vertices.append(art)
+        self._vertices = art
 
     def _draw_edges(self):
         """Draw the edges"""
@@ -577,7 +564,7 @@ def _draw_edges(self):
             arrow_widths=arrow_widths,
             transform=self.axes.transData,
         )
-        self._edges.append(art)
+        self._edges = art
 
     def _reprocess(self):
         """Prepare artist and children for the actual drawing.
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 8e429a9b8..c014e9b22 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -1,49 +1,52 @@
+from copy import deepcopy
+
 from igraph.drawing.utils import calculate_corner_radii
 from igraph.utils import consecutive_pairs
+from igraph.drawing.utils import Point, FakeModule
 
 from .utils import find_matplotlib
 
-__all__ = ("MatplotlibPolygonDrawer",)
+__all__ = ("HullCollection",)
 
 mpl, plt = find_matplotlib()
-
-
-class MatplotlibPolygonDrawer:
-    """Class that is used to draw polygons in matplotlib.
-
-    The corner points of the polygon can be set by the C{points}
-    property of the drawer, or passed at construction time. Most
-    drawing methods in this class also have an extra C{points}
-    argument that can be used to override the set of points in the
-    C{points} property."""
-
-    def __init__(self, ax):
-        """Constructs a new polygon drawer that draws on the given
-        Matplotlib axes.
-
-        @param  ax: the matplotlib Axes to draw on
-        """
-        self.context = ax
-
-    def draw(self, points, corner_radius=0, **kwds):
-        """Draws a polygon to the associated axes.
-
-        @param points: the coordinates of the corners of the polygon,
-          in clockwise or counter-clockwise order, or C{None} if we are
-          about to use the C{points} property of the class.
-        @param corner_radius: if zero, an ordinary polygon will be drawn.
-          If positive, the corners of the polygon will be rounded with
-          the given radius.
-        """
-        if len(points) < 2:
-            # Well, a polygon must have at least two corner points
-            return
-
-        ax = self.context
+try:
+    PathCollection = mpl.collections.PathCollection
+except AttributeError:
+    PatchCollection = FakeModule
+
+
+class HullCollection(PathCollection):
+    """Collection for hulls connecting vertex covers/clusters.
+
+    The class takes the normal arguments of a PathCollection, plus one argument
+    called "corner_radius" that specifies how much to smoothen the polygon
+    vertices into round corners. This argument can be a float or a sequence
+    of floats, one for each hull to be drawn.
+    """
+    def __init__(self, *args, **kwargs):
+        self._corner_radii = kwargs.pop("corner_radius", None)
+        super().__init__(*args, **kwargs)
+        self._paths_original = deepcopy(self._paths)
+        try:
+            self._corner_radii = list(iter(self._corner_radii))
+        except TypeError:
+            self._corner_radii = [self._corner_radii for x in self._paths]
+
+    def _update_paths(self):
+        paths_original = self._paths_original
+        corner_radii = self._corner_radii
+        trans = self.axes.transData.transform
+        trans_inv = self.axes.transData.inverted().transform
+
+        for i, (path_orig, radius) in enumerate(zip(paths_original, corner_radii)):
+            self._paths[i] = self._compute_path_with_corner_radius(
+                path_orig, radius, trans, trans_inv,
+            )
+
+    @staticmethod
+    def _round_corners(points, corner_radius):
         if corner_radius <= 0:
-            # No rounded corners, this is simple
-            stroke = mpl.patches.Polygon(points, **kwds)
-            ax.add_patch(stroke)
+            return (points, None)
 
         # Rounded corners. First, we will take each side of the
         # polygon and find what the corner radius should be on
@@ -80,11 +83,47 @@ def draw(self, points, corner_radius=0, **kwds):
             codes.extend([mpl.path.Path.CURVE4] * 3)
             u = v
 
-        art = mpl.patches.PathPatch(
-            mpl.path.Path(path, codes=codes, closed=True),
-            transform=ax.transData,
-            clip_on=True,
-            zorder=4,
-            **kwds,
-        )
-        return art
+        return (path, codes)
+
+    @staticmethod
+    def _expand_path(coordst, radius):
+        if len(coordst) == 1:
+            # Expand a rectangle around a single vertex
+            a = Point(*coordst[0])
+            c = Point(radius, 0)
+            n = Point(-c[1], c[0])
+            polygon = [a + n, a - c, a - n, a + c]
+        elif len(coordst) == 2:
+            # Flat line, make it an actual shape
+            a, b = Point(*coordst[0]), Point(*coordst[1])
+            c = radius * (a - b).normalized()
+            n = Point(-c[1], c[0])
+            polygon = [a + n, b + n, b - c, b - n, a - n, a + c]
+        else:
+            # Expand the polygon around its center of mass
+            center = Point(
+                *[sum(coords) / float(len(coords)) for coords in zip(*coordst)]
+            )
+            polygon = [
+                Point(*point).towards(center, -radius) for point in coordst
+            ]
+        return polygon
+
+    def _compute_path_with_corner_radius(
+            self, path_orig, radius, trans, trans_inv,
+    ):
+        # Move to point/canvas coordinates
+        coordst = trans(path_orig.vertices)
+        # Expand around vertices
+        polygon = self._expand_path(coordst, radius)
+        # Compute round corners
+        (polygon, codes) = self._round_corners(polygon, radius)
+        # Return to data coordinates
+        polygon = [trans_inv(x) for x in polygon]
+        return mpl.path.Path(polygon, codes)
+
+    def draw(self, renderer):
+        if self._corner_radii is not None:
+            self._update_paths()
+        return super().draw(renderer)
+
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 6598766d4..df4d00c70 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                - width / 2, - height / 2,
+                (- width / 2, - height / 2),
                 width,
                 height,
                 clip_on=True,
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index f40bcdb78..ad7a64dab 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -86,15 +86,15 @@ def test_mark_groups_squares(self):
         )
 
     @image_comparison(baseline_images=["graph_edit_children"], remove_text=True)
-    def test_mark_groups_squares(self):
+    def test_edit_children(self):
         plt.close("all")
         g = Graph.Ring(5)
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
-        dot = graph_artist.get_vertices()[0]
-        dot.set_facecolor("blue")
-        dot.radius *= 0.5
+        dots = graph_artist.get_vertices()
+        dots.set_facecolor("blue")
+        dots.radius *= 0.5
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):
@@ -190,7 +190,15 @@ def test_clustering_directed_large(self):
         g = Graph.Ring(50, directed=True)
         clu = VertexClustering(g, [0] * 3 + [1] * 17 + [2] * 30)
         fig, ax = plt.subplots()
-        plot(clu, layout=self.layout_large_ring, target=ax, mark_groups=True)
+        plot(
+            clu,
+            vertex_size=17,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+            layout=self.layout_large_ring,
+            target=ax,
+            mark_groups=True,
+        )
 
 
 def suite():

From 682daaea46f0e6a55b9c0c5ca5226075b369ada8 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 19:07:43 +1000
Subject: [PATCH 072/681] Remove fixed aspect ratio

---
 src/igraph/drawing/matplotlib/graph.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f1aab7cff..80636b723 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -760,9 +760,6 @@ def draw(self, graph, *args, **kwds):
         ax.set_xticks([])
         ax.set_yticks([])
 
-        # Set equal aspect to get actual circles
-        ax.set_aspect(1)
-
         # Autoscale for x/y axis limits
         ax.autoscale_view()
 

From 7c5bb84efd706855b79bc65276fa5e11eb7b8639 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 29 May 2023 22:00:24 +1000
Subject: [PATCH 073/681] mpl baseline images, tweak some tests

---
 src/igraph/drawing/matplotlib/graph.py        |  35 ++++++++++++++----
 .../test_graph/clustering_directed.png        | Bin 34606 -> 36495 bytes
 .../test_graph/clustering_directed_large.png  | Bin 60151 -> 62421 bytes
 .../test_graph/graph_basic.png                | Bin 22749 -> 22683 bytes
 .../test_graph/graph_directed.png             | Bin 23715 -> 23740 bytes
 .../test_graph/graph_layout_attribute.png     | Bin 8845 -> 18111 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23715 -> 23740 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 0 -> 19296 bytes
 tests/drawing/matplotlib/test_graph.py        |   1 -
 9 files changed, 28 insertions(+), 8 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_squares_directed.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 80636b723..ea09440f5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -258,15 +258,36 @@ def get_datalim(self):
             maxs = np.array([1, 1])
             return (mins, maxs)
 
-        # NOTE: Better than this would be to compute bounding boxes explicitely,
-        # e.g. for vertex labels. However, that needs to be done very carefully
-        # (e.g. see the note for mpl.artist.Artist.get_window_extent). We
-        # currently lack the knowledge to ensure that would work well, but
-        # that might change in the future.
+        # Use the layout as a base, and expand using bboxes from other artists
         mins = np.min(layout, axis=0).astype(float)
         maxs = np.max(layout, axis=0).astype(float)
-        # 8% padding, on each side
-        pad = (maxs - mins) * 0.08
+
+        # NOTE: unlike other Collections, the vertices are a vanilla class:
+        # PatchCollection with an offset transform using transData. Therefore,
+        # care should be taken if one wants to include it here
+        if self._vertices is not None:
+            trans = self.axes.transData.transform
+            trans_inv = self.axes.transData.inverted().transform
+            verts = self._vertices
+            for path, offset in zip(verts.get_paths(), verts._offsets):
+                bbox = path.get_extents()
+                mins = np.minimum(mins, trans_inv(bbox.min + trans(offset)))
+                maxs = np.maximum(maxs, trans_inv(bbox.max + trans(offset)))
+
+        if self._edges is not None:
+            for path in self._edges.get_paths():
+                bbox = path.get_extents()
+                mins = np.minimum(mins, bbox.min)
+                maxs = np.maximum(maxs, bbox.max)
+
+        if self._groups is not None:
+            for path in self._groups.get_paths():
+                bbox = path.get_extents()
+                mins = np.minimum(mins, bbox.min)
+                maxs = np.maximum(maxs, bbox.max)
+
+        # 5% padding, on each side
+        pad = (maxs - mins) * 0.05
         mins -= pad
         maxs += pad
 
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 8a8179e05c9997cca1a174bfa5702e803efa1167..195b0f379f299c97eef8f1455538eac3fa9bbfef 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index ad7a64dab..b80776d3d 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -94,7 +94,6 @@ def test_edit_children(self):
         graph_artist = ax.get_children()[0]
         dots = graph_artist.get_vertices()
         dots.set_facecolor("blue")
-        dots.radius *= 0.5
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):

From de52768804f3af27face29120b2e8d59d75164b2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 May 2023 14:02:21 +0000
Subject: [PATCH 074/681] build(deps): bump pypa/cibuildwheel from 2.12.3 to
 2.13.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.12.3 to 2.13.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.12.3...v2.13.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 36babc937..93d6d40fa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.12.3
+        uses: pypa/cibuildwheel@v2.13.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d1e21a0b188a44c3d618f1c10c288394c242b420 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 31 May 2023 21:17:19 +1000
Subject: [PATCH 075/681] Update edges upon vertex size change

---
 src/igraph/drawing/matplotlib/edge.py         |   2 +-
 src/igraph/drawing/matplotlib/graph.py        | 106 +++++++++++++-----
 src/igraph/drawing/matplotlib/polygon.py      |   2 +-
 src/igraph/drawing/matplotlib/vertex.py       |  84 +++++++++++++-
 .../test_graph/graph_edit_children.png        | Bin 22431 -> 22535 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 +-
 6 files changed, 165 insertions(+), 32 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index f557964af..d54bb0935 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -13,7 +13,7 @@
     FakeModule,
 )
 
-__all__ = ("MatplotlibEdgeDrawer",)
+__all__ = ("MatplotlibEdgeDrawer", "EdgeCollection")
 
 mpl, plt = find_matplotlib()
 try:
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index ea09440f5..cc693de37 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -23,18 +23,16 @@
 from .edge import MatplotlibEdgeDrawer, EdgeCollection
 from .polygon import HullCollection
 from .utils import find_matplotlib
-from .vertex import MatplotlibVertexDrawer
+from .vertex import MatplotlibVertexDrawer, VertexCollection
 
 __all__ = ("MatplotlibGraphDrawer",)
 
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
-    PatchCollection = mpl.collections.PatchCollection
     IdentityTransform = mpl.transforms.IdentityTransform
 except AttributeError:
     Artist = FakeModule
-    PatchCollection = FakeModule
     IdentityTransform = FakeModule
 
 #####################################################################
@@ -158,8 +156,8 @@ def __init__(
     ):
         super().__init__()
         self.graph = graph
-        self.vertex_drawer_factory = vertex_drawer_factory
-        self.edge_drawer_factory = edge_drawer_factory
+        self._vertex_drawer_factory = vertex_drawer_factory
+        self._edge_drawer_factory = edge_drawer_factory
         self.kwds = kwds
         self.kwds["mark_groups"] = mark_groups
         self.kwds["palette"] = palette
@@ -262,7 +260,7 @@ def get_datalim(self):
         mins = np.min(layout, axis=0).astype(float)
         maxs = np.max(layout, axis=0).astype(float)
 
-        # NOTE: unlike other Collections, the vertices are a vanilla class:
+        # NOTE: unlike other Collections, the vertices are basically a
         # PatchCollection with an offset transform using transData. Therefore,
         # care should be taken if one wants to include it here
         if self._vertices is not None:
@@ -298,8 +296,10 @@ def _draw_vertex_labels(self):
 
         kwds = self.kwds
         layout = self.kwds["layout"]
-        vertex_builder = self.vertex_builder
-        vertex_order = self.vertex_order
+        vertex_builder = self._vertex_builder
+        vertex_order = self._vertex_order
+
+        self._vertex_labels = []
 
         # Construct the iterator that we will use to draw the vertex labels
         if vertex_order is None:
@@ -351,10 +351,12 @@ def _draw_vertex_labels(self):
     def _draw_edge_labels(self):
         graph = self.graph
         kwds = self.kwds
-        vertex_builder = self.vertex_builder
-        edge_builder = self.edge_builder
-        edge_drawer = self.edge_drawer
-        edge_order = self.edge_order or range(self.graph.ecount())
+        vertex_builder = self._vertex_builder
+        edge_builder = self._edge_builder
+        edge_drawer = self._edge_drawer
+        edge_order = self._edge_order or range(self.graph.ecount())
+
+        self._edge_labels = []
 
         labels = kwds.get("edge_label", None)
         if labels is None:
@@ -404,7 +406,7 @@ def _draw_edge_labels(self):
                 zorder=3,
                 **text_kwds,
             )
-            self._vertex_labels.append(art)
+            self._edge_labels.append(art)
 
     def _draw_groups(self):
         """Draw the highlighted vertex groups, if requested"""
@@ -418,7 +420,7 @@ def _draw_groups(self):
         kwds = self.kwds
         palette = self.kwds["palette"]
         layout = self.kwds["layout"]
-        vertex_builder = self.vertex_builder
+        vertex_builder = self._vertex_builder
 
         # Figure out what to do with mark_groups in order to be able to
         # iterate over it and get memberlist-color pairs
@@ -506,9 +508,9 @@ def _draw_vertices(self):
         """Draw the vertices"""
         graph = self.graph
         layout = self.kwds["layout"]
-        vertex_drawer = self.vertex_drawer
-        vertex_builder = self.vertex_builder
-        vertex_order = self.vertex_order
+        vertex_drawer = self._vertex_drawer
+        vertex_builder = self._vertex_builder
+        vertex_order = self._vertex_order
 
         vs = graph.vs
         if vertex_order is None:
@@ -525,7 +527,8 @@ def _draw_vertices(self):
             art = vertex_drawer.draw(visual_vertex, vertex, coords)
             patches.append(art)
             offsets.append(list(coords))
-        art = PatchCollection(
+
+        art = VertexCollection(
             patches,
             offsets=offsets,
             offset_transform=self.axes.transData,
@@ -537,10 +540,10 @@ def _draw_vertices(self):
     def _draw_edges(self):
         """Draw the edges"""
         graph = self.graph
-        vertex_builder = self.vertex_builder
-        edge_drawer = self.edge_drawer
-        edge_builder = self.edge_builder
-        edge_order = self.edge_order
+        vertex_builder = self._vertex_builder
+        edge_drawer = self._edge_drawer
+        edge_builder = self._edge_builder
+        edge_order = self._edge_order
 
         es = graph.es
         if edge_order is None:
@@ -606,18 +609,24 @@ def _reprocess(self):
         kwds = self.kwds
 
         # Construct the vertex, edge and label drawers
-        self.vertex_drawer = self.vertex_drawer_factory(self.axes, palette, layout)
-        self.edge_drawer = self.edge_drawer_factory(self.axes, palette)
+        if not hasattr(self, "_vertex_drawer"):
+            self._vertex_drawer = self._vertex_drawer_factory(self.axes, palette, layout)
+        if not hasattr(self, "_edge_drawer"):
+            self._edge_drawer = self._edge_drawer_factory(self.axes, palette)
 
         # Construct the visual vertex/edge builders based on the specifications
         # provided by the vertex_drawer and the edge_drawer
-        self.vertex_builder = self.vertex_drawer.VisualVertexBuilder(graph.vs, kwds)
-        self.edge_builder = self.edge_drawer.VisualEdgeBuilder(graph.es, kwds)
+        if not hasattr(self, "_vertex_builder"):
+            self._vertex_builder = self._vertex_drawer.VisualVertexBuilder(
+                graph.vs, kwds)
+        if not hasattr(self, "_edge_builder"):
+            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(
+                graph.es, kwds)
 
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
-        self.vertex_order = self._determine_vertex_order(graph, kwds)
-        self.edge_order = self._determine_edge_order(graph, kwds)
+        self._vertex_order = self._determine_vertex_order(graph, kwds)
+        self._edge_order = self._determine_edge_order(graph, kwds)
 
         self._draw_groups()
         self._draw_vertices()
@@ -625,6 +634,47 @@ def _reprocess(self):
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
+        # When the vertices change size, one has to redraw the edges to match
+        # the boundary of the marker. Unless one has granular control over exactly
+        # what edges to redraw, it's simpler to just redraw the whole thing. That
+        # requires adapting the vertex_builder (already done in VertexCollection)
+        # and then redrawing the container artist.
+        def vertex_size_callback(artist):
+            sizes = artist.get_sizes()
+            for size, vb in zip(sizes, self._vertex_builder):
+                vb.size = size
+            self._reprocess()
+
+        # Callbacks for other vertex properties, to ensure they are in sync
+        # with vertex_builder.
+        # NOTE: no need to reprocess here because it does not affect other
+        # parts of the container artist (e.g. edges)
+        def stale_callback(artist):
+            # If the stale state emerges from other properties, we can salvage
+            # the other artists but we have to update the vertex builder anyway
+            # in case a _reprocess is triggered by something else.
+            prop_pairs = (
+                ("edgecolor", "frame_color"),
+                ("facecolor", "color"),
+                ("linewidth", "frame_width"),
+                ("zorder", "zorder"),
+                ("sizes", "size"),
+            )
+            for mpl_prop, ig_prop in prop_pairs:
+                values = getattr(artist, "get_" + mpl_prop)()
+                try:
+                    iter(values)
+                except TypeError:
+                    values = [values] * len(artist.get_paths())
+                for value, visual_vertex in zip(values, self._vertex_builder):
+                    setattr(visual_vertex, ig_prop, value)
+
+            # If the size is stale, one needs to redraw everything
+            if artist._stale_size:
+                self._reprocess()
+
+        self._vertices._stale_callback_post = stale_callback
+
         # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
         for child in self.get_children():
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index c014e9b22..b68438ada 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -12,7 +12,7 @@
 try:
     PathCollection = mpl.collections.PathCollection
 except AttributeError:
-    PatchCollection = FakeModule
+    PathCollection = FakeModule
 
 
 class HullCollection(PathCollection):
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index e93e31949..89c874d4a 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -13,11 +13,13 @@
 mpl, _ = find_matplotlib()
 try:
     IdentityTransform = mpl.transforms.IdentityTransform
+    PatchCollection = mpl.collections.PatchCollection
 except AttributeError:
     IdentityTransform = FakeModule
+    PatchCollection = FakeModule
 
 
-__all__ = ("MatplotlibVertexDrawer",)
+__all__ = ("MatplotlibVertexDrawer", "VertexCollection")
 
 
 class MatplotlibVertexDrawer(AbstractVertexDrawer):
@@ -80,3 +82,83 @@ def draw(self, visual_vertex, vertex, coords):
             transform=IdentityTransform(),
         )
         return art
+
+
+class VertexCollection(PatchCollection):
+    """Collection of vertex patches for plotting.
+
+    This class takes additional keyword arguments compared to PatchCollection:
+
+    @param vertex_builder: A list of vertex builders to construct the visual
+        vertices. This is updated if the size of the vertices is changed.
+    @param size_callback: A function to be triggered after vertex sizes are
+        changed. Typically this redraws the edges.
+    """
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self._stale_size = False
+
+    def get_sizes(self):
+        """Same as get_size."""
+        return self.get_size()
+
+    def get_size(self):
+        """Get vertex sizes.
+
+        If width and height are unequal, get the largest of the two.
+
+        @return: A list of vertex sizes.
+        """
+        import numpy as np
+
+        sizes = []
+        for path in self.get_paths():
+            bbox = path.get_extents()
+            mins, maxs = bbox.min, bbox.max
+            width, height = maxs - mins
+            size = max(width, height)
+            sizes.append(size)
+        return np.array(sizes)
+
+    def set_sizes(self, sizes):
+        """Set vertex sizes.
+
+        This rescales the current vertex symbol/path linearly, using this
+        value as the largest of width and height.
+
+        @param sizes: A sequence of vertex sizes or a single size.
+        """
+        paths = self._paths
+        try:
+            iter(sizes)
+        except TypeError:
+            sizes = [sizes] * len(paths)
+
+        sizes = list(sizes)
+        current_sizes = self.get_sizes()
+        for path, cursize in zip(paths, current_sizes):
+            # Circular use of sizes
+            size = sizes.pop(0)
+            sizes.append(size)
+            # Rescale the path for this vertex
+            path.vertices *= size / cursize
+
+        self._stale_size = True
+        self.stale = True
+
+    def set_size(self, size):
+        """Set vertex size, the same for all vertices.
+
+        @param size: A single vertex size.
+        """
+        self.set_sizes([size] * len(self.get_paths()))
+
+    @property
+    def stale(self):
+        return super().stale
+
+    @stale.setter
+    def stale(self, val):
+        PatchCollection.stale.fset(self, val)
+        if val and hasattr(self, "_stale_callback_post"):
+            self._stale_callback_post(self)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_edit_children.png
index 14a9122d80c3d75900e9c77d4a09d04e540763f2..eedbdeb3e6e6a0125b4bb38c61b00824d6ae87e4 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index b80776d3d..12c1e8db1 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -93,7 +93,8 @@ def test_edit_children(self):
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
         dots = graph_artist.get_vertices()
-        dots.set_facecolor("blue")
+        dots.set_facecolors(["blue"] + list(dots.get_facecolors()[1:]))
+        dots.set_sizes([20] + list(dots.get_sizes()[1:]))
 
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):

From 764c9723eb0dcf5db2b8fefb1ba43c82dace6d9b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 11:48:04 +1000
Subject: [PATCH 076/681] New vertex sizes in docs, remaining bug with loops

---
 doc/examples_sphinx-gallery/articulation_points.py       | 2 +-
 doc/examples_sphinx-gallery/betweenness.py               | 2 +-
 doc/examples_sphinx-gallery/bipartite_matching.py        | 2 +-
 .../bipartite_matching_maxflow.py                        | 2 +-
 doc/examples_sphinx-gallery/bridges.py                   | 4 ++--
 doc/examples_sphinx-gallery/cluster_contraction.py       | 8 ++++----
 doc/examples_sphinx-gallery/configuration.py             | 2 +-
 doc/examples_sphinx-gallery/connected_components.py      | 2 +-
 doc/examples_sphinx-gallery/delaunay-triangulation.py    | 4 ++--
 doc/examples_sphinx-gallery/erdos_renyi.py               | 4 ++--
 doc/examples_sphinx-gallery/isomorphism.py               | 2 +-
 doc/examples_sphinx-gallery/online_user_actions.py       | 2 +-
 doc/examples_sphinx-gallery/quickstart.py                | 2 +-
 doc/examples_sphinx-gallery/simplify.py                  | 2 +-
 doc/examples_sphinx-gallery/topological_sort.py          | 2 +-
 doc/examples_sphinx-gallery/visual_style.py              | 2 +-
 doc/examples_sphinx-gallery/visualize_cliques.py         | 2 ++
 doc/examples_sphinx-gallery/visualize_communities.py     | 2 +-
 src/igraph/drawing/matplotlib/edge.py                    | 1 +
 src/igraph/drawing/matplotlib/graph.py                   | 9 ++++++---
 20 files changed, 32 insertions(+), 26 deletions(-)

diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 2b92b3704..89fb3f197 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -27,7 +27,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
     vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index a9e568e70..3e2e644a6 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -45,7 +45,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
-    g.vs["size"]  = ig.rescale(vertex_betweenness, (0.1, 0.5))
+    g.vs["size"]  = ig.rescale(vertex_betweenness, (10, 50))
     g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
     g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
     ig.plot(
diff --git a/doc/examples_sphinx-gallery/bipartite_matching.py b/doc/examples_sphinx-gallery/bipartite_matching.py
index dd7885b07..ad7538fa2 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching.py
@@ -45,7 +45,7 @@
     g,
     target=ax,
     layout=g.layout_bipartite(),
-    vertex_size=0.4,
+    vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color="lightblue",
     edge_width=[3 if e.target == matching.match_of(e.source) else 1.0 for e in g.es],
diff --git a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
index 6164e0e47..28b06e0b7 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
@@ -59,7 +59,7 @@
     g,
     target=ax,
     layout=layout,
-    vertex_size=0.4,
+    vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
     edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index ba821e88b..fb55c0b42 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -35,7 +35,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount())
 )
@@ -69,7 +69,7 @@
 ig.plot(
     g, 
     target=ax, 
-    vertex_size=0.3,
+    vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
     edge_background="#FFF0",    # transparent background color
diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index f39e71d5d..aa7cf38a7 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -55,7 +55,7 @@
     target=ax1,
     mark_groups=True,
     palette=palette1,
-    vertex_size=0.1,
+    vertex_size=15,
     edge_width=0.5,
 )
 fig1.set_size_inches(20, 20)
@@ -67,8 +67,8 @@
 # for each node in the original graph:
 layout = g.layout_kamada_kawai()
 g.vs["x"], g.vs["y"] = list(zip(*layout))
-g.vs["size"] = 1
-g.es["size"] = 1
+g.vs["size"] = 15
+g.es["size"] = 15
 
 # %%
 # Then we can generate the cluster graph that compresses each community into a
@@ -114,7 +114,7 @@
     target=ax2,
     palette=palette1,
     # set a minimum size on vertex_size, otherwise vertices are too small
-    vertex_size=[max(0.2, size / 20) for size in cluster_graph.vs["size"]],
+    vertex_size=[max(20, size) for size in cluster_graph.vs["size"]],
     edge_color=g.es["color"],
     edge_width=0.8,
 )
diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index fb0c07483..ab408886d 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -40,7 +40,7 @@
 # %%
 # Finally, we can plot the graph. You will notice that even though we did not
 # create a dedicated figure and axes, matplotlib is now used by default:
-ig.plot(g, vertex_color=colors, vertex_size=1, edge_width=0.3)
+ig.plot(g, vertex_color=colors, vertex_size=15, edge_width=0.3)
 plt.show()
 
 # %%
diff --git a/doc/examples_sphinx-gallery/connected_components.py b/doc/examples_sphinx-gallery/connected_components.py
index e85869cd5..008f66cec 100644
--- a/doc/examples_sphinx-gallery/connected_components.py
+++ b/doc/examples_sphinx-gallery/connected_components.py
@@ -30,7 +30,7 @@
     components,
     target=ax,
     palette=ig.RainbowPalette(),
-    vertex_size=0.07,
+    vertex_size=7,
     vertex_color=list(map(int, ig.rescale(components.membership, (0, 200), clamp=True))),
     edge_width=0.7
 )
diff --git a/doc/examples_sphinx-gallery/delaunay-triangulation.py b/doc/examples_sphinx-gallery/delaunay-triangulation.py
index 8f95b6e75..ba6ce5a85 100644
--- a/doc/examples_sphinx-gallery/delaunay-triangulation.py
+++ b/doc/examples_sphinx-gallery/delaunay-triangulation.py
@@ -56,7 +56,7 @@
     g,
     layout=layout,
     target=ax,
-    vertex_size=0.04,
+    vertex_size=4,
     vertex_color="lightblue",
     edge_width=0.8
 )
@@ -90,7 +90,7 @@
     g,
     layout=layout,
     target=ax,
-    vertex_size=0.0,
+    vertex_size=0,
     edge_width=0.2,
     edge_color="white",
 )
diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
index cb3ddf530..c4f2879f7 100644
--- a/doc/examples_sphinx-gallery/erdos_renyi.py
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -67,14 +67,14 @@
     target=axs[1, 0],
     layout="circle",
     vertex_color="lightblue",
-    vertex_size=0.15
+    vertex_size=15
 )
 ig.plot(
     g4,
     target=axs[1, 1],
     layout="circle",
     vertex_color="lightblue",
-    vertex_size=0.15
+    vertex_size=15
 )
 axs[1, 0].set_ylabel('N. edges')
 plt.show()
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index dd1e130b8..668b43f16 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -44,7 +44,7 @@
 visual_style = {
     "vertex_color": "lightblue",
     "vertex_label": [0, 1, 2, 3, 4],
-    "vertex_size": 0.4,
+    "vertex_size": 25,
 }
 
 fig, axs = plt.subplots(1, 3)
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 8ad9142d6..969a65b7a 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -70,7 +70,7 @@
 # %%
 # Then we can prepare vertex sizes based on their closeness to other vertices
 vertex_size = g.closeness()
-vertex_size = [0.5 * v**2 if not np.isnan(v) else 0.05 for v in vertex_size]
+vertex_size = [10 * v**2 if not np.isnan(v) else 10 for v in vertex_size]
 
 # %%
 # Finally, we can plot the graph:
diff --git a/doc/examples_sphinx-gallery/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
index 8fcefb43e..ec6f7ddb7 100644
--- a/doc/examples_sphinx-gallery/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -40,7 +40,7 @@
     g,
     target=ax,
     layout="circle", # print nodes in a circular layout
-    vertex_size=0.1,
+    vertex_size=30,
     vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
     vertex_frame_width=4.0,
     vertex_frame_color="white",
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 6d626fc71..46b753a82 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -39,7 +39,7 @@
 # choose a consistent visual style:
 visual_style = {
     "vertex_color": "lightblue",
-    "vertex_size": 0.4,
+    "vertex_size": 20,
     "vertex_label": [0, 1, 2, 3, 4],
 }
 
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 04971131b..7699b54b1 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -52,7 +52,7 @@
             g,
             target=ax,
             layout='kk',
-            vertex_size=0.3,
+            vertex_size=25,
             edge_width=4,
             vertex_label=range(g.vcount()),
             vertex_color="white",
diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 04f899ef8..803ed115d 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -15,7 +15,7 @@
 # various setting we want to customize:
 visual_style = {
     "edge_width": 0.3,
-    "vertex_size": 1.5,
+    "vertex_size": 15,
     "palette": "heat",
     "layout": "fruchterman_reingold"
 }
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 44f0ff713..3fee6fb06 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -28,6 +28,7 @@
     ig.plot(
         ig.VertexCover(g, [clique]),
         mark_groups=True, palette=ig.RainbowPalette(),
+        vetex_size=5,
         edge_width=0.5,
         target=ax,
     )
@@ -59,6 +60,7 @@
         ig.VertexCover(g, [clique]),
         mark_groups=True,
         palette=ig.RainbowPalette(),
+        vetex_size=5,
         target=ax,
     )
 plt.axis('off')
diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index 7cfd90746..df19ebf5e 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -40,7 +40,7 @@
     palette=palette,
     edge_width=1,
     target=ax,
-    vertex_size=0.3,
+    vertex_size=20,
 )
 
 # Create a custom color legend
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index d54bb0935..c6d64e265 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -250,6 +250,7 @@ def __init__(self, *args, **kwargs):
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
         self._arrow_widths = kwargs.pop("arrow_widths", 0)
+        self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
         self._paths_original = deepcopy(self._paths)
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index cc693de37..1283571f5 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -30,10 +30,10 @@
 mpl, plt = find_matplotlib()
 try:
     Artist = mpl.artist.Artist
-    IdentityTransform = mpl.transforms.IdentityTransform
+    Affine2D = mpl.transforms.Affine2D
 except AttributeError:
     Artist = FakeModule
-    IdentityTransform = FakeModule
+    Affine2D = FakeModule
 
 #####################################################################
 
@@ -533,8 +533,8 @@ def _draw_vertices(self):
             offsets=offsets,
             offset_transform=self.axes.transData,
             match_original=True,
+            transform=Affine2D(),
         )
-        art.set_transform(IdentityTransform())
         self._vertices = art
 
     def _draw_edges(self):
@@ -565,6 +565,7 @@ def _draw_edges(self):
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
+        curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             edge_vertex_sizes = []
@@ -579,6 +580,7 @@ def _draw_edges(self):
             vertex_sizes.append(edge_vertex_sizes)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
+            curved.append(visual_edge.curved)
 
         art = EdgeCollection(
             edgepatches,
@@ -586,6 +588,7 @@ def _draw_edges(self):
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            curved=curved,
             transform=self.axes.transData,
         )
         self._edges = art

From b148b5587f49a7bd76c8891c25ec0cd55c265704 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 15:37:29 +1000
Subject: [PATCH 077/681] Solve bug with loops and curved edges and add test

---
 src/igraph/drawing/matplotlib/edge.py         | 438 +++++++++---------
 src/igraph/drawing/matplotlib/graph.py        |  21 +-
 .../test_graph/clustering_directed.png        | Bin 36495 -> 36628 bytes
 .../test_graph/clustering_directed_large.png  | Bin 62421 -> 62446 bytes
 .../test_graph/graph_directed.png             | Bin 23740 -> 23948 bytes
 .../graph_directed_curved_loops.png           | Bin 0 -> 23883 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23740 -> 23948 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 19296 -> 19476 bytes
 tests/drawing/matplotlib/test_graph.py        |  11 +
 9 files changed, 230 insertions(+), 240 deletions(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index c6d64e265..f485f0143 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -61,257 +61,249 @@ class VisualEdgeBuilder(AttributeCollectorBase):
 
         return VisualEdgeBuilder
 
-    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
-        if src_vertex == dest_vertex:
-            return self.draw_loop_edge(edge, src_vertex)
-
-        ax = self.context
-        (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-        (x_src, y_src), (x_dest, y_dest) = src_vertex.position, dest_vertex.position
-
-        # Draw the edge
-        path = {"vertices": [], "codes": []}
-        path["vertices"].append([x1, y1])
-        path["codes"].append("MOVETO")
-
-        if edge.curved:
-            # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
-
-            # Coordinates of the control points of the Bezier curve
-            xc1, yc1 = aux1
-            xc2, yc2 = aux2
-
-            # Determine where the edge intersects the circumference of the
-            # vertex shape: Tip of the arrow
-            ## FIXME
-            #x2, y2 = intersect_bezier_curve_and_circle(
-            #    x_src, y_src, xc1, yc1, xc2, yc2, x_dest, y_dest, dest_vertex.size / 2.0
-            #)
-            x2, y2 = x_dest, y_dest
-
-            # Calculate the arrow head coordinates
-            angle = atan2(y_dest - y2, x_dest - x2)  # navid
-            arrow_size = 15.0 * edge.arrow_size
-            arrow_width = 10.0 / edge.arrow_width
-            aux_points = [
-                (
-                    x2 - arrow_size * cos(angle - pi / arrow_width),
-                    y2 - arrow_size * sin(angle - pi / arrow_width),
-                ),
-                (
-                    x2 - arrow_size * cos(angle + pi / arrow_width),
-                    y2 - arrow_size * sin(angle + pi / arrow_width),
-                ),
-            ]
-
-            # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
-
-            # Vector representing the base of the arrow triangle
-            x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
-
-            # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved)
-
-            # Offset the second control point (aux2) such that it falls precisely
-            # on the normal to the arrow base vector. Strictly speaking,
-            # offset_length is the offset length divided by the length of the
-            # arrow base vector.
-            offset_length = (x_arrow_mid - aux2[0]) * x_arrow_base_vec + (
-                y_arrow_mid - aux2[1]
-            ) * y_arrow_base_vec
-            offset_length /= (
-                euclidean_distance(0, 0, x_arrow_base_vec, y_arrow_base_vec) ** 2
-            )
-
-            aux2 = (
-                aux2[0] + x_arrow_base_vec * offset_length,
-                aux2[1] + y_arrow_base_vec * offset_length,
-            )
-
-            # Draw the curve from the first vertex to the midpoint of the base
-            # of the arrow head
-            path["vertices"].append(aux1)
-            path["vertices"].append(aux2)
-            path["vertices"].append([x_arrow_mid, y_arrow_mid])
-            path["codes"].extend(["CURVE4"] * 3)
-
-        else:
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].append("LINETO")
-
-        # Add arrowhead in the path, the exact positions are recomputed within
-        # EdgeCollection before each draw so they don't matter here. The
-        # path for an arrowhead is: headbase (current), headleft, tip,
-        # headright, headbase, so we need to add 4 (degenerate) vertices.
-        # Assuming the arrowhead uses straight lines, they are all LINETO
-        path["vertices"].extend([path["vertices"][-1] for x in range(4)])
-        path["codes"].extend(["LINETO" for x in range(4)])
-
-        # Draw the edge
-        arrowpatch = mpl.patches.PathPatch(
-            mpl.path.Path(
-                path["vertices"],
-                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
-            ),
+    def build_patch(self, edge, src_vertex, dest_vertex):
+        art = mpl.patches.PathPatch(
+            mpl.path.Path([[0, 0]]),
             edgecolor=edge.color,
-            facecolor=edge.color,
+            facecolor=edge.color if src_vertex != dest_vertex else "none",
             linewidth=edge.width,
             zorder=edge.zorder,
             clip_on=True,
         )
-
-        return arrowpatch
-
-    def draw_loop_edge(self, edge, vertex):
-        """Draws a loop edge.
-
-        The default implementation draws a small circle.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param vertex: the vertex to which the edge is attached. Visual
-          properties are given again as attributes.
-        """
-        ax = self.context
-        radius = vertex.size * 1.5
-        center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
-        center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        art = mpl.patches.Arc(
-            (center_x, center_y),
-            radius / 2.0,
-            radius / 2.0,
-            theta1=0,
-            theta2=360.0,
-            linewidth=edge.width,
-            facecolor="none",
-            edgecolor=edge.color,
-            zorder=edge.zorder,
-            clip_on=True,
-        )
         return art
 
-    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
-        """Draws an undirected edge.
-
-        The default implementation of this method draws undirected edges
-        as straight lines. Loop edges are drawn as small circles.
-
-        @param edge: the edge to be drawn. Visual properties of the edge
-          are defined by the attributes of this object.
-        @param src_vertex: the source vertex. Visual properties are given
-          again as attributes.
-        @param dest_vertex: the target vertex. Visual properties are given
-          again as attributes.
-        """
-        if src_vertex == dest_vertex:
-            return self.draw_loop_edge(edge, src_vertex)
-
-        ax = self.context
-
-        path = {"vertices": [], "codes": []}
-        path["vertices"].append(src_vertex.position)
-        path["codes"].append("MOVETO")
-
-        if edge.curved:
-            (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
-            path["vertices"].append(aux1)
-            path["vertices"].append(aux2)
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].extend(["CURVE4"] * 3)
-        else:
-            path["vertices"].append(dest_vertex.position)
-            path["codes"].append("LINETO")
+    # The following two methods are replaced by dummy functions, the rest is
+    # taken care of in EdgeCollection for efficiency
+    def draw_directed_edge(self, edge, src_vertex, dest_vertex):
+        return self.build_patch(edge)
 
-        art = mpl.patches.PathPatch(
-            mpl.path.Path(
-                path["vertices"],
-                codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
-            ),
-            edgecolor=edge.color,
-            facecolor="none",
-            linewidth=edge.width,
-            zorder=edge.zorder,
-            clip_on=True,
-        )
-        return art
+    def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
+        return self.build_patch(edge)
 
 
 class EdgeCollection(PatchCollection):
     def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
-        self._vertex_sizes = kwargs.pop("vertex_sizes", None)
+        self._visual_vertices = kwargs.pop("visual_vertices", None)
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
         self._arrow_widths = kwargs.pop("arrow_widths", 0)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
-        self._paths_original = deepcopy(self._paths)
 
-    def _update_paths(self):
-        paths_original = self._paths_original
-        vertex_sizes = self._vertex_sizes
-        trans = self.axes.transData.transform
-        trans_inv = self.axes.transData.inverted().transform
+    @staticmethod
+    def _get_edge_vertex_sizes(edge_vertices):
+        sizes = []
+        for visual_vertex in edge_vertices:
+            if visual_vertex.size is not None:
+                sizes.append(visual_vertex.size)
+            else:
+                sizes.append(max(visual_vertex.width, visual_vertex.height))
+        return sizes
+
+    def _compute_paths(self, transform=None):
+        import numpy as np
+
+        visual_vertices = self._visual_vertices
+        if transform is None:
+            transform = self.get_transform()
+        trans = transform.transform
+        trans_inv = transform.inverted().transform
 
         # Get actual coordinates of the vertex border (rough)
-        for i, (path_orig, sizes) in enumerate(zip(paths_original, vertex_sizes)):
-            self._paths[i] = path = deepcopy(path_orig)
-            coords = path_orig.vertices
+        paths = []
+        for i, edge_vertices in enumerate(visual_vertices):
+            coords = np.vstack(
+                [
+                    edge_vertices[0].position,
+                    edge_vertices[1].position,
+                ]
+            )
             coordst = trans(coords)
-            self._update_path_edge_start(path, coords, coordst, sizes[0], trans, trans_inv)
-            if self._directed:
-                self._update_path_edge_end_directed(
-                    path, coords, coordst, sizes[1], trans, trans_inv,
-                    self._arrow_sizes[i], self._arrow_widths[i],
+            sizes = self._get_edge_vertex_sizes(edge_vertices)
+            if self._curved is not None:
+                curved = self._curved[i]
+            else:
+                curved = False
+
+            # Loops require special attention, discard any previous calculations
+            if edge_vertices[0] == edge_vertices[1]:
+                path = self._compute_path_loop(
+                    coordst[0],
+                    sizes[0],
+                    trans_inv,
+                )
+
+            elif self._directed:
+                path = self._compute_path_directed(
+                    coordst,
+                    sizes,
+                    trans_inv,
+                    curved,
+                    self._arrow_sizes[i],
+                    self._arrow_widths[i],
                 )
             else:
-                self._update_path_edge_end_undirected(
-                    path, coords, coordst, sizes[1], trans, trans_inv,
+                path = self._compute_path_undirected(
+                    coordst,
+                    sizes,
+                    trans_inv,
+                    curved,
                 )
 
-    def _update_path_edge_start(self, path, coords, coordst, size, trans, trans_inv):
-        theta = atan2(*((coordst[1] - coordst[0])[::-1]))
-        voff = 0 * coordst[0]
-        voff[:] = [cos(theta), sin(theta)]
-        voff *= size / 2
-        start = trans_inv(trans(coords[0]) + voff)
-        path.vertices[0] = start
+            paths.append(path)
+        return paths
+
+    def _compute_path_loop(self, coordt, size, trans_inv):
+        # Make arc (class method)
+        path = mpl.path.Path.arc(-90, 180)
+        vertices = path.vertices.copy()
+        codes = path.codes
+
+        # Rescale to be as large as the vertex
+        vertices *= size / 2
+        # Center top right
+        vertices += size / 2
+        # Offset to place and transform to data coordinates
+        vertices = trans_inv(coordt + vertices)
+
+        path = mpl.path.Path(
+            vertices, codes=codes,
+        )
+        return path
+
+    def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
+        path = {"vertices": [], "codes": []}
+        path["codes"].append("MOVETO")
+        if not curved:
+            path["codes"].append("LINETO")
+
+            # Start
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # End
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[1] / 2
+            path["vertices"].append(coordst[1] - voff)
+        else:
+            path["codes"].extend(["CURVE4"] * 3)
+
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                *coordst.ravel(),
+                curved,
+            )
+
+            # Start
+            theta = atan2(*((aux1 - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # Bezier
+            path["vertices"].append(aux1)
+            path["vertices"].append(aux2)
 
-    def _update_path_edge_end_undirected(
-            elf, path, coords, coordst, size, trans, trans_inv,
+            # End
+            theta = atan2(*((coordst[1] - aux2)[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[1] / 2
+            path["vertices"].append(coordst[1] - voff)
+
+        path = mpl.path.Path(
+            path["vertices"],
+            codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+        )
+        path.vertices = trans_inv(path.vertices)
+        return path
+
+    def _compute_path_directed(
+        self, coordst, sizes, trans_inv, curved, arrow_size, arrow_width
     ):
-        theta = atan2(*((coordst[-2] - coordst[-1])[::-1]))
-        voff = 0 * coordst[0]
-        voff[:] = [cos(theta), sin(theta)]
-        voff *= size / 2
-        end = trans_inv(trans(coords[-1]) + voff)
-        path.vertices[-1] = end
-
-    def _update_path_edge_end_directed(
-            self, path, coords, coordst, size, trans, trans_inv,
-            arrow_size, arrow_width):
-        # The path for arrows is start-headmid-headleft-tip-headright-headmid
-        # So, tip is the 3rd-to-last and headmid the last
-        theta = atan2(*((coordst[-6] - coordst[-3])[::-1]))
-        voff_unity = 0 * coordst[0]
-        voff_unity[:] = [cos(theta), sin(theta)]
-        voff = voff_unity * size / 2
-        voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
-
-        tip = trans_inv(trans(coords[-3]) + voff)
-        headbase = trans_inv(trans(tip) + arrow_size * voff_unity)
-        headleft = trans_inv(trans(headbase) + 0.5 * arrow_width * voff_unity_90)
-        headright = trans_inv(trans(headbase) - 0.5 * arrow_width * voff_unity_90)
-        path.vertices[-5:] = [headbase, headleft, tip, headright, headbase]
+        path = {"vertices": [], "codes": []}
+        path["codes"].append("MOVETO")
+        if not curved:
+            path["codes"].extend(["LINETO"] * 5)
+
+            # Start
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            path["vertices"].append(coordst[0] + voff)
+
+            # End with arrow (base-left-top-right-base)
+            theta = atan2(*((coordst[1] - coordst[0])[::-1]))
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            voff = voff_unity * sizes[1] / 2
+            tip = coordst[1] - voff
+
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = tip - arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+            path["vertices"].extend(
+                [
+                    headbase,
+                    headleft,
+                    tip,
+                    headright,
+                    headbase,
+                ]
+            )
+        else:
+            # Bezier
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                *coordst.ravel(),
+                curved,
+            )
+
+            # Start
+            theta = atan2(*((aux1 - coordst[0])[::-1]))
+            voff = 0 * coordst[0]
+            voff[:] = [cos(theta), sin(theta)]
+            voff *= sizes[0] / 2
+            start = coordst[0] + voff
+
+            # End with arrow (base-left-top-right-base)
+            theta = atan2(*((coordst[1] - aux2)[::-1]))
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            voff = voff_unity * sizes[1] / 2
+            tip = coordst[1] - voff
+
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = tip - arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
+            path["vertices"].extend([
+                headbase, aux2, aux1,
+                start, aux1, aux2,
+                headbase,
+                headleft,
+                tip,
+                headright,
+                headbase,
+            ])
+
+        path = mpl.path.Path(
+            path["vertices"],
+            codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
+        )
+        path.vertices = trans_inv(path.vertices)
+        return path
 
     def draw(self, renderer):
-        if self._vertex_sizes is not None:
-            self._update_paths()
+        if self._visual_vertices is not None:
+            self._paths = self._compute_paths()
         return super().draw(renderer)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 1283571f5..4508fff45 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -554,37 +554,24 @@ def _draw_edges(self):
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
 
         directed = graph.is_directed()
-        if directed:
-            # Arrows and the likes
-            drawer_method = edge_drawer.draw_directed_edge
-        else:
-            # Lines
-            drawer_method = edge_drawer.draw_undirected_edge
 
-        vertex_sizes = []
+        visual_vertices = []
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
-            edge_vertex_sizes = []
-            for visual_vertex in edge_vertices:
-                if visual_vertex.size is not None:
-                    edge_vertex_sizes.append(visual_vertex.size)
-                else:
-                    edge_vertex_sizes.append(
-                            max(visual_vertex.width, visual_vertex.height))
-            art = drawer_method(visual_edge, *edge_vertices)
+            art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)
-            vertex_sizes.append(edge_vertex_sizes)
+            visual_vertices.append(edge_vertices)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
             curved.append(visual_edge.curved)
 
         art = EdgeCollection(
             edgepatches,
-            vertex_sizes=vertex_sizes,
+            visual_vertices=visual_vertices,
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index 195b0f379f299c97eef8f1455538eac3fa9bbfef..a50e0e8a68c1981445081258be4b2f0ed4cf2c28 100644
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_directed.png
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diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_squares_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_mark_groups_squares_directed.png
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 12c1e8db1..7d41676a4 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -63,6 +63,17 @@ def test_directed(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_directed_curved_loops"], remove_text=True)
+    def test_directed_curved_loops(self):
+        plt.close("all")
+        g = Graph.Ring(5, directed=True)
+        g.add_edge(0, 0)
+        fig, ax = plt.subplots()
+        plot(
+            g, target=ax, layout=self.layout_small_ring,
+            edge_curved=[0] * 4 + [0.3],
+        )
+
     @image_comparison(baseline_images=["graph_mark_groups_directed"], remove_text=True)
     def test_mark_groups(self):
         plt.close("all")

From 478beb7f0fa8b2dc8cfaee41c90399f01ed8d46e Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 1 Jun 2023 15:53:47 +1000
Subject: [PATCH 078/681] Better docs for GraphArtist

---
 doc/source/visualisation.rst           | 12 +++++++-----
 src/igraph/drawing/matplotlib/graph.py | 14 +++++---------
 2 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index e8121551c..24b752e36 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -143,15 +143,17 @@ you might want to change the size and color of the vertices::
    >>> import matplotlib.pyplot as plt
    >>> fig, ax = plt.subplots()
    >>> ig.plot(g, target=ax)
-   >>> dot = ax.get_children()[0] # This is a Circle for the first vertex
-   >>> dot.set_color('tomato')
-   >>> dot.radius *= 2 # double the default radius
+   >>> artist = ax.get_children()[0] # This is a GraphArtist
+   >>> dots = artist.get_vertices()
+   >>> dot.set_facecolors(['tomato'] * g.vcount())
+   >>> dot.set_sizes(dot.get_sizes() * 2) # double the default radius
 
 That also helps as a workaround if you cannot figure out how to use the plotting options below: just use the defaults and
 then customize the appearance of your graph via standard `matplotlib`_ tools.
 
-.. note:: The order of `ax.get_children()` is the following: (i) patches for clustering hulls if requested;
-   (ii) patches for vertices; (iii) patches for edges: for undirected graphs, there's one patch per edge. For directed graphs, there's a *pair* of patches, associated with the arrow body and head, respectively. 
+.. note:: The order of `artist.get_children()` is the following: (i) one artist for clustering hulls if requested;
+   (ii) one artist for edges; (iii) one artist for vertices; (iv) one artist for **each** edge label; (v) one
+   artist for **each** vertex label. 
 
 To use `matplotlib_` as your default plotting backend, you can set:
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4508fff45..053e2f010 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -218,27 +218,23 @@ def _set_edge_curve(self, **kwds):
         return None
 
     def get_vertices(self):
-        """Get vertex artists."""
+        """Get VertexCollection artist."""
         return self._vertices
 
     def get_edges(self):
-        """Get edge artists.
-
-        Note that for directed edges, an edge might have more than one
-        artist, e.g. arrow shaft and arrowhead.
-        """
+        """Get EdgeCollection artist."""
         return self._edges
 
     def get_groups(self):
-        """Get group/cluster/cover artists."""
+        """Get HullCollection group/cluster/cover artists."""
         return self._groups
 
     def get_vertex_labels(self):
-        """Get vertex label artists."""
+        """Get list of vertex label artists."""
         return self._vertex_labels
 
     def get_edge_labels(self):
-        """Get edge label artists."""
+        """Get list of edge label artists."""
         return self._edge_labels
 
     def get_datalim(self):

From 3106e65328b18eae04360d122a66e44d6e431d11 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 3 Jun 2023 18:17:31 +1000
Subject: [PATCH 079/681] Callback and small bugfix for edge editing

---
 src/igraph/drawing/matplotlib/edge.py         | 102 +++++++++++++++++-
 src/igraph/drawing/matplotlib/graph.py        |  38 ++++---
 src/igraph/drawing/matplotlib/vertex.py       |  17 ++-
 .../graph_directed_curved_loops.png           | Bin 23883 -> 23632 bytes
 .../test_graph/graph_edit_children.png        | Bin 22535 -> 23762 bytes
 tests/drawing/matplotlib/test_graph.py        |   4 +
 6 files changed, 134 insertions(+), 27 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index f485f0143..bb77b8ef6 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -86,8 +86,8 @@ def __init__(self, *args, **kwargs):
         kwargs["match_original"] = True
         self._visual_vertices = kwargs.pop("visual_vertices", None)
         self._directed = kwargs.pop("directed", False)
-        self._arrow_sizes = kwargs.pop("arrow_sizes", 0)
-        self._arrow_widths = kwargs.pop("arrow_widths", 0)
+        self._arrow_sizes = kwargs.pop("arrow_sizes", None)
+        self._arrow_widths = kwargs.pop("arrow_widths", None)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
 
@@ -135,13 +135,19 @@ def _compute_paths(self, transform=None):
                 )
 
             elif self._directed:
+                if (self._arrow_sizes is None) or (self._arrow_widths is None):
+                    arrow_size = 0
+                    arrow_width = 0
+                else:
+                    arrow_size = self._arrow_sizes[i]
+                    arrow_width = self._arrow_widths[i]
                 path = self._compute_path_directed(
                     coordst,
                     sizes,
                     trans_inv,
                     curved,
-                    self._arrow_sizes[i],
-                    self._arrow_widths[i],
+                    arrow_size,
+                    arrow_width,
                 )
             else:
                 path = self._compute_path_undirected(
@@ -155,6 +161,8 @@ def _compute_paths(self, transform=None):
         return paths
 
     def _compute_path_loop(self, coordt, size, trans_inv):
+        import numpy as np
+
         # Make arc (class method)
         path = mpl.path.Path.arc(-90, 180)
         vertices = path.vertices.copy()
@@ -167,6 +175,16 @@ def _compute_path_loop(self, coordt, size, trans_inv):
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
 
+        # Hack used for any curved lines to deal with facecolor
+        vertices = np.vstack([
+            vertices,
+            vertices[:-1][::-1],
+        ])
+        codes = np.concatenate([
+            codes,
+            codes[1:],
+        ])
+
         path = mpl.path.Path(
             vertices, codes=codes,
         )
@@ -307,3 +325,79 @@ def draw(self, renderer):
         if self._visual_vertices is not None:
             self._paths = self._compute_paths()
         return super().draw(renderer)
+
+    def get_arrow_sizes(self):
+        """Same as get_arrow_size."""
+        return self.get_arrow_size()
+
+    def get_arrow_size(self):
+        """Get arrow sizes for the edges (directed only).
+
+        @return: An array of arrow sizes.
+        """
+        import numpy as np
+
+        if self._arrow_sizes is None:
+            arrow_sizes = [0 for x in self.get_paths()]
+        else:
+            arrow_sizes = self._arrow_sizes
+        return np.array(arrow_sizes)
+
+    def set_arrow_size(self, sizes):
+        """Set arrow sizes.
+
+        @param sizes: A sequence of arrow sizes or a single size.
+        """
+        try:
+            iter(sizes)
+        except TypeError:
+            sizes = [sizes] * len(self._paths)
+        self._arrow_sizes = sizes
+        self.stale = True
+
+    def set_arrow_sizes(self, sizes):
+        """Same as set_arrow_size"""
+        return self.set_arrow_size(sizes)
+
+    def get_arrow_widths(self):
+        """Same as get_arrow_width."""
+        return self.get_arrow_width()
+
+    def get_arrow_width(self):
+        """Get arrow widths for the edges (directed only).
+
+        @return: An array of arrow widths.
+        """
+        import numpy as np
+
+        if self._arrow_widths is None:
+            arrow_widths = [0 for x in self.get_paths()]
+        else:
+            arrow_widths = self._arrow_widths
+        return np.array(arrow_widths)
+
+    def set_arrow_width(self, widths):
+        """Set arrow widths.
+
+        @param widths: A sequence of arrow widths or a single width.
+        """
+        try:
+            iter(widths)
+        except TypeError:
+            widths = [widths] * len(self._paths)
+        self._arrow_widths = widths
+        self.stale = True
+
+    def set_arrow_widths(self, widths):
+        """Same as set_arrow_width"""
+        return self.set_arrow_width(widths)
+
+    @property
+    def stale(self):
+        return super().stale
+
+    @stale.setter
+    def stale(self, val):
+        PatchCollection.stale.fset(self, val)
+        if val and hasattr(self, "stale_callback_post"):
+            self.stale_callback_post(self)
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 053e2f010..42dd70802 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -620,22 +620,11 @@ def _reprocess(self):
         self._draw_vertex_labels()
         self._draw_edge_labels()
 
-        # When the vertices change size, one has to redraw the edges to match
-        # the boundary of the marker. Unless one has granular control over exactly
-        # what edges to redraw, it's simpler to just redraw the whole thing. That
-        # requires adapting the vertex_builder (already done in VertexCollection)
-        # and then redrawing the container artist.
-        def vertex_size_callback(artist):
-            sizes = artist.get_sizes()
-            for size, vb in zip(sizes, self._vertex_builder):
-                vb.size = size
-            self._reprocess()
-
         # Callbacks for other vertex properties, to ensure they are in sync
         # with vertex_builder.
         # NOTE: no need to reprocess here because it does not affect other
         # parts of the container artist (e.g. edges)
-        def stale_callback(artist):
+        def vertex_stale_callback(artist):
             # If the stale state emerges from other properties, we can salvage
             # the other artists but we have to update the vertex builder anyway
             # in case a _reprocess is triggered by something else.
@@ -659,7 +648,30 @@ def stale_callback(artist):
             if artist._stale_size:
                 self._reprocess()
 
-        self._vertices._stale_callback_post = stale_callback
+        # Edge callback, keeps the edge builder in sync with the actual state
+        # of the artist
+        def edge_stale_callback(artist):
+            prop_pairs = (
+                ("edgecolor", "color"),
+                ("linewidth", "width"),
+                ("zorder", "zorder"),
+                ("arrow_size", "arrow_size"),
+                ("arrow_width", "arrow_width"),
+            )
+            for mpl_prop, ig_prop in prop_pairs:
+                values = getattr(artist, "get_" + mpl_prop)()
+                try:
+                    iter(values)
+                except TypeError:
+                    values = [values] * len(artist.get_paths())
+                for value, visual_edge in zip(values, self._edge_builder):
+                    setattr(visual_edge, ig_prop, value)
+
+                # Sync facecolor from edgecolor
+                if mpl_prop == "edgecolor":
+                    artist._facecolors = artist._edgecolors
+        self._vertices.stale_callback_post = vertex_stale_callback
+        self._edges.stale_callback_post = edge_stale_callback
 
         # Forward mpl properties to children
         # TODO sort out all of the things that need to be forwarded
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 89c874d4a..49bd7389b 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -107,7 +107,7 @@ def get_size(self):
 
         If width and height are unequal, get the largest of the two.
 
-        @return: A list of vertex sizes.
+        @return: An array of vertex sizes.
         """
         import numpy as np
 
@@ -120,7 +120,7 @@ def get_size(self):
             sizes.append(size)
         return np.array(sizes)
 
-    def set_sizes(self, sizes):
+    def set_size(self, sizes):
         """Set vertex sizes.
 
         This rescales the current vertex symbol/path linearly, using this
@@ -146,12 +146,9 @@ def set_sizes(self, sizes):
         self._stale_size = True
         self.stale = True
 
-    def set_size(self, size):
-        """Set vertex size, the same for all vertices.
-
-        @param size: A single vertex size.
-        """
-        self.set_sizes([size] * len(self.get_paths()))
+    def set_sizes(self, sizes):
+        """Same as set_size."""
+        self.set_size(sizes)
 
     @property
     def stale(self):
@@ -160,5 +157,5 @@ def stale(self):
     @stale.setter
     def stale(self, val):
         PatchCollection.stale.fset(self, val)
-        if val and hasattr(self, "_stale_callback_post"):
-            self._stale_callback_post(self)
+        if val and hasattr(self, "stale_callback_post"):
+            self.stale_callback_post(self)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png
index e572fa7bc4600268ede2ecfe814ae4a44e87d06b..9d505b466397c96afaa26cbb855622172a7e6a42 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 7d41676a4..6edfd4552 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -103,10 +103,14 @@ def test_edit_children(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, vertex_shape="o", layout=self.layout_small_ring)
         graph_artist = ax.get_children()[0]
+
         dots = graph_artist.get_vertices()
         dots.set_facecolors(["blue"] + list(dots.get_facecolors()[1:]))
         dots.set_sizes([20] + list(dots.get_sizes()[1:]))
 
+        lines = graph_artist.get_edges()
+        lines.set_edgecolor("green")
+
     @image_comparison(baseline_images=["graph_basic"], remove_text=True)
     def test_gh_587(self):
         plt.close("all")

From 27dd71c8ebb8f07473569aee9b1653a39a4dfd91 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:36:07 +0200
Subject: [PATCH 080/681] doc: remove direct references to executing setup.py
 as it is now deprecated

---
 README.md | 54 ++++++++++++++++++++++++++++++++++--------------------
 1 file changed, 34 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index 92892f595..8ae55c896 100644
--- a/README.md
+++ b/README.md
@@ -59,7 +59,8 @@ Python 3.7 and later. Make sure that you have Microsoft Visual Studio 2015 or
 later installed, and of course Python 3.7 or later. First extract the source to
 a suitable directory. If you launch the Developer command prompt and navigate to
 the directory where you extracted the source code, you should be able to build
-and install igraph using `python setup.py install`
+and install igraph using `pip install .`, assuming that you have `pip`
+installed in your Python environment.
 
 You may need to set the architecture that you are building on explicitly by setting the environment variable
 
@@ -105,17 +106,17 @@ set IGRAPH_EXTRA_LIBRARIES=libxml2,lzma,zlib,iconv,charset
 set IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 ```
 
-You can now build and install `igraph` again by simply running `python
-setup.py build`. Please make sure to use a clean source tree, if you built
-previously without GraphML, it will not update the build.
+You can now build and install `igraph` again by simply running `pip install .`.
+Please make sure to use a clean source tree, if you built previously without
+GraphML, it will not update the build.
 
 ### Linking to an existing igraph installation
 
 The source code of the Python package includes the source code of the matching
 igraph version that the Python interface should compile against. However, if
 you want to link the Python interface to a custom installation of the C core
-that has already been compiled and installed on your system, you can ask
-`setup.py` to use the pre-compiled version. This option requires that your
+that has already been compiled and installed on your system, you can ask our
+build system to use the pre-compiled version. This option requires that your
 custom installation of igraph is discoverable with `pkg-config`. First, check
 whether `pkg-config` can tell you the required compiler and linker flags for
 igraph:
@@ -135,15 +136,14 @@ IGRAPH_USE_PKG_CONFIG=1 pip install igraph
 ```
 
 Alternatively, if you have already downloaded and extracted the source code
-of igraph, you can run `setup.py` directly:
+of igraph, you can run `pip install` on the source tree directly:
 
 ```bash
-IGRAPH_USE_PKG_CONFIG=1 python setup.py build
-IGRAPH_USE_PKG_CONFIG=1 python setup.py install
+IGRAPH_USE_PKG_CONFIG=1 pip install .
 ```
 
 (Note that you need the `IGRAPH_USE_PKG_CONFIG=1` environment variable
-for both invocations, otherwise the call to `setup.py install` would still
+for both invocations, otherwise the call to `pip install` would still
 build the vendored C core instead of linking to an existing installation).
 
 This option is primarily intended for package maintainers in Linux
@@ -200,7 +200,6 @@ additional dependencies, read further below for details.
 For more information about installing directly from `git` using `pip` see 
 https://pip.pypa.io/en/stable/topics/vcs-support/#git.
 
-
 Alternatively, you can clone this repository locally. This repository contains a
 matching version of the C core of `igraph` as a git submodule. In order to
 install the development version from source, you need to instruct git to check
@@ -220,17 +219,20 @@ sudo apt install bison flex
 On macOS you can install these from Homebrew or MacPorts. On Windows you can
 install `winflexbison3` from Chocolatey.
 
-Then, running the setup script should work if you have a C compiler and the
-necessary build dependencies (see also the previous section):
+Then you can install the package directly with `pip` (see also the previous section):
 
 ```bash
-python setup.py build
+pip install .
 ```
 
-You can install it using
+If you would like to create a source distribution or a Python wheel instead of
+installing the module directly in your Python environment, use a standard build
+frontend like [build](https://pypa-build.readthedocs.io/en/stable/). If you
+use [pipx](https://pypa.github.io/pipx/) to isolate command-line Python tools
+in their own separate virtualenvs, you can simply run:
 
 ```bash
-python setup.py install
+pipx run build
 ```
 
 ### Running unit tests
@@ -242,6 +244,17 @@ with the built-in `unittest` module:
 python -m unittest
 ```
 
+Note that unit tests have additional dependencies like NumPy, PIL or
+`matplotlib`. The unit test suite will try to do its best to skip tests
+requiring external dependencies, but if you want to make sure that all the unit
+tests are executed, either use `tox` (which will take care of installing the
+test dependencies in a virtualenv), or install the module with the `test`
+extras:
+
+```bash
+pip install '.[test]'
+```
+
 ## Contributing
 
 Contributions to `igraph` are welcome!
@@ -252,16 +265,17 @@ that you would like to see included in the main tree, open a PR on this repo.
 
 To start developing `igraph`, follow the steps above about installing the development version. Make sure that you do so by cloning the repository locally so that you are able to make changes.
 
-For easier development, you can install `igraph` in development mode so your changes in the Python source
-code are picked up automatically by Python:
+For easier development, you can install `igraph` in "editable" (i.e.
+development) mode so your changes in the Python source code are picked up
+automatically by Python:
 
 ```bash
-python setup.py develop
+pip install -e .
 ```
 
 Changes that you make to the Python code do not need any extra action. However,
 if you adjust the source code of the C extension, you need to rebuild it by running
-`python setup.py develop` again. Compilation of the C core of `igraph` is
+`pip install -e .` again. Compilation of the C core of `igraph` is
 cached in ``vendor/build`` and ``vendor/install`` so subsequent builds are much
 faster than the first one as the C core does not need to be recompiled.
 

From 39f07de21199eb4a3f6c483417070480d028a5b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:41:58 +0200
Subject: [PATCH 081/681] doc: stop referring to setup.py in the online docs as
 well

---
 doc/source/install.rst | 32 +++++++++++++++++++-------------
 1 file changed, 19 insertions(+), 13 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 7eef1fa66..5f8fc07ea 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -94,7 +94,11 @@ Compiling step by step
 ----------------------
 
 This section should be rarely used in practice but explains how to compile and
-install |igraph| step by step without ``pip``.
+install |igraph| step by step from a local checkout, i.e. _not_ relying on
+``pip`` to fetch the sources. (You would still need ``pip`` to install from
+source, or a PEP 517-compliant build frontend like
+`build <https://pypa-build.readthedocs.io/en/stable/>`_ to build an installable
+Python wheel.
 
 First, obtain the bleeding-edge source code from Github::
 
@@ -122,26 +126,28 @@ Third, if you cloned the source from Github, initialize the ``git`` submodule fo
    of the C core that is bundled with it (or with the revision that the ``git``
    submodule points to).
 
-Fourth, call the standard Python ``setup.py`` script, e.g. for compiling::
+Fourth, call ``pip`` to compile and install the package from source::
 
-  $ python setup.py build
+  $ pip install .
 
-(press Enter when prompted). That will compile the Python interface in a subfolder called
-``build/lib.<your system-your Python version>``, e.g. `build/lib.linux-x86_64-3.8`. You can add
-that folder to your ``PYTHONPATH`` if you want to import directly from it, or you can call the ``setup.py``
-script to install it from there::
+Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
+to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to invoke ``build`` in a separate virtualenv::
 
-  $ python setup.py install
-
-.. note:: The ``setup.py`` script takes a number of options to customize the install location.
+  $ pipx run build
 
 Testing your installation
 -------------------------
 
-The unit tests are implemented with the standard ``unittest`` module so you can
-run them like this from your the source folder::
+Use ``tox`` or another standard test runner tool to run all the unit tests.
+Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+
+  $ pipx run tox
+
+You can also call ``tox`` directly from the root folder of the igraph source
+tree if you already installed ``tox`` system-wide::
 
-  $ python -m unittest discover
+  $ tox
 
 Troubleshooting
 ===============

From 6b1e4387a8f5e37a575e0a7c7fdfc52d918f2bd6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Jun 2023 16:42:56 +0200
Subject: [PATCH 082/681] test: clarify that you need PIL _and_ NumPy _or_
 OpenCV to run Cairo tests

---
 tests/drawing/cairo/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 443aa1e2d..7a7a297ea 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -39,7 +39,7 @@ def fun(filename):
     except ImportError:
         pass
 
-    raise ImportError('PIL or OpenCV required to run Cairo tests')
+    raise ImportError('PIL+NumPy or OpenCV required to run Cairo tests')
 
 
 def find_image_comparison():

From 6a258127583819cc39bb9b2a4483dbeb403b9ad7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 12 Jun 2023 14:03:39 +0000
Subject: [PATCH 083/681] build(deps): bump pypa/cibuildwheel from 2.13.0 to
 2.13.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.13.0 to 2.13.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.13.0...v2.13.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 93d6d40fa..b95a0091d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.0
+        uses: pypa/cibuildwheel@v2.13.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 9230e603a1e5252b0fe484eda4f01c6b91117a49 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:01:47 +0000
Subject: [PATCH 084/681] build(deps): bump actions/upload-artifact from 2 to 3

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 2 to 3.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..6025f8863 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -190,7 +190,7 @@ jobs:
           pip install pyodide-build==0.21.0
           pyodide build
 
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v3
         with:
           path: ./dist/*.whl
 

From 6fe6ac94b3714a246e610c8377753f6f974fd1ce Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:02:06 +0000
Subject: [PATCH 085/681] build(deps): bump actions/setup-python from 2 to 4

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 2 to 4.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v2...v4)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..d43b38caa 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v2
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.10.2'

From a02aef943ad7c0c9e45aeae231812283d695ada6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 19 Jun 2023 14:02:32 +0000
Subject: [PATCH 086/681] build(deps): bump actions/checkout from 2 to 3

Bumps [actions/checkout](https://github.com/actions/checkout) from 2 to 3.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v2...v3)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b95a0091d..746501758 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -171,7 +171,7 @@ jobs:
     runs-on: ubuntu-20.04
     
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           submodules: true
           fetch-depth: 0

From 5204b2e1527c0369a5d3e04ddc8544a6429b1752 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 28 Jun 2023 11:45:04 +0200
Subject: [PATCH 087/681] feat: add Graph.count_automorphisms()

---
 CHANGELOG.md              |  3 ++
 src/_igraph/graphobject.c | 72 +++++++++++++++++++++++++++++++++++++--
 tests/test_isomorphism.py | 11 ++++++
 3 files changed, 84 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ebd5c8967..ca0006b79 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,6 +23,9 @@
   between two vertices using the A-star algorithm and an appropriate
   heuristic function.
 
+- Added `Graph.count_automorphisms()` to count the number of automorphisms
+  of a graph.
+
 - The `VertexCover` constructor now allows referring to vertices by names
   instead of IDs.
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6e5763f5d..9b68dd958 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9593,6 +9593,50 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   return list;
 }
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Calculates the number of automorphisms of a graph using BLISS
+ * \sa igraph_count_automorphisms
+ */
+PyObject *igraphmodule_Graph_count_automorphisms(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "sh", "color", NULL };
+  PyObject *sh_o = Py_None;
+  PyObject *color_o = Py_None;
+  PyObject *result;
+  igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
+  igraph_vector_int_t *color = 0;
+  igraph_error_t retval;
+  igraph_bliss_info_t info;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
+
+  retval = igraph_count_automorphisms(&self->g, color, sh, &info);
+
+  if (color) { igraph_vector_int_destroy(color); free(color); }
+
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    igraph_free(info.group_size);
+    return NULL;
+  }
+
+  result = PyLong_FromString(info.group_size, NULL, 10);
+  igraph_free(info.group_size);
+  if (!result) {
+    return NULL;
+  }
+
+  return result;
+}
+
 /** \ingroup python_interface_graph
  * \brief Calculates the isomorphism class of a graph or its subgraph
  * \sa igraph_isoclass, igraph_isoclass_subgraph
@@ -16554,12 +16598,36 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
    "      non-singleton cell\n\n"
    "@param color: optional vector storing a coloring of the vertices\n "
-   "with respect to which the isomorphism is computed."
-   "If C{None}, all vertices have the same color.\n"
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
    "@return: a permutation vector containing vertex IDs. Vertex 0 in the original\n"
    "  graph will be mapped to an ID contained in the first element of this\n"
    "  vector; vertex 1 will be mapped to the second and so on.\n"
   },
+  {"count_automorphisms",
+   (PyCFunction) igraphmodule_Graph_count_automorphisms,
+   METH_VARARGS | METH_KEYWORDS,
+   "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
+   "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
+   "algorithm.\n\n"
+   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "about the BLISS algorithm and canonical permutations.\n\n"
+   "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
+   "  with the following possible values:\n\n"
+   "    - C{\"f\"}: first non-singleton cell\n\n"
+   "    - C{\"fl\"}: first largest non-singleton cell\n\n"
+   "    - C{\"fs\"}: first smallest non-singleton cell\n\n"
+   "    - C{\"fm\"}: first maximally non-trivially connected non-singleton\n"
+   "      cell\n\n"
+   "    - C{\"flm\"}: largest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "@param color: optional vector storing a coloring of the vertices\n "
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
+   "@return: the number of automorphisms of the graph.\n"
+  },
   {"isoclass", (PyCFunction) igraphmodule_Graph_isoclass,
    METH_VARARGS | METH_KEYWORDS,
    "isoclass(vertices)\n--\n\n"
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index a0ecb509e..d6825edcf 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -406,14 +406,25 @@ def testPermuteVertices(self):
         self.assertTrue(set(g3.get_edgelist()) == set(g1.get_edgelist()))
 
 
+class AutomorphismTests(unittest.TestCase):
+    def testCountAutomorphisms(self):
+        g = Graph.Famous("petersen")
+        self.assertEqual(120, g.count_automorphisms())
+
+        g = Graph.Lattice([16, 16])
+        self.assertEqual(2048, g.count_automorphisms())
+
+
 def suite():
     isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)
     subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SubisomorphismTests)
     permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PermutationTests)
+    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AutomorphismTests)
     return unittest.TestSuite([
         isomorphism_suite,
         subisomorphism_suite,
         permutation_suite,
+        automorphism_suite,
     ])
 
 

From 9cbc9558f7ad17a8c6d4723182bddccde2cf642f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 28 Jun 2023 12:39:55 +0200
Subject: [PATCH 088/681] feat: add Graph.automorphism_group()

---
 CHANGELOG.md              |  3 +-
 src/_igraph/graphobject.c | 73 +++++++++++++++++++++++++++++++++++++++
 tests/test_isomorphism.py | 13 +++++++
 3 files changed, 88 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca0006b79..adf345ba2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -24,7 +24,8 @@
   heuristic function.
 
 - Added `Graph.count_automorphisms()` to count the number of automorphisms
-  of a graph.
+  of a graph and `Graph.automorphism_group()` to calculate the generators of
+  the automorphism group of a graph.
 
 - The `VertexCover` constructor now allows referring to vertices by names
   instead of IDs.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9b68dd958..f27b74149 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9547,6 +9547,53 @@ PyObject *igraphmodule_Graph_write_leda(igraphmodule_GraphObject * self,
  * Routines related to graph isomorphism                              *
  **********************************************************************/
 
+/**
+ * \ingroup python_interface_graph
+ * \brief Calculates the automorphism group generators of a graph using BLISS
+ * \sa igraph_automorphism_group
+ */
+PyObject *igraphmodule_Graph_automorphism_group(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "sh", "color", NULL };
+  PyObject *sh_o = Py_None;
+  PyObject *color_o = Py_None;
+  PyObject *list;
+  igraph_bliss_sh_t sh = IGRAPH_BLISS_FL;
+  igraph_vector_int_list_t generators;
+  igraph_vector_int_t *color = 0;
+  igraph_error_t retval;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &sh_o, &color_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_bliss_sh_t(sh_o, &sh))
+    return NULL;
+
+  if (igraph_vector_int_list_init(&generators, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
+      ATTRIBUTE_TYPE_VERTEX)) return NULL;
+
+  retval = igraph_automorphism_group(&self->g, color, &generators, sh, 0);
+
+  if (color) { igraph_vector_int_destroy(color); free(color); }
+
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_list_destroy(&generators);
+    return NULL;
+  }
+
+  list = igraphmodule_vector_int_list_t_to_PyList(&generators);
+
+  igraph_vector_int_list_destroy(&generators);
+
+  return list;
+}
+
 /**
  * \ingroup python_interface_graph
  * \brief Calculates the canonical permutation of a graph using BLISS
@@ -16576,6 +16623,32 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* ISOMORPHISM */
   /***************/
 
+  {"automorphism_group",
+   (PyCFunction) igraphmodule_Graph_automorphism_group,
+   METH_VARARGS | METH_KEYWORDS,
+   "automorphism_group(sh=\"fl\", color=None)\n--\n\n"
+   "Calculates the generators of the automorphism group of a graph using the\n"
+   "BLISS isomorphism algorithm.\n\n"
+   "The generator set may not be minimal and may depend on the splitting\n"
+   "heuristics. The generators are permutations represented using zero-based\n"
+   "indexing.\n\n"
+   "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
+   "  with the following possible values:\n\n"
+   "    - C{\"f\"}: first non-singleton cell\n\n"
+   "    - C{\"fl\"}: first largest non-singleton cell\n\n"
+   "    - C{\"fs\"}: first smallest non-singleton cell\n\n"
+   "    - C{\"fm\"}: first maximally non-trivially connected non-singleton\n"
+   "      cell\n\n"
+   "    - C{\"flm\"}: largest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "    - C{\"fsm\"}: smallest maximally non-trivially connected\n"
+   "      non-singleton cell\n\n"
+   "@param color: optional vector storing a coloring of the vertices\n "
+   "  with respect to which the isomorphism is computed."
+   "  If C{None}, all vertices have the same color.\n"
+   "@return: a list of integer vectors, each vector representing an automorphism\n"
+   "  group of the graph.\n"
+  },
   {"canonical_permutation",
    (PyCFunction) igraphmodule_Graph_canonical_permutation,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index d6825edcf..16d848790 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -414,6 +414,19 @@ def testCountAutomorphisms(self):
         g = Graph.Lattice([16, 16])
         self.assertEqual(2048, g.count_automorphisms())
 
+    def testAutomorphismGroup(self):
+        g = Graph.Famous("petersen")
+        generators = g.automorphism_group()
+        generators.sort()
+        self.assertEqual(
+            generators,
+            [
+                [0, 1, 2, 7, 5, 4, 6, 3, 9, 8],
+                [0, 4, 3, 8, 5, 1, 9, 2, 6, 7],
+                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9]
+            ]
+        )
+
 
 def suite():
     isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)

From 82b3e4f89f1622a0470d28323f26cce388bad674 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 12:45:34 +0200
Subject: [PATCH 089/681] test: remove debug output from tests

---
 tests/test_basic.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/test_basic.py b/tests/test_basic.py
index 48ce89d1a..6d57c5a17 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -123,7 +123,6 @@ def testAddVertex(self):
         self.assertRaises(TypeError, g.add_vertex, 3)
 
         vertex = g.add_vertex("3")
-        print(g.vcount(), g.ecount())
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
         self.assertTrue("name" in g.vertex_attributes())

From 951c9a790f7a58d04cbf734b2f0a31dbdd776a5d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 13:48:09 +0200
Subject: [PATCH 090/681] test: make sure that Cairo tests are executed in tox

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 56f4556a3..7257780d5 100644
--- a/setup.py
+++ b/setup.py
@@ -960,6 +960,7 @@ def get_tag(self):
 
         # Dependencies needed for testing only
         "test": [
+            "cairocffi>=1.2.0",
             "networkx>=2.5",
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",

From 962af9078cf1c29fb6f4f4ab8b59553c394ddb7d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 17:57:53 +0200
Subject: [PATCH 091/681] test: fix Cairo plots one more time

---
 .../baseline_images/clustering_directed.png   | Bin 33794 -> 33682 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 18287 -> 16701 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 19005 -> 17353 bytes
 .../graph_mark_groups_directed.png            | Bin 19005 -> 17353 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 16548 -> 14924 bytes
 tests/drawing/cairo/test_graph.py             |  10 ++++++++--
 6 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 3971f801c44b9b241ad55579c2d37825480b32bf..14885e28c4e93b66b41f7ec5884d509c27601dc5 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/baseline_images/graph_mark_groups_directed.png b/tests/drawing/cairo/baseline_images/graph_mark_groups_directed.png
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 31d4fdc11..4b0b92eed 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -31,18 +31,22 @@ def setUp(self) -> None:
     @image_comparison(baseline_images=["graph_basic"])
     def test_basic(self):
         g = Graph.Ring(5)
-        plot(g, target=result_image_folder / "graph_basic.png", backend="cairo")
+        lo = g.layout("auto")
+        plot(g, layout=lo, target=result_image_folder / "graph_basic.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
-        plot(g, target=result_image_folder / "graph_directed.png", backend="cairo")
+        lo = g.layout("auto")
+        plot(g, layout=lo, target=result_image_folder / "graph_directed.png", backend="cairo")
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
+        lo = g.layout("auto")
         plot(
             g,
+            layout=lo,
             target=result_image_folder / "graph_mark_groups_directed.png",
             backend="cairo",
             mark_groups=True,
@@ -51,8 +55,10 @@ def test_mark_groups(self):
     @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
+        lo = g.layout("auto")
         plot(
             g,
+            layout=lo,
             target=result_image_folder / "graph_mark_groups_squares_directed.png",
             backend="cairo",
             mark_groups=True,

From 6880e25aec46306cc9ee10945dc590627ad9b5e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:24:46 +0200
Subject: [PATCH 092/681] test: extending test coverage in CI a bit

---
 .github/workflows/build.yml | 2 +-
 setup.py                    | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 264db9e2f..bbe9e2699 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -295,7 +295,7 @@ jobs:
 
       - name: Test
         run: |
-          pip install --prefer-binary numpy scipy pandas networkx pytest pytest-timeout
+          pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
       - uses: actions/upload-artifact@v3
diff --git a/setup.py b/setup.py
index 7257780d5..36002acd3 100644
--- a/setup.py
+++ b/setup.py
@@ -978,6 +978,7 @@ def get_tag(self):
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI
         "test-musl": [
+            "cairocffi>=1.2.0",
             "networkx>=2.5",
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",

From 4cd7f8a9b05b8972bbd525675dd0c68eb45c972b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:27:25 +0200
Subject: [PATCH 093/681] ci: install Cairo in CI environment for tests

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index bbe9e2699..d29e8cdd4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 and 3.11 because SciPy does not have
           # 32-bit wheels for Linux
@@ -40,7 +40,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -65,7 +65,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -90,7 +90,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.13.1
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From 3a914318e4b0a1f57dfd93c0a190c55378ec3718 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:28:53 +0200
Subject: [PATCH 094/681] test: fix another failing Cairo test in CI

---
 .../baseline_images/clustering_directed.png   | Bin 33682 -> 31493 bytes
 tests/drawing/cairo/test_graph.py             |   2 ++
 2 files changed, 2 insertions(+)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 14885e28c4e93b66b41f7ec5884d509c27601dc5..712f1b95f8fdc22b4eb1b2683143634a81146a14 100644
GIT binary patch
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diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 4b0b92eed..14dca8f8b 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -80,8 +80,10 @@ def setUp(self) -> None:
     def test_clustering_directed_small(self):
         g = Graph.Ring(5, directed=True)
         clu = VertexClustering(g, [0] * 5)
+        lo = g.layout("auto")
         plot(
             clu,
+            layout=lo,
             backend="cairo",
             target=result_image_folder / "clustering_directed.png",
             mark_groups=True,

From fa33d32cddc2cd88bc7d76b513e4ace0cecb1ed1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 18:31:38 +0200
Subject: [PATCH 095/681] test: clean up after ourselves when writing
 graph_basic.png

---
 tests/drawing/matplotlib/test_graph.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index f40bcdb78..09614cc7a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -1,3 +1,4 @@
+import os
 import random
 import unittest
 
@@ -102,6 +103,7 @@ def test_gh_587(self):
         g = Graph.Ring(5)
         with overridden_configuration("plotting.backend", "matplotlib"):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
+            os.unlink("graph_basic.png")
 
 
 class ClusteringTestRunner(unittest.TestCase):

From 354512c2612643b0fcfcdea09af7e6ca5bab8c79 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 20:23:48 +0200
Subject: [PATCH 096/681] test: skip Cairo tests if neither PIL+NumPy nor
 OpenCV are installed

---
 tests/drawing/cairo/test_graph.py | 18 ++++++++----------
 tests/drawing/cairo/utils.py      | 12 ++++++++++++
 2 files changed, 20 insertions(+), 10 deletions(-)

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 14dca8f8b..d0e6e124a 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -2,27 +2,24 @@
 import unittest
 
 from igraph import Graph, plot, VertexClustering
-from igraph.drawing import find_cairo
 
 # FIXME: find a better way to do this that works for both direct call and module
 # import e.g. tox
 try:
-    from .utils import find_image_comparison, result_image_folder
+    from .utils import are_tests_supported, find_image_comparison, result_image_folder
 except ImportError:
-    from utils import find_image_comparison, result_image_folder
+    from utils import are_tests_supported, find_image_comparison, result_image_folder
 
 
-cairo = find_cairo()
-has_cairo = hasattr(cairo, "version")
-
 image_comparison = find_image_comparison()
 
 
 class GraphTestRunner(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
-        if not has_cairo:
-            raise unittest.SkipTest("cairo not found, skipping tests")
+        supported, msg = are_tests_supported()
+        if not supported:
+            raise unittest.SkipTest(f"{msg}, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
     def setUp(self) -> None:
@@ -69,8 +66,9 @@ def test_mark_groups_squares(self):
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
-        if not has_cairo:
-            raise unittest.SkipTest("cairo not found, skipping tests")
+        supported, msg = are_tests_supported()
+        if not supported:
+            raise unittest.SkipTest(f"{msg}, skipping tests")
         result_image_folder.mkdir(parents=True, exist_ok=True)
 
     def setUp(self) -> None:
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 7a7a297ea..68091ea10 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -51,6 +51,18 @@ def dummy_comparison(*args, **kwargs):
     return image_comparison
 
 
+def are_tests_supported():
+    if cairo is None:
+        return False, "cairo not found"
+
+    try:
+        find_open_image_png_function()
+    except ImportError:
+        return False, "PIL+NumPy or OpenCV not found"
+
+    return True, ""
+
+
 def _load_image(filename, fmt):
     if fmt == 'png':
         return find_open_image_png_function()(filename)

From 8e1f8da4bfd3baaeb56314efcbdfd8c77b99ddb0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 20:43:50 +0200
Subject: [PATCH 097/681] ci: install Cairo in CI for Windows from vcpkg

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d29e8cdd4..49c6d579c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From 28647e748cecc57754c9c8236357994b5eb89369 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 29 Jun 2023 21:30:16 +0200
Subject: [PATCH 098/681] ci: Cairo in Windows needs a dynamic library

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 49c6d579c..82a6ca8c8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows
         shell: cmd
 
       - name: Build wheels

From 242953a0e157e63f4c55d63506ce84e9b3bcb31c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 11:14:41 +0200
Subject: [PATCH 099/681] ci: give up on testing Cairo on Windows for a while

---
 .github/workflows/build.yml       | 2 +-
 src/igraph/drawing/cairo/utils.py | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 82a6ca8c8..d29e8cdd4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -238,7 +238,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md cairo:${{ matrix.vcpkg_arch }}-windows
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels
diff --git a/src/igraph/drawing/cairo/utils.py b/src/igraph/drawing/cairo/utils.py
index 068daa1d2..ad183b229 100644
--- a/src/igraph/drawing/cairo/utils.py
+++ b/src/igraph/drawing/cairo/utils.py
@@ -18,4 +18,8 @@ def find_cairo() -> Any:
             break
         except ImportError:
             pass
+        except OSError:
+            # cairocffi throws an OSError if it is installed but libcairo-2 is
+            # not present on the system
+            pass
     return module

From 3245e49d638d74ba819f864ee064e959d833180f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:32:13 +0200
Subject: [PATCH 100/681] fix: fix plotting of curved directed edges in Cairo,
 closes #684

---
 src/igraph/drawing/cairo/edge.py              |  20 ++++++-------
 src/igraph/drawing/utils.py                   |  16 +++++------
 .../graph_with_curved_edges.png               | Bin 0 -> 58459 bytes
 tests/drawing/cairo/test_graph.py             |  27 ++++++++++++++++--
 4 files changed, 41 insertions(+), 22 deletions(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_with_curved_edges.png

diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index bf07ed316..7785622dc 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -105,8 +105,8 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                    x1, y1, x2, y2, edge.curved,
-                )
+                x1, y1, x2, y2, edge.curved,
+            )
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
             ctx.line_to(*dest_vertex.position)
@@ -134,7 +134,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, x2, y1, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1
@@ -172,15 +174,8 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ), (aux_points[0][1] - aux_points[1][1])
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1 = (2 * x_src + x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
-                y_arrow_mid - y_src
-            ), (2 * y_src + y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
-                x_arrow_mid - x_src
-            )
-            aux2 = (x_src + 2 * x_arrow_mid) / 3.0 - edge.curved * 0.5 * (
-                y_arrow_mid - y_src
-            ), (y_src + 2 * y_arrow_mid) / 3.0 + edge.curved * 0.5 * (
-                x_arrow_mid - x_src
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x_arrow_mid, y_arrow_mid, edge.curved
             )
 
             # Offset the second control point (aux2) such that it falls precisely
@@ -228,6 +223,7 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
                 aux_points[0][1] + aux_points[1][1]
             ) / 2.0
+
             # Draw the line
             ctx.line_to(x_arrow_mid, y_arrow_mid)
 
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index d49c86dcd..7519917f4 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -581,14 +581,14 @@ def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
     """Helper function that calculates the Bezier control points for a
     curved edge that goes from (x1, y1) to (x2, y2).
     """
-    aux1 = (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        2 * y1 + y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
-    aux2 = (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1), (
-        y1 + 2 * y2
-    ) / 3.0 + curvature * 0.5 * (x2 - x1)
-   
+    aux1 = (
+        (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1),
+        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+    )
+    aux2 = (
+        (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1),
+        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+    )
     return aux1, aux2
 
 
diff --git a/tests/drawing/cairo/baseline_images/graph_with_curved_edges.png b/tests/drawing/cairo/baseline_images/graph_with_curved_edges.png
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index d0e6e124a..2e5dd5832 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -29,13 +29,23 @@ def setUp(self) -> None:
     def test_basic(self):
         g = Graph.Ring(5)
         lo = g.layout("auto")
-        plot(g, layout=lo, target=result_image_folder / "graph_basic.png", backend="cairo")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_basic.png",
+            backend="cairo",
+        )
 
     @image_comparison(baseline_images=["graph_directed"])
     def test_directed(self):
         g = Graph.Ring(5, directed=True)
         lo = g.layout("auto")
-        plot(g, layout=lo, target=result_image_folder / "graph_directed.png", backend="cairo")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_directed.png",
+            backend="cairo",
+        )
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"])
     def test_mark_groups(self):
@@ -62,6 +72,19 @@ def test_mark_groups_squares(self):
             vertex_shape="square",
         )
 
+    @image_comparison(baseline_images=["graph_with_curved_edges"])
+    def test_graph_with_curved_edges(self):
+        g = Graph.Ring(24, directed=True, mutual=True)
+        lo = g.layout("circle")
+        plot(
+            g,
+            layout=lo,
+            target=result_image_folder / "graph_with_curved_edges.png",
+            bbox=(800, 800),
+            edge_curved=0.25,
+            backend="cairo",
+        )
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod

From 00c3011cbe71c1798e73b578502b3acfc0804adf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:37:58 +0200
Subject: [PATCH 101/681] chore: updated changelog

---
 CHANGELOG.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index adf345ba2..b13119595 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -41,6 +41,13 @@
 - `Graph.layout_reingold_tilford()` now accepts vertex names in the `roots=...`
   keyword argument.
 
+- The plotting of curved directed edges with the Cairo backend is now fixed;
+  arrowheads were placed at the wrong position before this fix.
+
+### Changed
+
+- The C core of igraph was updated to version 0.10.5.
+
 ### Removed
 
 - Removed defunct `Graph.community_leading_eigenvector_naive()` method. Not a

From edd902a45add3f9d10317dc8e0bdfa4570842766 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:44:38 +0200
Subject: [PATCH 102/681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 47c76b691..f2c7e65dc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 47c76b691c8158daea48648f3d47129e682d4651
+Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a

From cd5aaa42b8a455e5b5b07730778698cbba831afc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 14:56:22 +0200
Subject: [PATCH 103/681] chore: bump version

---
 CHANGELOG.md          | 7 ++++---
 src/igraph/version.py | 2 +-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b13119595..06f7f8230 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.5] - 2023-06-30
 
 ### Added
 
@@ -55,7 +55,7 @@
   ago so the function in the Python interface did not do anything useful
   either.
 
-## [0.10.4] - 2022-01-27
+## [0.10.4] - 2023-01-27
 
 ### Added
 
@@ -513,7 +513,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.4...main
+[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.5...main
+[0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3
 [0.10.2]: https://github.com/igraph/python-igraph/compare/0.10.1...0.10.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index b93074332..2b40ae92e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 4)
+__version_info__ = (0, 10, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 4245a6c5076ed0de9e48d5f2bc156cdbf791cbe8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 15:05:40 +0200
Subject: [PATCH 104/681] fix: remove quotes around igraph from API docs,
 closes #686

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 212b0a831..895599cbd 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -253,7 +253,7 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 pydoctor_url_path = 'api/'
 
 pydoctor_args = [
-    '--project-name="igraph"',
+    '--project-name=igraph',
     '--project-version=' + version,
     '--project-url=https://igraph.readthedocs.io',
     '--introspect-c-modules',

From e5899eda5498c6ec828604711f8389200573fa68 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 30 Jun 2023 15:25:59 +0200
Subject: [PATCH 105/681] fix: fix auto-curving of edges with the Matplotlib
 backend, closes #685

---
 src/igraph/drawing/matplotlib/graph.py          |   2 +-
 .../test_graph/graph_with_curved_edges.png      | Bin 0 -> 48561 bytes
 tests/drawing/matplotlib/test_graph.py          |   9 +++++++++
 3 files changed, 10 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 46839f154..841335f1d 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -165,7 +165,7 @@ def __init__(
 
     def _kwds_post_update(self):
         self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
-        self.edge_curved = self._set_edge_curve(**self.kwds)
+        self.kwds["edge_curved"] = self._set_edge_curve(**self.kwds)
         self._clear_state()
         self.stale = True
 
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png
new file mode 100644
index 0000000000000000000000000000000000000000..08f10b08cdae3a8a079d5906b3ee20d24f16b245
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 09614cc7a..43bb999a0 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -105,6 +105,15 @@ def test_gh_587(self):
             plot(g, target="graph_basic.png", layout=self.layout_small_ring)
             os.unlink("graph_basic.png")
 
+    @image_comparison(baseline_images=["graph_with_curved_edges"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=True, mutual=True)
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(g, target=ax, layout=lo)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):

From 30c98977e9bf08caa85044ef1a77ea841d100c30 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 11:56:43 +0200
Subject: [PATCH 106/681] fix: fix default size of vertices with the Plotly
 backend, closes #690

---
 CHANGELOG.md                        | 7 +++++++
 src/igraph/drawing/plotly/vertex.py | 2 +-
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 06f7f8230..18e3bd273 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [Unreleased]
+
+### Fixed
+
+- The default vertex size of the Plotly backend was fixed so the vertices are
+  now visible by default without specifying an explicit size for them.
+
 ## [0.10.5] - 2023-06-30
 
 ### Added
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
index fe39c3a56..f813d696c 100644
--- a/src/igraph/drawing/plotly/vertex.py
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -36,7 +36,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             # FIXME? mpl.rcParams["font.size"])
             position = dict(func=self.layout.__getitem__)
             shape = "circle"
-            size = 0.2
+            size = 20.0
             width = None
             height = None
             zorder = 2

From 4c5746f2ebbcd7e00d3f48878bea916d976cf2d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 12:17:03 +0200
Subject: [PATCH 107/681] test: update baseline images for Plotly

---
 .../baseline_images/clustering_directed.json  |  65 +++--
 .../clustering_directed_large.json            | 251 +++++++++---------
 2 files changed, 157 insertions(+), 159 deletions(-)

diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index db9b712ef..5ea324abe 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -6,7 +6,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -24,7 +24,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -42,7 +42,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -60,7 +60,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -78,7 +78,7 @@
         "line": {
           "color": "rgba(0,0,0,255)"
         },
-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -183,13 +183,13 @@
         "line": {
           "color": "rgba(255,0,0,255)"
         },
-        "path": "M 1.1197388996537003,-0.16719602520017673L 0.5279328528097523,-0.9934550030368812C 0.45514612062341064,-1.0950773018577296 0.26321850173201045,-1.1588783220760186 0.14407761502695185,-1.1210570434734595L -0.8246194958406551,-0.8135441121460627C -0.9437603825457136,-0.7757228335435037 -1.0637476544979572,-0.6129044204457357 -1.0645940397451423,-0.4879072859505267L -1.0714757322212005,0.5284051354266215C -1.0723221174683857,0.6534022699218305 -0.9545507108608489,0.8178306034288613 -0.8359329190061271,0.8572618024406833L 0.12851107201115136,1.1778644907130693C 0.2471288638658731,1.2172956897248912 0.4399028680044583,1.1560995754479715 0.5140590802883218,1.0554722621592298L 1.1169999394586567,0.23730319901900315C 1.1911561517425202,0.13667588573026146 1.1925256318400421,-0.06557372637932848 1.1197388996537003,-0.16719602520017673 Z",
+        "path": "M 17.102240893427787,-12.23969476826467L 17.102240893427783,-12.239694768264666C 12.645988843102797,-18.461358578089076 0.8955252694779539,-22.367474687721593 -6.398686253821905,-20.051926987529704L -6.398686253821911,-20.0519269875297C -13.69289777712177,-17.73637928733781 -21.038927892627104,-7.768080596031269 -21.09074648483258,-0.11532960491661903L -21.09074648483258,-0.11532960491661903C -21.142565077038054,7.537421386198031 -13.932197797175824,17.60428489706909 -6.670011925108119,20.018397416825497L -6.670011925108115,20.018397416825497C 0.5921739469595897,22.432509936581905 12.394456112789907,18.685875055099775 16.93455240655252,12.525127653861238L 16.934552406552527,12.525127653861228C 21.47464870031514,6.36438025262269 21.558492943752768,-6.018030958440259 17.102240893427787,-12.23969476826467 Z",
         "type": "path"
       },
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
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diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index 8f525f7de..5c355cb84 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
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@@ -2004,7 +2004,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -2.022542485937368,-1.4694631307311834 L -1.9174284090624611,-1.7113677648217218",
         "type": "path"
@@ -2012,7 +2012,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -1.822421568553529,-1.7113677648217218 L -1.6885668148806559,-1.9262831069394735",
         "type": "path"
@@ -2020,7 +2020,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -1.5935599743717237,-1.9262831069394735 L -1.434573827956423,-2.1108198137550382",
         "type": "path"
@@ -2028,7 +2028,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -1.339566987447491,-2.1108198137550382 L -1.1594550694216126,-2.2620676311650496",
         "type": "path"
@@ -2036,7 +2036,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -1.0644482289126804,-2.2620676311650496 L -0.8675493264463009,-2.3776412907378837",
         "type": "path"
@@ -2044,7 +2044,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.7725424859373689,-2.3776412907378837 L -0.5634601269732437,-2.4557181268217216",
         "type": "path"
@@ -2052,7 +2052,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.46845328646431156,-2.4557181268217216 L -0.25198313933221506,-2.495066821070679",
         "type": "path"
@@ -2060,7 +2060,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M -0.156976298823283,-2.495066821070679 L 0.06196945831435223,-2.495066821070679",
         "type": "path"
@@ -2068,7 +2068,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.1569762988232843,-2.495066821070679 L 0.3734464459553808,-2.4557181268217216",
         "type": "path"
@@ -2076,7 +2076,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.46845328646431283,-2.4557181268217216 L 0.677535645428436,-2.377641290737884",
         "type": "path"
@@ -2084,7 +2084,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 0.7725424859373681,-2.377641290737884 L 0.9694413884037495,-2.262067631165049",
         "type": "path"
@@ -2092,7 +2092,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.0644482289126815,-2.262067631165049 L 1.2445601469385597,-2.1108198137550374",
         "type": "path"
@@ -2100,7 +2100,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.3395669874474918,-2.1108198137550374 L 1.4985531338627929,-1.9262831069394726",
         "type": "path"
@@ -2108,7 +2108,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.593559974371725,-1.9262831069394726 L 1.7274147280445975,-1.7113677648217207",
         "type": "path"
@@ -2116,7 +2116,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 1.8224215685535297,-1.7113677648217207 L 1.9275356454284374,-1.4694631307311814",
         "type": "path"
@@ -2124,7 +2124,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.0225424859373695,-1.4694631307311814 L 2.095759859600727,-1.2043841852542883",
         "type": "path"
@@ -2132,7 +2132,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.190766700109659,-1.2043841852542883 L 2.2294343742116967,-0.9203113817116947",
         "type": "path"
@@ -2140,7 +2140,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.3244412147206286,-0.9203113817116947 L 2.326451062312646,-0.6217247179121362",
         "type": "path"
@@ -2148,7 +2148,7 @@
       {
         "line": {
           "color": "rgb(51,51,51)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.421457902821578,-0.6217247179121362 L 2.385279912777263,-0.3133330839107595",
         "type": "path"
@@ -2156,7 +2156,7 @@
       {
         "line": {
           "color": "rgb(204,204,204)",
-          "width": 2
+          "width": 2.0
         },
         "path": "M 2.4802867532861947,-0.3133330839107595 L 2.404993159491068,0.0",
         "type": "path"
@@ -2238,7 +2238,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2274,7 +2274,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2298,7 +2298,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2334,7 +2334,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2349,7 +2349,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2385,7 +2385,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2412,7 +2412,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2448,7 +2448,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2463,7 +2463,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2499,7 +2499,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2534,11 +2534,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -2645,7 +2644,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -2681,7 +2680,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -2772,7 +2771,7 @@
           ],
           "sequential": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -2808,13 +2807,13 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ],
           "sequentialminus": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -2850,7 +2849,7 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ]
@@ -2988,4 +2987,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file

From f49fe96375ef541cb9624fd43522c0ffb68132dc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 13:05:34 +0200
Subject: [PATCH 108/681] refactor: rename Graph.Incidence() to
 Graph.Biadjacency() and Graph.get_incidence() to Graph.get_biadjacency()

---
 CHANGELOG.md               |  6 ++++
 doc/source/analysis.rst    |  2 +-
 doc/source/generation.rst  |  4 +--
 src/_igraph/graphobject.c  | 60 ++++++++++++++++++++------------------
 src/igraph/__init__.py     | 27 +++++++++++++----
 src/igraph/adjacency.py    | 19 ++++++------
 src/igraph/io/bipartite.py | 16 +++++-----
 tests/test_bipartite.py    | 40 ++++++++++++-------------
 8 files changed, 100 insertions(+), 74 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 18e3bd273..20eb8cd50 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,12 @@
 
 ## [Unreleased]
 
+### Changed
+
+- `Graph.Incidence()` is now deprecated in favour of `Graph.Biadjacency()` as it constructs a bipartite graph from a _bipartite adjacency_ matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.Incidence()` to construct a graph from its incidence matrix.
+
+- `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.
+
 ### Fixed
 
 - The default vertex size of the Plotly backend was fixed so the vertices are
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index aef415fcf..943f719cc 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -75,7 +75,7 @@ The :meth:`Graph.incident` function fulfills the same purpose with a slightly di
 
     >>> edges = g.incident(0)
 
-To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_incidence`.
+To get the full adjacency/incidence list representation of the graph, use :meth:`Graph.get_adjlist`, :meth:`Graph.g.get_inclist()` or, for a bipartite graph, :meth:`Graph.get_biadjacency`.
 
 Neighborhood
 ++++++++++++
diff --git a/doc/source/generation.rst b/doc/source/generation.rst
index 674d971c3..b5a828da6 100644
--- a/doc/source/generation.rst
+++ b/doc/source/generation.rst
@@ -66,9 +66,9 @@ To create a graph from an adjacency matrix, use :meth:`Graph.Adjacency` or, for
 
 This graph is directed and has edges `[0, 1]`, `[0, 2]` and `[2, 2]` (a self-loop).
 
-To create a bipartite graph from an incidence matrix, use :meth:`Graph.Incidence`::
+To create a bipartite graph from a bipartite adjacency matrix, use :meth:`Graph.Biadjacency`::
 
-    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+    >>> g = Graph.Biadjacency([[0, 1, 1], [1, 1, 0]])
 
 From files
 ++++++++++
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f27b74149..162d37e75 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2206,8 +2206,8 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, m = -1;
   double p = -1.0;
-  igraph_erdos_renyi_t t;
   PyObject *loops = Py_False, *directed = Py_False;
+  int retval;
 
   static char *kwlist[] = { "n", "p", "m", "directed", "loops", NULL };
 
@@ -2231,11 +2231,15 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
     return NULL;
   }
 
-  t = (m == -1) ? IGRAPH_ERDOS_RENYI_GNP : IGRAPH_ERDOS_RENYI_GNM;
+  if (m == -1) {
+    /* GNP model */
+    retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+  } else {
+    /* GNM model */
+    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+  }
 
-  if (igraph_erdos_renyi_game(&g, t, n, (m == -1 ? p : m),
-                              PyObject_IsTrue(directed),
-                              PyObject_IsTrue(loops))) {
+  if (retval) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -2625,12 +2629,12 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a bipartite graph from an incidence matrix
+ * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
- * \sa igraph_incidence
+ * \sa igraph_biadjacency
  */
-PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
-                                       PyObject * args, PyObject * kwds) {
+PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
+                                         PyObject * args, PyObject * kwds) {
   igraphmodule_GraphObject *self;
   igraph_matrix_t matrix;
   igraph_vector_bool_t vertex_types;
@@ -2657,7 +2661,7 @@ PyObject *igraphmodule_Graph_Incidence(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_incidence(&g, &vertex_types, &matrix,
+  if (igraph_biadjacency(&g, &vertex_types, &matrix,
               PyObject_IsTrue(directed), mode, PyObject_IsTrue(multiple))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&matrix);
@@ -8625,12 +8629,12 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Returns the incidence matrix of a bipartite graph.
- * \return the incidence matrix as a Python list of lists
- * \sa igraph_get_incidence
+ * \brief Returns the bipartite adjacency matrix of a bipartite graph.
+ * \return the bipartite adjacency matrix as a Python list of lists
+ * \sa igraph_get_biadjacency
  */
-PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
+                                             PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "types", NULL };
   igraph_matrix_t matrix;
@@ -8663,7 +8667,7 @@ PyObject *igraphmodule_Graph_get_incidence(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_get_incidence(&self->g, types, &matrix, &row_ids, &col_ids)) {
+  if (igraph_get_biadjacency(&self->g, types, &matrix, &row_ids, &col_ids)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
@@ -13848,12 +13852,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
-  /* interface to igraph_incidence */
-  {"_Incidence", (PyCFunction) igraphmodule_Graph_Incidence,
+  /* interface to igraph_biadjacency */
+  {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Incidence(matrix, directed=False, mode=\"all\", multiple=False)\n--\n\n"
+   "_Biadjacency(matrix, directed=False, mode=\"all\", multiple=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
-   "@see: Graph.Incidence()\n\n"},
+   "@see: Graph.Biadjacency()\n\n"},
 
   /* interface to igraph_kautz */
   {"Kautz", (PyCFunction) igraphmodule_Graph_Kautz,
@@ -16322,18 +16326,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the I{endpoints} of the loop edges, not the edges themselves).\n"
    "@return: the adjacency matrix.\n"},
 
-  // interface to igraph_get_edgelist
+  /* interface to igraph_get_biadjacency */
+  {"get_biadjacency", (PyCFunction) igraphmodule_Graph_get_biadjacency,
+   METH_VARARGS | METH_KEYWORDS,
+   "get_biadjacency(types)\n--\n\n"
+   "Internal function, undocumented.\n\n"
+   "@see: Graph.get_biadjacency()\n\n"},
+
+  /* interface to igraph_get_edgelist */
   {"get_edgelist", (PyCFunction) igraphmodule_Graph_get_edgelist,
    METH_NOARGS,
    "get_edgelist()\n--\n\n" "Returns the edge list of a graph."},
 
-  /* interface to igraph_get_incidence */
-  {"get_incidence", (PyCFunction) igraphmodule_Graph_get_incidence,
-   METH_VARARGS | METH_KEYWORDS,
-   "get_incidence(types)\n--\n\n"
-   "Internal function, undocumented.\n\n"
-   "@see: Graph.get_incidence()\n\n"},
-
   /* interface to igraph_to_directed */
   {"to_directed", (PyCFunction) igraphmodule_Graph_to_directed,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4e0136ba5..674e20d51 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -78,7 +78,7 @@
     _get_adjacency,
     _get_adjacency_sparse,
     _get_adjlist,
-    _get_incidence,
+    _get_biadjacency,
     _get_inclist,
 )
 from igraph.automorphisms import (
@@ -217,7 +217,7 @@
 )
 from igraph.io.bipartite import (
     _construct_bipartite_graph,
-    _construct_incidence_bipartite_graph,
+    _construct_bipartite_graph_from_adjacency,
     _construct_full_bipartite_graph,
     _construct_random_bipartite_graph,
 )
@@ -512,7 +512,7 @@ def __init__(self, *args, **kwds):
 
     # Bipartite graphs
     Bipartite = classmethod(_construct_bipartite_graph)
-    Incidence = classmethod(_construct_incidence_bipartite_graph)
+    Biadjacency = classmethod(_construct_bipartite_graph_from_adjacency)
     Full_Bipartite = classmethod(_construct_full_bipartite_graph)
     Random_Bipartite = classmethod(_construct_random_bipartite_graph)
 
@@ -620,7 +620,7 @@ def es(self):
     get_adjacency = _get_adjacency
     get_adjacency_sparse = _get_adjacency_sparse
     get_adjlist = _get_adjlist
-    get_incidence = _get_incidence
+    get_biadjacency = _get_biadjacency
     get_inclist = _get_inclist
 
     #############################################
@@ -937,6 +937,23 @@ def __reduce__(self):
     __iter__ = None  # needed for PyPy
     __hash__ = None  # needed for PyPy
 
+    ###########################
+    # Deprecated functions
+
+    @classmethod
+    def Incidence(cls, *args, **kwds):
+        """Deprecated alias to L{Graph.Biadjacency()}."""
+        deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
+        return cls.Biadjacency(*args, **kwds)
+
+    def get_incidence(self, *args, **kwds):
+        """Deprecated alias to L{Graph.get_biadjacency()}."""
+        deprecated(
+            "Graph.get_incidence() is deprecated; use Graph.get_biadjacency() "
+            "instead"
+        )
+        return self.get_biadjacency(*args, **kwds)
+    
 
 ##############################################################
 # I/O format mapping
@@ -1056,7 +1073,7 @@ def write(graph, filename, *args, **kwds):
     _construct_graph_from_dataframe,
     _construct_random_geometric_graph,
     _construct_bipartite_graph,
-    _construct_incidence_bipartite_graph,
+    _construct_bipartite_graph_from_adjacency,
     _construct_full_bipartite_graph,
     _construct_random_bipartite_graph,
     _construct_graph_from_networkx,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 48d35fe38..c7b377d3f 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -11,7 +11,7 @@
     "_get_adjacency",
     "_get_adjacency_sparse",
     "_get_adjlist",
-    "_get_incidence",
+    "_get_biadjacency",
     "_get_inclist",
 )
 
@@ -133,23 +133,22 @@ def _get_adjlist(self, mode="out"):
     return [self.neighbors(idx, mode) for idx in range(self.vcount())]
 
 
-def _get_incidence(graph, types="type", *args, **kwds):
-    """Returns the incidence matrix of a bipartite graph. The incidence matrix
-    is an M{n} times M{m} matrix, where M{n} and M{m} are the number of
-    vertices in the two vertex classes.
+def _get_biadjacency(graph, types="type", *args, **kwds):
+    """Returns the bipartite adjacency matrix of a bipartite graph. The
+    bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
+    M{m} are the number of vertices in the two vertex classes.
 
     @param types: an igraph vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
-    @return: the incidence matrix and two lists in a triplet. The first
-      list defines the mapping between row indices of the matrix and the
-      original vertex IDs. The second list is the same for the column
-      indices.
+    @return: the bipartite adjacency matrix and two lists in a triplet. The
+      first list defines the mapping between row indices of the matrix and the
+      original vertex IDs. The second list is the same for the column indices.
     """
     # Deferred import to avoid cycles
     from igraph import Graph
 
-    return super(Graph, graph).get_incidence(types, *args, **kwds)
+    return super(Graph, graph).get_biadjacency(types, *args, **kwds)
 
 
 def _get_inclist(graph, mode="out"):
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index aa359b8f1..70fac3750 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -1,4 +1,4 @@
-def _construct_incidence_bipartite_graph(
+def _construct_bipartite_graph_from_adjacency(
     cls,
     matrix,
     directed=False,
@@ -8,13 +8,13 @@ def _construct_incidence_bipartite_graph(
     *args,
     **kwds
 ):
-    """Creates a bipartite graph from an incidence matrix.
+    """Creates a bipartite graph from a bipartite adjacency matrix.
 
     Example:
 
-    >>> g = Graph.Incidence([[0, 1, 1], [1, 1, 0]])
+    >>> g = Graph.Biadjacency([[0, 1, 1], [1, 1, 0]])
 
-    @param matrix: the incidence matrix.
+    @param matrix: the bipartite adjacency matrix.
     @param directed: whether to create a directed graph.
     @param mode: defines the direction of edges in the graph. If
       C{"out"}, then edges go from vertices of the first kind
@@ -28,12 +28,12 @@ def _construct_incidence_bipartite_graph(
       the nearest integer and this will be the number of multiple edges
       created.
     @param weighted: defines whether to create a weighted graph from the
-      incidence matrix. If it is c{None} then an unweighted graph is created
+      adjacency matrix. If it is c{None} then an unweighted graph is created
       and the multiple argument is used to determine the edges of the graph.
       If it is a string then for every non-zero matrix entry, an edge is created
       and the value of the entry is added as an edge attribute named by the
       weighted argument. If it is C{True} then a weighted graph is created and
-      the name of the edge attribute will be ‘weight’.
+      the name of the edge attribute will be C{"weight"}.
 
     @raise ValueError: if the weighted and multiple are passed together.
 
@@ -43,11 +43,11 @@ def _construct_incidence_bipartite_graph(
     is_weighted = True if weighted or weighted == "" else False
     if is_weighted and multiple:
         raise ValueError("arguments weighted and multiple can not co-exist")
-    result, types = cls._Incidence(matrix, directed, mode, multiple, *args, **kwds)
+    result, types = cls._Biadjacency(matrix, directed, mode, multiple, *args, **kwds)
     result.vs["type"] = types
     if is_weighted:
         weight_attr = "weight" if weighted is True else weighted
-        _, rows, _ = result.get_incidence()
+        _, rows, _ = result.get_biadjacency()
         num_vertices_of_first_kind = len(rows)
         for edge in result.es:
             source, target = edge.tuple
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 23ec6554f..45cca2fc2 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -45,31 +45,31 @@ def testFullBipartite(self):
         self.assertTrue(sorted(g.get_edgelist()) == expected)
         self.assertTrue(g.vs["type"] == [False] * 10 + [True] * 5)
 
-    def testIncidence(self):
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]])
+    def testBiadjacency(self):
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]])
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, not g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 5, not g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(
             sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3), (1, 3)]
         )
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True)
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, mode="in")
         self.assertTrue(all((g.vcount() == 5, g.ecount() == 4, g.is_directed())))
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
         self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Create a weighted Graph
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted=True)
         self.assertTrue(
             all(
                 (g.vcount() == 5, g.ecount() == 4, not g.is_directed(), g.is_weighted())
@@ -80,7 +80,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=`str`
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
         self.assertTrue(
             all(
                 (
@@ -96,7 +96,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Graph is not weighted when weighted=""
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], weighted="")
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="")
         self.assertTrue(
             all(
                 (
@@ -112,7 +112,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=out with weighted
-        g = Graph.Incidence([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
+        g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
         self.assertTrue(
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
@@ -121,7 +121,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
 
         # Should work when directed=True and mode=in with weighted
-        g = Graph.Incidence(
+        g = Graph.Biadjacency(
             [[0, 1, 1], [1, 2, 0]], directed=True, mode="in", weighted=True
         )
         self.assertTrue(
@@ -132,7 +132,7 @@ def testIncidence(self):
         self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
 
         # Should work when directed=True and mode=all with weighted
-        g = Graph.Incidence(
+        g = Graph.Biadjacency(
             [[0, 1, 1], [1, 2, 0]], directed=True, mode="all", weighted=True
         )
         self.assertTrue(
@@ -145,28 +145,28 @@ def testIncidence(self):
             [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)],
         )
 
-    def testIncidenceError(self):
+    def testBiadjacencyError(self):
         msg = "arguments weighted and multiple can not co-exist"
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted=True)
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted=True)
         self.assertIn(msg, e.exception.args)
 
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="string")
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="string")
         self.assertIn(msg, e.exception.args)
 
         with self.assertRaises(ValueError) as e:
-            Graph.Incidence([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="")
+            Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], multiple=True, weighted="")
         self.assertIn(msg, e.exception.args)
 
-    def testGetIncidence(self):
+    def testGetBiadjacency(self):
         mat = [[0, 1, 1], [1, 1, 0]]
         v1, v2 = [0, 1], [2, 3, 4]
-        g = Graph.Incidence(mat)
-        self.assertTrue(g.get_incidence() == (mat, v1, v2))
+        g = Graph.Biadjacency(mat)
+        self.assertTrue(g.get_biadjacency() == (mat, v1, v2))
         g.vs["type2"] = g.vs["type"]
-        self.assertTrue(g.get_incidence("type2") == (mat, v1, v2))
-        self.assertTrue(g.get_incidence(g.vs["type2"]) == (mat, v1, v2))
+        self.assertTrue(g.get_biadjacency("type2") == (mat, v1, v2))
+        self.assertTrue(g.get_biadjacency(g.vs["type2"]) == (mat, v1, v2))
 
     def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)

From fb4723d57b669648565e672af1cbb277d1291d7a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 3 Jul 2023 13:07:02 +0200
Subject: [PATCH 109/681] fix: fix two deprecation warnings

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 162d37e75..aaf301838 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3881,7 +3881,7 @@ PyObject *igraphmodule_Graph_authority_score(
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_authority_score(&self->g, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value, PyObject_IsTrue(scale_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5669,7 +5669,7 @@ PyObject *igraphmodule_Graph_hub_score(
     ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_score(&self->g, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value, PyObject_IsTrue(scale_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }

From 458d04780e08270d87332dfc887572986fd439b9 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Wed, 5 Jul 2023 12:22:15 +0200
Subject: [PATCH 110/681] fix: Correct shlex on Windows.

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 36002acd3..88e351802 100644
--- a/setup.py
+++ b/setup.py
@@ -282,7 +282,7 @@ def _compile_in(
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
-            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"]))
+            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
 
         # Finally, add the source folder path
         args.append(str(build_to_source_folder))

From 72240a9e0dffff19dfc0c89bb49ad4f6d0596d05 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 8 Jul 2023 18:45:51 +0200
Subject: [PATCH 111/681] fix: fix a memory management issue in
 PyUnicode_CopyAsString(); closes #679

---
 src/_igraph/pyhelpers.c | 36 ++++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 05bdcef53..65954fddb 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -117,21 +117,21 @@ PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len) {
  * It is the responsibility of the caller to release the C string.
  */
 char* igraphmodule_PyObject_ConvertToCString(PyObject* string) {
-  char* result;
-
-  if (string == 0)
-    return 0;
+  char* result = NULL;
 
-  if (!PyBaseString_Check(string)) {
-    string = PyObject_Str(string);
-    if (string == 0)
-      return 0;
+  if (string == NULL) {
+    /* Nothing to do */
+  } else if (PyBaseString_Check(string)) {
+    result = PyUnicode_CopyAsString(string);
   } else {
-    Py_INCREF(string);
-  }
+    string = PyObject_Str(string);
+    if (string == NULL) {
+      return NULL;
+    }
 
-  result = PyUnicode_CopyAsString(string);
-  Py_DECREF(string);
+    result = PyUnicode_CopyAsString(string);
+    Py_DECREF(string);
+  }
 
   return result;
 }
@@ -177,19 +177,19 @@ char* PyUnicode_CopyAsString(PyObject* string) {
     bytes = PyUnicode_AsUTF8String(string);
   }
 
-  if (bytes == 0) {
-    return 0;
+  if (bytes == NULL) {
+    return NULL;
   }
 
   result = PyBytes_AsString(bytes);
-  if (result == 0) {
+  if (result == NULL) {
     Py_DECREF(bytes);
-    return 0;
+    return NULL;
   }
-  Py_DECREF(bytes);
 
   result = strdup(result);
-  if (result == 0) {
+  Py_DECREF(bytes);
+  if (result == NULL) {
     PyErr_NoMemory();
   }
 

From 9252cf267aa154595bff84151c1a4410fd6cef01 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 9 Jul 2023 20:45:51 +0200
Subject: [PATCH 112/681] fix: fix typo in visualize_cliques.py

---
 doc/examples_sphinx-gallery/visualize_cliques.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 3fee6fb06..f223a5b4e 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -28,7 +28,7 @@
     ig.plot(
         ig.VertexCover(g, [clique]),
         mark_groups=True, palette=ig.RainbowPalette(),
-        vetex_size=5,
+        vertex_size=5,
         edge_width=0.5,
         target=ax,
     )
@@ -60,7 +60,7 @@
         ig.VertexCover(g, [clique]),
         mark_groups=True,
         palette=ig.RainbowPalette(),
-        vetex_size=5,
+        vertex_size=5,
         target=ax,
     )
 plt.axis('off')

From 8a44fe8e5ae02faca5cf2a2423d09b259349d4c1 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jul 2023 19:52:50 +1000
Subject: [PATCH 113/681] Update one mpl reference image, fix bug in
 edge_curved

---
 src/igraph/drawing/matplotlib/edge.py         |   3 +++
 src/igraph/drawing/matplotlib/graph.py        |   9 +++++----
 .../test_graph/graph_with_curved_edges.png    | Bin 48561 -> 40137 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +++++++-
 vendor/source/igraph                          |   2 +-
 5 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index bb77b8ef6..1fc3d2f6c 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -163,6 +163,9 @@ def _compute_paths(self, transform=None):
     def _compute_path_loop(self, coordt, size, trans_inv):
         import numpy as np
 
+        # TODO: check out non-loop edges for this vertex and try
+        # fit the loops in the largest wedge.
+
         # Make arc (class method)
         path = mpl.path.Path.arc(-90, 180)
         vertices = path.vertices.copy()
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index f4206cadb..29d08ffa3 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -167,7 +167,7 @@ def __init__(
 
     def _kwds_post_update(self):
         self.kwds["layout"] = self.ensure_layout(self.kwds["layout"], self.graph)
-        self.kwds["edge_curved"] = self._set_edge_curve(**self.kwds)
+        self._set_edge_curve()
         self._clear_state()
         self.stale = True
 
@@ -192,8 +192,9 @@ def get_children(self):
         artists.extend(self._vertex_labels)
         return tuple(artists)
 
-    def _set_edge_curve(self, **kwds):
+    def _set_edge_curve(self):
         graph = self.graph
+        kwds = self.kwds
 
         # Decide whether we need to calculate the curvature of edges
         # automatically -- and calculate them if needed.
@@ -210,12 +211,11 @@ def _set_edge_curve(self, **kwds):
             if default is True:
                 default = 0.5
             default = float(default)
-            return autocurve(
+            self.kwds["edge_curved"] = autocurve(
                 graph,
                 attribute=None,
                 default=default,
             )
-        return None
 
     def get_vertices(self):
         """Get VertexCollection artist."""
@@ -557,6 +557,7 @@ def _draw_edges(self):
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
+            print(visual_edge)
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_with_curved_edges.png
index 08f10b08cdae3a8a079d5906b3ee20d24f16b245..3241471116b8be625204740e06f59b4884ff7713 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index df066b35b..67256cbe6 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -127,7 +127,13 @@ def test_graph_with_curved_edges(self):
         fig, ax = plt.subplots()
         lo = g.layout("circle")
         lo.scale(3)
-        plot(g, target=ax, layout=lo)
+        plot(
+            g, target=ax, layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
 
 
 class ClusteringTestRunner(unittest.TestCase):
diff --git a/vendor/source/igraph b/vendor/source/igraph
index f2c7e65dc..e79dc6ea6 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a
+Subproject commit e79dc6ea68e708e4d0f5d3c2e12bc67e6aff9c9a

From e3252d0dafde2c0e79d4c7f321a0036355956a04 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 10 Jul 2023 19:57:28 +1000
Subject: [PATCH 114/681] Matplotlib: use gca and return container artist

---
 src/igraph/drawing/__init__.py | 13 ++++++++-----
 1 file changed, 8 insertions(+), 5 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 06bcda90a..8a2ea2a3c 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -252,8 +252,8 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
 
         if target is None:
             if backend == "matplotlib":
-                # Create a new axes if needed
-                _, target = plt.subplots()
+                # Use get current axes, customary in these cases
+                target = plt.gca()
             elif backend == "plotly":
                 # Create a new figure if needed
                 target = plotly.graph_objects.Figure()
@@ -271,9 +271,6 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
                 *args,
                 **kwds,
             )
-            # NOTE: for matplotlib, result is the container Artist. It would be
-            # good to return this instead of target, like we do for Cairo.
-            # However, that breaks API so let's wait for a major release
 
             if save_path is not None:
                 if backend == "matplotlib":
@@ -281,6 +278,12 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
                 elif backend == "plotly":
                     target.write_image(save_path)
 
+            # For matplotlib, return the container artist, which makes it easier
+            # to manipulate post-facto. The user can always get the artist with
+            # plt.gca() - as we do, in fact.
+            if backend == "matplotlib":
+                return result
+
             return target
 
     # Cairo backend

From 005b7081770aaaac96ed2aca862d5d93f2638cf0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 10 Jul 2023 13:05:41 +0000
Subject: [PATCH 115/681] build(deps): bump pypa/cibuildwheel from 2.13.1 to
 2.14.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.13.1 to 2.14.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.13.1...v2.14.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d29e8cdd4..d1f5a12f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -242,7 +242,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.13.1
+        uses: pypa/cibuildwheel@v2.14.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 8e2e4d67a180fb505ccf01d6fe6052627b6bec95 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 15:36:09 +0200
Subject: [PATCH 116/681] feat: added support for building igraph with
 sanitizers

---
 etc/lsan-suppr.txt | 12 ++++++++++++
 setup.py           | 41 +++++++++++++++++++++++++++++++----------
 test.sh            | 33 +++++++++++++++++++++++++++++----
 3 files changed, 72 insertions(+), 14 deletions(-)
 create mode 100644 etc/lsan-suppr.txt

diff --git a/etc/lsan-suppr.txt b/etc/lsan-suppr.txt
new file mode 100644
index 000000000..719c01d39
--- /dev/null
+++ b/etc/lsan-suppr.txt
@@ -0,0 +1,12 @@
+leak:_PyObject_Malloc
+leak:_PyObject_Realloc
+leak:newlockobject
+leak:initumath
+leak:uint_arrtype_new
+leak:ufunc_generic_fastcall
+leak:ffi_call_int
+leak:array_empty
+leak:array_copy
+leak:array_cumsum
+
+
diff --git a/setup.py b/setup.py
index 88e351802..48e4e975c 100644
--- a/setup.py
+++ b/setup.py
@@ -54,6 +54,14 @@
 T = TypeVar("T")
 
 
+def is_envvar_on(name: str) -> bool:
+    """Returns whether the given environment variable is set to a truthy value
+    such as '1', 'on' or 'true'.
+    """
+    value = os.environ.get(name, "")
+    return value and str(value).lower() in ("1", "on", "true")
+
+
 def building_on_windows_msvc() -> bool:
     """Returns True when using the non-MinGW CPython interpreter on Windows"""
     return platform.system() == "Windows" and sysconfig.get_platform() != "mingw"
@@ -64,6 +72,15 @@ def building_with_emscripten() -> bool:
     return (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
 
 
+def building_with_sanitizers() -> bool:
+    """Returns True when the IGRAPH_USE_SANITIZERS envvar is set, indicating that
+    we want to build the Python interface with AddressSanitizer and LeakSanitizer
+    enabled. Currently works on Linux only and the primary use-case is to be able
+    to test igraph with sanitizers in CI.
+    """
+    return platform.system() == "Linux" and is_envvar_on("IGRAPH_USE_SANITIZERS")
+
+
 def exclude_from_list(items: Iterable[T], items_to_exclude: Iterable[T]) -> List[T]:
     """Excludes certain items from a list, keeping the original order of
     the remaining items."""
@@ -280,6 +297,10 @@ def _compile_in(
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
 
+        # Compile the C core with sanitizers if needed
+        if building_with_sanitizers():
+            args.append("-DUSE_SANITIZER=Address;Undefined")
+
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
             args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
@@ -365,6 +386,7 @@ def __init__(self):
         self.extra_objects = []
         self.static_extension = False
         self.use_pkgconfig = False
+        self.use_sanitizers = False
         self.c_core_built = False
         self.allow_educated_guess = True
         self._has_pkgconfig = None
@@ -463,16 +485,9 @@ def run(self):
                     extra_libraries = os.environ["IGRAPH_EXTRA_LIBRARIES"].split(",")
                     buildcfg.libraries.extend(extra_libraries)
 
-                # Override static specification based on environment variable
-                if "IGRAPH_STATIC_EXTENSION" in os.environ:
-                    if os.environ["IGRAPH_STATIC_EXTENSION"].lower() in [
-                        "true",
-                        "1",
-                        "on",
-                    ]:
-                        buildcfg.static_extension = True
-                    else:
-                        buildcfg.static_extension = False
+                # Override build configuration based on environment variables
+                buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
+                buildcfg.use_sanitizers = building_with_sanitizers()
 
                 # Replaces library names with full paths to static libraries
                 # where possible. libm.a is excluded because it caused problems
@@ -484,6 +499,11 @@ def run(self):
                     else:
                         buildcfg.replace_static_libraries(exclusions=["m"])
 
+                # Add sanitizer flags
+                if buildcfg.use_sanitizers:
+                    buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
+                    buildcfg.extra_compile_args += ["-fno-omit-frame-pointer"]
+
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
                     extra_libraries = os.environ[
@@ -768,6 +788,7 @@ def process_envvar(name, attr, value):
         process_envvar("no_pkg_config", "use_pkgconfig", False)
         process_envvar("no_wait", "wait", False)
         process_envvar("use_pkg_config", "use_pkgconfig", True)
+        process_envvar("use_sanitizers", "use_sanitizers", False)
 
     def replace_static_libraries(self, only=None, exclusions=None):
         """Replaces references to libraries with full paths to their static
diff --git a/test.sh b/test.sh
index 0e55c78e8..7c74a89c8 100755
--- a/test.sh
+++ b/test.sh
@@ -9,7 +9,7 @@ set -e
 CLEAN=0
 VENV_DIR=.venv
 
-while getopts ":ce:k:" OPTION; do
+while getopts ":ce:k:s" OPTION; do
     case $OPTION in
         c)
             CLEAN=1
@@ -20,14 +20,29 @@ while getopts ":ce:k:" OPTION; do
         k)
             PYTEST_ARGS="${PYTEST_ARGS} -k $OPTARG"
             ;;
+        s)
+            USE_SANITIZERS=1
+            ;;
         \?)
-            echo "Usage: $0 [-c] [-e VIRTUALENV]"
+            echo "Usage: $0 [-c] [-e VIRTUALENV] [-s]"
+            echo ""
+            echo "Options:"
+            echo "  -c: clean igraph's already-built C core before running tests"
+            echo "  -e VIRTUALENV: use the given virtualenv instead of .venv"
+            echo "  -s: compile the C core and the Python module with sanitizers enabled"
 			exit 1
             ;;
     esac
 done
 shift $((OPTIND -1))
 
+if [ "x$USE_SANITIZERS" = x1 ]; then
+  if [ "`python3 -c 'import platform; print(platform.system())'`" != "Linux" ]; then
+    echo "Compiling igraph with sanitizers is currently supported on Linux only."
+    exit 1
+  fi
+fi
+
 if [ ! -d $VENV_DIR ]; then
     $PYTHON -m venv $VENV_DIR
     $VENV_DIR/bin/pip install -U pip wheel
@@ -41,6 +56,16 @@ fi
 export MACOSX_DEPLOYMENT_TARGET=12.0
 
 # pip install is called in verbose mode so we can see the compiler warnings
-$VENV_DIR/bin/pip install -v .[plotting,test]
-$VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+if [ "x$USE_SANITIZERS" = x1 ]; then
+  # Do not run plotting tests -- they tend to have lots of false positives in
+  # the sanitizer output
+  IGRAPH_USE_SANITIZERS=1 $VENV_DIR/bin/pip install -v .[test]
+  LD_PRELOAD=$(gcc -print-file-name=libasan.so) \
+  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt \
+  ASAN_OPTIONS=detect_stack_use_after_return=1 \
+  $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+else
+  $VENV_DIR/bin/pip install -v .[plotting,test]
+  $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
+fi
 

From 2d42876f9f2d7ea95ef8497a51c67686abf10327 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:14:25 +0200
Subject: [PATCH 117/681] fix: fix a memory leak in Graph.decompose()

---
 CHANGELOG.md              | 2 ++
 src/_igraph/convert.c     | 8 +++-----
 src/_igraph/graphobject.c | 9 +++++----
 3 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 20eb8cd50..61c3f463e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -10,6 +10,8 @@
 
 ### Fixed
 
+- Fixed a minor memory leak in `Graph.decompose()`.
+
 - The default vertex size of the Plotly backend was fixed so the vertices are
   now visible by default without specifying an explicit size for them.
 
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a8a46ab5b..a3a7f28e0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2516,11 +2516,9 @@ PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector
  * \ingroup python_interface_conversion
  * \brief Converts an \c igraph_graph_list_t into a Python list of graphs
  *
- * This function transfers ownership of the graphs to Python and frees the pointers
- * to them. If it fails, you can call \c igraph_graph_list_destroy if you have to.
- * If successful, do nothing and especially do *not* destroy the list, because that
- * will destroy each graph inside, which in turns destroys the vertices and edges
- * data structures that are now supposedly managed by Python.
+ * This function transfers ownership of the graphs to Python and empties the
+ * graph list in parallel. You can (and should) call \c igraph_graph_list_destroy
+ * regularly after the conversion is done.
  *
  * \param v the \c igraph_graph_list_t containing the list to be converted; the
  *     list will become empty after executing this function
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index aaf301838..5f977cd50 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4831,16 +4831,17 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  /* We have to create a Python igraph object for every graph returned */
-  /* Pointers to each graph are freed, but the graphs themselves are not
-   * destroyed because the Python class takes over ownership of them,
-   * in particular of edges and vertices */
+  /* We have to create a Python igraph object for every graph returned. During
+   * the conversion, the graph list will be emptied as the Python list we return
+   * from the conversion function takes ownership of all the graphs */
   list = igraphmodule_graph_list_t_to_PyList(&components, Py_TYPE(self));
   if (!list) {
       igraph_graph_list_destroy(&components);
       return 0;
   }
 
+  igraph_graph_list_destroy(&components);
+
   return list;
 }
 

From f7b74eecbcbfa7194cf9000d15d2ebc793057762 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:25:17 +0200
Subject: [PATCH 118/681] chore: removed some unused imports

---
 tests/drawing/cairo/utils.py           | 2 +-
 tests/drawing/matplotlib/test_graph.py | 2 +-
 tests/drawing/matplotlib/utils.py      | 3 ---
 tests/drawing/plotly/test_graph.py     | 5 ++---
 tests/drawing/plotly/utils.py          | 2 +-
 5 files changed, 5 insertions(+), 9 deletions(-)

diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index 68091ea10..df34e47f6 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -1,7 +1,7 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
 from pathlib import Path
-import os
+
 import sys
 import inspect
 import functools
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 43bb999a0..c657cb4b4 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -3,7 +3,7 @@
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering, config, Layout
+from igraph import Graph, plot, VertexClustering, Layout
 
 from ...utils import overridden_configuration
 
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index f9f195940..9bf78966a 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -1,6 +1,5 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
-from pathlib import Path
 import sys
 import inspect
 import functools
@@ -8,8 +7,6 @@
 try:
     import matplotlib
     from matplotlib.testing.decorators import _collect_new_figures, _ImageComparisonBase
-    from matplotlib.testing.compare import comparable_formats
-    import matplotlib.pyplot as plt
 except ImportError:
     matplotlib = None
 
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 22ca84b9b..791e6729c 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -1,8 +1,7 @@
-import random
 import unittest
 
 
-from igraph import Graph, InternalError, plot, VertexClustering
+from igraph import Graph, plot, VertexClustering
 
 # FIXME: find a better way to do this that works for both direct call and module
 # import e.g. tox
@@ -75,7 +74,7 @@ def test_mark_groups_squares(self):
         return fig
 
     @image_comparison(baseline_images=["graph_edit_children"])
-    def test_mark_groups_squares(self):
+    def test_graph_edit_children(self):
         g = Graph.Ring(5)
         fig = go.Figure()
         plot(g, target=fig, vertex_shape="circle",
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 76d96e346..1c6f51b54 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -1,7 +1,7 @@
 # Functions adapted from matplotlib.testing. Credit for the original functions
 # goes to the amazing folks over at matplotlib.
 from pathlib import Path
-import os
+
 import sys
 import inspect
 import functools

From 40cb48e4a1b63acb0ecd29e235889d4ca6ff02d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:27:28 +0200
Subject: [PATCH 119/681] test: added missing Plotly baseline image

---
 .../graph_mark_groups_squares_directed.json   | 1047 +++++++++++++++++
 1 file changed, 1047 insertions(+)
 create mode 100644 tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json

diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
new file mode 100644
index 000000000..48afb5b8b
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -0,0 +1,1047 @@
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+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file

From 485435cf1077041509357fb80664863051261c2f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:30:01 +0200
Subject: [PATCH 120/681] fix: do not show suppression stats in sanitizer
 output

---
 test.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/test.sh b/test.sh
index 7c74a89c8..3b3f7b190 100755
--- a/test.sh
+++ b/test.sh
@@ -61,7 +61,7 @@ if [ "x$USE_SANITIZERS" = x1 ]; then
   # the sanitizer output
   IGRAPH_USE_SANITIZERS=1 $VENV_DIR/bin/pip install -v .[test]
   LD_PRELOAD=$(gcc -print-file-name=libasan.so) \
-  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt \
+  LSAN_OPTIONS=suppressions=etc/lsan-suppr.txt:print_suppressions=false \
   ASAN_OPTIONS=detect_stack_use_after_return=1 \
   $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 else

From 830cd41aed623fc64913b7ee323facce47b5913a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:35:54 +0200
Subject: [PATCH 121/681] ci: use sanitizer when building the Python module
 itself

---
 .github/workflows/build.yml | 17 +++++++----------
 setup.py                    |  7 +++++--
 2 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d1f5a12f4..7ddcc1592 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -304,19 +304,11 @@ jobs:
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
   # for the "Test" step below.
-  #
-  # The C core is temporarily compiled with -DCMAKE_C_FLAGS="-DNDEBUG" because the Python test suite
-  # triggers a bug/assertion in RNG_INTEGER(): https://github.com/igraph/igraph/issues/2031
-  # When this bug is fixed, remove NDEBUG and increment the cache version to v1.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
     runs-on: ubuntu-20.04
     env:
-      CC: "gcc -fsanitize=address -fsanitize=undefined"
-      CXX: "g++ -fsanitize=address -fsanitize=undefined"
-      CFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
-      CXXFLAGS: "-g -Og -fno-omit-frame-pointer -fdiagnostics-color"
-      IGRAPH_CMAKE_EXTRA_ARGS: -DUSE_SANITIZER="Address;Undefined" -DCMAKE_BUILD_TYPE=Debug -DFLEX_KEEP_LINE_NUMBERS=ON -DFORCE_COLORED_OUTPUT=ON -DCMAKE_C_FLAGS="-DNDEBUG"
+      IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
       - uses: actions/checkout@v3
         with:
@@ -343,10 +335,14 @@ jobs:
           python-version: '3.11'
 
       - name: Build C core
+        env:
+          IGRAPH_USE_SANITIZERS: 1
         run: |
           python setup.py build_c_core
 
       - name: Build and install Python extension
+        env:
+          IGRAPH_USE_SANITIZERS: 1
         run: |
           # NOTE: install calls "build" first
           python setup.py install
@@ -361,6 +357,7 @@ jobs:
       - name: Test
         env:
           LD_PRELOAD: "/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1"
-          ASAN_OPTIONS: "detect_leaks=0"
+          ASAN_OPTIONS: "detect_stack_use_after_return=1"
+          LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           python -m pytest --capture=sys tests
diff --git a/setup.py b/setup.py
index 48e4e975c..9535eecb6 100644
--- a/setup.py
+++ b/setup.py
@@ -264,6 +264,7 @@ def _compile_in(
 
         print("Configuring build...")
         args = [cmake]
+        cmake_build_mode = "Release"
 
         # Build to wasm requires invocation of the Emscripten SDK
         if building_with_emscripten():
@@ -300,6 +301,8 @@ def _compile_in(
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
             args.append("-DUSE_SANITIZER=Address;Undefined")
+            args.append("-DFLEX_KEEP_LINE_NUMBERS=ON")
+            cmake_build_mode = "Debug"
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
@@ -314,7 +317,7 @@ def _compile_in(
 
         print("Running build...")
         # We are _not_ using a parallel build; this is intentional, see igraph/igraph#1755
-        retcode = subprocess.call([cmake, "--build", ".", "--config", "Release"])
+        retcode = subprocess.call([cmake, "--build", ".", "--config", cmake_build_mode])
         if retcode:
             return False
 
@@ -502,7 +505,7 @@ def run(self):
                 # Add sanitizer flags
                 if buildcfg.use_sanitizers:
                     buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
-                    buildcfg.extra_compile_args += ["-fno-omit-frame-pointer"]
+                    buildcfg.extra_compile_args += ["-g", "-Og", "-fno-omit-frame-pointer", "-fdiagnostics-color"]
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:

From 6141ee71a9f773ed385129415af331af1f77e795 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 16:44:36 +0200
Subject: [PATCH 122/681] ci: adjust config so we don't run the sanitizer on
 /bin/bash

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ddcc1592..94450505e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -353,11 +353,11 @@ jobs:
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
-      # Leak detection is disabled because of many false (?) positives in Python itself.
+      # LD_PRELOAD needs to be specified in the "run" section to ensure that we
+      # do not pick up memory leaks in the wrapper shell (e.g., /bin/bash)
       - name: Test
         env:
-          LD_PRELOAD: "/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1"
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
-          python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From a2c3b28459d139471dd97bc759e3e9ccd66dcebe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 17:08:30 +0200
Subject: [PATCH 123/681] ci: cache busting for sanitizer job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 94450505e..2337f7896 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -322,7 +322,7 @@ jobs:
           path: |
             vendor/build
             vendor/install
-          key: C-core-build-sanitizer-v0-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
+          key: C-core-build-sanitizer-v1-${{ runner.os }}-${{ hashFiles('.git/modules/vendor/source/igraph/HEAD') }}
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core

From 47ec0248c00aa211afc38d8abd67fdb29f9183c4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 17:40:32 +0200
Subject: [PATCH 124/681] fix: fix build on macOS

---
 setup.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 9535eecb6..b8d2e7da5 100644
--- a/setup.py
+++ b/setup.py
@@ -489,7 +489,8 @@ def run(self):
                     buildcfg.libraries.extend(extra_libraries)
 
                 # Override build configuration based on environment variables
-                buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
+                if "IGRAPH_STATIC_EXTENSION" in os.environ:
+                    buildcfg.static_extension = is_envvar_on("IGRAPH_STATIC_EXTENSION")
                 buildcfg.use_sanitizers = building_with_sanitizers()
 
                 # Replaces library names with full paths to static libraries

From 35a4ba43b591b33628c31db92e3b678950752102 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 10 Jul 2023 19:20:28 +0200
Subject: [PATCH 125/681] fix: fix edge label plotting in Plotly

---
 src/igraph/drawing/plotly/graph.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index e24cc1102..956d954af 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -250,7 +250,7 @@ def draw(self, graph, *args, **kwds):
                 "text": [],
                 "x": [],
                 "y": [],
-                "color": [],
+                # "textfont_color": [],
                 # FIXME: horizontal/vertical alignment, offset, etc?
             }
             for label, visual_edge, edge in edge_label_iter:
@@ -258,7 +258,7 @@ def draw(self, graph, *args, **kwds):
                 src, dest = edge.tuple
                 src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
                 (x, y), (halign, valign) = edge_drawer.get_label_position(
-                    edge,
+                    visual_edge,
                     src_vertex,
                     dest_vertex,
                 )
@@ -268,7 +268,9 @@ def draw(self, graph, *args, **kwds):
                 lab_args["text"].append(label)
                 lab_args["x"].append(x)
                 lab_args["y"].append(y)
-                lab_args["color"].append(visual_edge.label_color)
+                # FIXME: colors do not work yet; apparently we need to convert
+                # visual_edge.label_color to Plotly's format
+                # lab_args["textfont_color"].append(visual_edge.label_color)
             stroke = plotly.graph_objects.Scatter(
                 mode="text",
                 **lab_args,

From 69a90260621121163c437b168cfb79743378dc2b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 09:51:20 +0200
Subject: [PATCH 126/681] ci: cache emscripten in wasm build

---
 .github/workflows/build.yml | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2337f7896..9d51dc2e2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,15 +179,16 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.10.2'
+          python-version: '3.11.2'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
-          version: '3.1.14'
+          version: '3.1.32'
+          actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.21.0
+          pip install pyodide-build==0.23.4
           pyodide build
 
       - uses: actions/upload-artifact@v3

From b8ded445da7a53002a86c0592170e0fd2ccbf924 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 13:01:59 +0200
Subject: [PATCH 127/681] fix: wasm32 size_t is 32-bit so we need to fix the
 definition of RNG_MAX

---
 src/_igraph/random.c | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index b059042d7..61b67b04e 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -44,7 +44,12 @@ typedef struct {
 } igraph_i_rng_Python_state_t;
 
 #define RNG_BITS 32
-#define RNG_MAX ((((size_t) 1) << RNG_BITS) - 1)
+#ifdef __wasm32__
+  /* size_t is 32-bit on wasm32 so we cannot use the shift trick */
+  #define RNG_MAX 0xFFFFFFFF
+#else
+  #define RNG_MAX ((((size_t) 1) << RNG_BITS) - 1)
+#endif
 
 static igraph_i_rng_Python_state_t igraph_rng_Python_state = {0};
 static igraph_rng_t igraph_rng_Python = {

From c7ca7b65c7066c6d70c1067bb019347ce937a2b3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 11 Jul 2023 13:05:04 +0200
Subject: [PATCH 128/681] fix: explicitly turn off libxml2 in wasm builds

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index b8d2e7da5..ffb0a5913 100644
--- a/setup.py
+++ b/setup.py
@@ -277,6 +277,7 @@ def _compile_in(
                 return False
             args.insert(0, emcmake)
             args.append("-DIGRAPH_WARNINGS_AS_ERRORS:BOOL=OFF")
+            args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():

From 97f120c61281bc9a0c5d434f44aa2dba7995f9aa Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 06:46:20 +1000
Subject: [PATCH 129/681] Loops into largest wedge, with a bit of logic

---
 src/igraph/drawing/matplotlib/edge.py  | 198 ++++++++++++++++++++-----
 src/igraph/drawing/matplotlib/graph.py |   1 -
 2 files changed, 160 insertions(+), 39 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 1fc3d2f6c..71cec9691 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -101,6 +101,36 @@ def _get_edge_vertex_sizes(edge_vertices):
                 sizes.append(max(visual_vertex.width, visual_vertex.height))
         return sizes
 
+    @staticmethod
+    def _compute_edge_angles(path, trans, directed, curved):
+        """Compute edge angles for both starting and ending vertices.
+
+        NOTE: The domain of atan2 is (-pi, pi].
+        """
+        positions = trans(path.vertices)
+
+        # first angle
+        if (not directed):
+            x1, y1 = positions[0]
+            x2, y2 = positions[1]
+        elif not curved:
+            x1, y1 = positions[1]
+            x2, y2 = positions[0]
+        else:
+            x1, y1 = positions[3]
+            x2, y2 = positions[2]
+        angle1 = atan2(y2 - y1, x2 - x1)
+
+        # second angle
+        if not directed:
+            x1, y1 = positions[-1]
+            x2, y2 = positions[-2]
+        else:
+            x1, y1 = positions[-3]
+            x2, y2 = positions[-1]
+        angle2 = atan2(y2 - y1, x2 - x1)
+        return (angle1, angle2)
+
     def _compute_paths(self, transform=None):
         import numpy as np
 
@@ -110,9 +140,31 @@ def _compute_paths(self, transform=None):
         trans = transform.transform
         trans_inv = transform.inverted().transform
 
+        # Loops split the largest wedge left open by other
+        # edges of that vertex. The algo is:
+        # (i) Find what vertices each loop belongs to
+        # (ii) While going through the edges, record the angles
+        #      for vertices with loops
+        # (iii) Plot each loop based on the recorded angles
+        loop_vertex_dict = {
+        }
+        for i, edge_vertices in enumerate(visual_vertices):
+            if edge_vertices[0] == edge_vertices[1]:
+                if edge_vertices[0] not in loop_vertex_dict:
+                    loop_vertex_dict[edge_vertices[0]] = {
+                        'loops': [],
+                        'angles': [],
+                    }
+                loop_vertex_dict[edge_vertices[0]]['loops'].append(i)
+
         # Get actual coordinates of the vertex border (rough)
         paths = []
         for i, edge_vertices in enumerate(visual_vertices):
+            # Loops are positioned post-facto in the space left by the othter edges
+            if edge_vertices[0] == edge_vertices[1]:
+                paths.append(None)
+                continue
+
             coords = np.vstack(
                 [
                     edge_vertices[0].position,
@@ -126,15 +178,7 @@ def _compute_paths(self, transform=None):
             else:
                 curved = False
 
-            # Loops require special attention, discard any previous calculations
-            if edge_vertices[0] == edge_vertices[1]:
-                path = self._compute_path_loop(
-                    coordst[0],
-                    sizes[0],
-                    trans_inv,
-                )
-
-            elif self._directed:
+            if self._directed:
                 if (self._arrow_sizes is None) or (self._arrow_widths is None):
                     arrow_size = 0
                     arrow_width = 0
@@ -157,36 +201,106 @@ def _compute_paths(self, transform=None):
                     curved,
                 )
 
+            # Collect angles for this vertex, to be used for loops plotting below
+            angles = self._compute_edge_angles(path, trans, self._directed, curved)
+            if edge_vertices[0] in loop_vertex_dict:
+                loop_vertex_dict[edge_vertices[0]]['angles'].append(angles[0])
+            if edge_vertices[1] in loop_vertex_dict:
+                loop_vertex_dict[edge_vertices[1]]['angles'].append(angles[1])
+
+            # Add the path for this non-loop edge
             paths.append(path)
+
+        # Deal with loops at the end
+        for visual_vertex, loops_angles in loop_vertex_dict.items():
+            coords = np.vstack([visual_vertex.position] * 2)
+            coordst = trans(coords)
+            sizes = self._get_edge_vertex_sizes(edge_vertices)
+
+            edge_angles = loops_angles['angles']
+            if edge_angles:
+                edge_angles.sort()
+                # Circle around
+                edge_angles.append(edge_angles[0] + 2 * pi)
+                wedges = [(a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])]
+                # Argsort
+                imax = max(range(len(wedges)), key=lambda i: wedges[i])
+                angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
+            else:
+                angle1, angle2 = -pi, pi
+
+            nloops = len(loops_angles['loops'])
+            for ii, ipath in enumerate(loops_angles['loops']):
+                angle1i = angle1 + (angle2 - angle1) * ii / nloops
+                angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
+                path = self._compute_path_loop(
+                    coordst[0],
+                    sizes[0],
+                    angle1i, angle2i,
+                    trans_inv,
+                    angle_padding_fraction=0.1,
+                )
+                paths[ipath] = path
+
+
         return paths
 
-    def _compute_path_loop(self, coordt, size, trans_inv):
+    def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
+                           angle_padding_fraction=0.1):
         import numpy as np
 
-        # TODO: check out non-loop edges for this vertex and try
-        # fit the loops in the largest wedge.
-
-        # Make arc (class method)
-        path = mpl.path.Path.arc(-90, 180)
-        vertices = path.vertices.copy()
-        codes = path.codes
-
-        # Rescale to be as large as the vertex
-        vertices *= size / 2
-        # Center top right
-        vertices += size / 2
-        # Offset to place and transform to data coordinates
-        vertices = trans_inv(coordt + vertices)
-
-        # Hack used for any curved lines to deal with facecolor
-        vertices = np.vstack([
-            vertices,
-            vertices[:-1][::-1],
-        ])
-        codes = np.concatenate([
-            codes,
-            codes[1:],
-        ])
+        # Pad angles to make a little space for tight arrowheads
+        angle1, angle2 = (
+            angle1 * (1 - angle_padding_fraction) + angle2 * angle_padding_fraction,
+            angle1 * angle_padding_fraction + angle2 * (1 - angle_padding_fraction),
+        )
+
+        # Too large wedges, just use a quarter
+        if angle2 - angle1 > pi / 2:
+            angle1 = (angle2 + angle1) * 0.5 - pi / 4
+            angle1_deg = 180 * angle1 / pi
+
+            # Make arc (class method)
+            path = mpl.path.Path.arc(angle1_deg - 90, angle1_deg + 180)
+            vertices = path.vertices.copy()
+            codes = path.codes
+
+            # Rescale to be as large as the vertex
+            vertices *= size / 2
+            # Center top right for 0 angle_deg, otherwise in the right place (sqrt2 away from center)
+            angle_center = pi / 4 + angle1
+            xcenter = size / 2 / sqrt(2) * cos(angle_center)
+            ycenter = size / 2 / sqrt(2) * sin(angle_center)
+            vertices += [xcenter, ycenter]
+            # Offset to place and transform to data coordinates
+            vertices = trans_inv(coordt + vertices)
+
+            # Hack used for any curved lines to deal with facecolor
+            vertices = np.vstack([
+                vertices,
+                vertices[:-1][::-1],
+            ])
+            codes = np.concatenate([
+                codes,
+                codes[1:],
+            ])
+
+        # Smaller than 90 deg wedges, make a Bezier
+        else:
+            start = size / 2 * np.array([cos(angle1), sin(angle1)])
+            end = size / 2 * np.array([cos(angle2), sin(angle2)])
+            amix = 0.2
+            aux1 = 1.2 * size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
+            aux2 = 1.2 * size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+            vertices = np.vstack([
+                start, aux1, aux2, end,
+                aux2, aux1, start,
+            ])
+            # Offset to place and transform to data coordinates
+            vertices = trans_inv(coordt + vertices)
+
+            codes = ["MOVETO"] + ["CURVE4"] * 6
+            codes=[getattr(mpl.path.Path, x) for x in codes]
 
         path = mpl.path.Path(
             vertices, codes=codes,
@@ -249,14 +363,14 @@ def _compute_path_directed(
         path = {"vertices": [], "codes": []}
         path["codes"].append("MOVETO")
         if not curved:
-            path["codes"].extend(["LINETO"] * 5)
+            path["codes"].extend(["LINETO"] * 6)
 
             # Start
             theta = atan2(*((coordst[1] - coordst[0])[::-1]))
             voff = 0 * coordst[0]
             voff[:] = [cos(theta), sin(theta)]
             voff *= sizes[0] / 2
-            path["vertices"].append(coordst[0] + voff)
+            start = coordst[0] + voff
 
             # End with arrow (base-left-top-right-base)
             theta = atan2(*((coordst[1] - coordst[0])[::-1]))
@@ -269,8 +383,12 @@ def _compute_path_directed(
             headbase = tip - arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
             path["vertices"].extend(
                 [
+                    headbase,
+                    start,
                     headbase,
                     headleft,
                     tip,
@@ -308,8 +426,12 @@ def _compute_path_directed(
             # without making a separate Patch, which would be a little messy
             path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
             path["vertices"].extend([
-                headbase, aux2, aux1,
-                start, aux1, aux2,
+                headbase,
+                aux2,
+                aux1,
+                start,
+                aux1,
+                aux2,
                 headbase,
                 headleft,
                 tip,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 29d08ffa3..003a5b281 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -557,7 +557,6 @@ def _draw_edges(self):
         arrow_widths = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
-            print(visual_edge)
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
             art = edge_drawer.build_patch(visual_edge, *edge_vertices)
             edgepatches.append(art)

From 031d071dac823ac530afab2d68012a39b090e043 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 09:05:49 +1000
Subject: [PATCH 130/681] All loops Bezier, add parameter loop_size
 (undocumented)

---
 src/igraph/drawing/matplotlib/edge.py  | 91 ++++++++++----------------
 src/igraph/drawing/matplotlib/graph.py |  3 +
 2 files changed, 39 insertions(+), 55 deletions(-)

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 71cec9691..af5e69727 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -58,6 +58,7 @@ class VisualEdgeBuilder(AttributeCollectorBase):
             background = None
             align_label = False
             zorder = 1
+            loop_size = 30
 
         return VisualEdgeBuilder
 
@@ -88,6 +89,7 @@ def __init__(self, *args, **kwargs):
         self._directed = kwargs.pop("directed", False)
         self._arrow_sizes = kwargs.pop("arrow_sizes", None)
         self._arrow_widths = kwargs.pop("arrow_widths", None)
+        self._loop_sizes = kwargs.pop("loop_sizes", None)
         self._curved = kwargs.pop("curved", None)
         super().__init__(*args, **kwargs)
 
@@ -152,10 +154,11 @@ def _compute_paths(self, transform=None):
             if edge_vertices[0] == edge_vertices[1]:
                 if edge_vertices[0] not in loop_vertex_dict:
                     loop_vertex_dict[edge_vertices[0]] = {
-                        'loops': [],
-                        'angles': [],
+                        'indices': [],
+                        'sizes': [],
+                        'edge_angles': [],
                     }
-                loop_vertex_dict[edge_vertices[0]]['loops'].append(i)
+                loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
@@ -163,6 +166,9 @@ def _compute_paths(self, transform=None):
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
+                loop_vertex_dict[edge_vertices[0]]['sizes'].append(
+                    self._loop_sizes[i],
+                )
                 continue
 
             coords = np.vstack(
@@ -204,20 +210,20 @@ def _compute_paths(self, transform=None):
             # Collect angles for this vertex, to be used for loops plotting below
             angles = self._compute_edge_angles(path, trans, self._directed, curved)
             if edge_vertices[0] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[0]]['angles'].append(angles[0])
+                loop_vertex_dict[edge_vertices[0]]['edge_angles'].append(angles[0])
             if edge_vertices[1] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[1]]['angles'].append(angles[1])
+                loop_vertex_dict[edge_vertices[1]]['edge_angles'].append(angles[1])
 
             # Add the path for this non-loop edge
             paths.append(path)
 
         # Deal with loops at the end
-        for visual_vertex, loops_angles in loop_vertex_dict.items():
+        for visual_vertex, ldict in loop_vertex_dict.items():
             coords = np.vstack([visual_vertex.position] * 2)
             coordst = trans(coords)
-            sizes = self._get_edge_vertex_sizes(edge_vertices)
+            vertex_size = self._get_edge_vertex_sizes([visual_vertex])[0]
 
-            edge_angles = loops_angles['angles']
+            edge_angles = ldict['edge_angles']
             if edge_angles:
                 edge_angles.sort()
                 # Circle around
@@ -227,15 +233,17 @@ def _compute_paths(self, transform=None):
                 imax = max(range(len(wedges)), key=lambda i: wedges[i])
                 angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
             else:
+                # Isolated vertices with loops
                 angle1, angle2 = -pi, pi
 
-            nloops = len(loops_angles['loops'])
-            for ii, ipath in enumerate(loops_angles['loops']):
+            nloops = len(ldict['indices'])
+            for ii, (ipath, loop_size) in enumerate(zip(ldict['indices'], ldict['sizes'])):
                 angle1i = angle1 + (angle2 - angle1) * ii / nloops
                 angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
                 path = self._compute_path_loop(
                     coordst[0],
-                    sizes[0],
+                    vertex_size,
+                    loop_size,
                     angle1i, angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
@@ -245,7 +253,7 @@ def _compute_paths(self, transform=None):
 
         return paths
 
-    def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
+    def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
                            angle_padding_fraction=0.1):
         import numpy as np
 
@@ -258,49 +266,22 @@ def _compute_path_loop(self, coordt, size, angle1, angle2, trans_inv,
         # Too large wedges, just use a quarter
         if angle2 - angle1 > pi / 2:
             angle1 = (angle2 + angle1) * 0.5 - pi / 4
-            angle1_deg = 180 * angle1 / pi
-
-            # Make arc (class method)
-            path = mpl.path.Path.arc(angle1_deg - 90, angle1_deg + 180)
-            vertices = path.vertices.copy()
-            codes = path.codes
-
-            # Rescale to be as large as the vertex
-            vertices *= size / 2
-            # Center top right for 0 angle_deg, otherwise in the right place (sqrt2 away from center)
-            angle_center = pi / 4 + angle1
-            xcenter = size / 2 / sqrt(2) * cos(angle_center)
-            ycenter = size / 2 / sqrt(2) * sin(angle_center)
-            vertices += [xcenter, ycenter]
-            # Offset to place and transform to data coordinates
-            vertices = trans_inv(coordt + vertices)
-
-            # Hack used for any curved lines to deal with facecolor
-            vertices = np.vstack([
-                vertices,
-                vertices[:-1][::-1],
-            ])
-            codes = np.concatenate([
-                codes,
-                codes[1:],
-            ])
-
-        # Smaller than 90 deg wedges, make a Bezier
-        else:
-            start = size / 2 * np.array([cos(angle1), sin(angle1)])
-            end = size / 2 * np.array([cos(angle2), sin(angle2)])
-            amix = 0.2
-            aux1 = 1.2 * size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
-            aux2 = 1.2 * size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
-            vertices = np.vstack([
-                start, aux1, aux2, end,
-                aux2, aux1, start,
-            ])
-            # Offset to place and transform to data coordinates
-            vertices = trans_inv(coordt + vertices)
-
-            codes = ["MOVETO"] + ["CURVE4"] * 6
-            codes=[getattr(mpl.path.Path, x) for x in codes]
+            angle2 = angle1 + pi / 2
+
+        start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
+        end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
+        amix = 0.15
+        aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
+        aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+        vertices = np.vstack([
+            start, aux1, aux2, end,
+            aux2, aux1, start,
+        ])
+        # Offset to place and transform to data coordinates
+        vertices = trans_inv(coordt + vertices)
+
+        codes = ["MOVETO"] + ["CURVE4"] * 6
+        codes=[getattr(mpl.path.Path, x) for x in codes]
 
         path = mpl.path.Path(
             vertices, codes=codes,
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 003a5b281..3a67acbd4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -555,6 +555,7 @@ def _draw_edges(self):
         edgepatches = []
         arrow_sizes = []
         arrow_widths = []
+        loop_sizes = []
         curved = []
         for edge, visual_edge in edge_coord_iter:
             edge_vertices = [vertex_builder[v] for v in edge.tuple]
@@ -563,6 +564,7 @@ def _draw_edges(self):
             visual_vertices.append(edge_vertices)
             arrow_sizes.append(visual_edge.arrow_size)
             arrow_widths.append(visual_edge.arrow_width)
+            loop_sizes.append(visual_edge.loop_size)
             curved.append(visual_edge.curved)
 
         art = EdgeCollection(
@@ -571,6 +573,7 @@ def _draw_edges(self):
             directed=directed,
             arrow_sizes=arrow_sizes,
             arrow_widths=arrow_widths,
+            loop_sizes=loop_sizes,
             curved=curved,
             transform=self.axes.transData,
         )

From 5b46a90c44044863987447eb337abf6993c0c810 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 12 Jul 2023 09:35:47 +1000
Subject: [PATCH 131/681] Test images (tiny pixel diffs), better test for loop
 size and docs EN/ES

---
 doc/examples_sphinx-gallery/visual_style.py   |  20 ++++++++++++++++++
 doc/source/tutorial.es.rst                    |  19 +++++++++++------
 doc/source/tutorial.rst                       |   7 +++++-
 .../test_graph/clustering_directed.png        | Bin 36628 -> 34962 bytes
 .../test_graph/clustering_directed_large.png  | Bin 62446 -> 61379 bytes
 .../test_graph/graph_directed.png             | Bin 23948 -> 21974 bytes
 .../graph_directed_curved_loops.png           | Bin 23632 -> 23404 bytes
 .../test_graph/graph_mark_groups_directed.png | Bin 23948 -> 21974 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 19476 -> 17394 bytes
 tests/drawing/matplotlib/test_graph.py        |   3 +++
 10 files changed, 41 insertions(+), 8 deletions(-)

diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 803ed115d..4ac7d05da 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -68,3 +68,23 @@
 #    The :meth:`igraph.drawing.matplotlib.graph.GraphArtist.set` method can
 #    be used to change multiple properties at once and is generally more
 #    efficient than multiple calls to specific ``artist.set_...`` methods.
+
+# %%
+# In the matplotlib backend, you can also specify the size of self-loops,
+# either as a number or a sequence of numbers, e.g.:
+g = ig.Graph(n=5)
+g.add_edge(2, 3)
+g.add_edge(0, 0)
+g.add_edge(1, 1)
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    vertex_size=20,
+    edge_loop_size=[
+        0,  # ignored, the first edge is not a loop
+        30,  # loop for vertex 0
+        80,  # loop for vertex 1
+    ],
+)
+plt.show()
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index ea5727155..1d2a5af7f 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -628,17 +628,17 @@ Atributos de las aristas que controlan los gráficos
 =============== ====================== ==========================================
 Attribute name  Keyword argument       Purpose
 =============== ====================== ==========================================
-``color``       ``edge_color``         Color de la arista
+``color``       ``edge_color``         Color de la arista.
 --------------- ---------------------- ------------------------------------------
-``curved``      ``edge_curved``        la curvatura de la arista. Valores positivos
-                                       corresponden  a aristas curvadas en sentido 
+``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
+                                       corresponden a aristas curvadas en sentido 
                                        contrario a las manecillas del reloj, valores 
                                        negativos lo contrario. Una curvatura cero 
                                        representa aristas rectas. ``True`` significa 
                                        una curvatura de 0.5, ``False`` es una
                                        curvatura de cero.
 --------------- ---------------------- ------------------------------------------
-``font``        ``edge_font``          Familia tipográfica del arista
+``font``        ``edge_font``          Familia tipográfica del arista.
 --------------- ---------------------- ------------------------------------------
 ``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
                                        arista si el grafo es dirigido, relativo a 
@@ -647,13 +647,18 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
                                        pixels.
 --------------- ---------------------- ------------------------------------------
-``width``       ``edge_width``         Anchura del borde en píxeles
+``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Este atributo no
+                                       es utilizado para otras aristas. Este
+                                       atributo sólo existe en el backend
+                                       matplotlib.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Anchura del borde en píxeles.
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
 --------------- ---------------------- ------------------------------------------
 ``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
-                                       alrededor de la etiqueta de borde (solo en )
-                                       matplotlib)
+                                       alrededor de la etiqueta de borde (solo en
+                                       matplotlib).
 --------------- ---------------------- ------------------------------------------
 ``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
                                        arista de forma que se alinee con la 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index bb0c6b0b6..50b84deb1 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -824,7 +824,12 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   Width of the arrowhead on the edge if the
                                        graph is directed, relative to 10 pixels.
 --------------- ---------------------- ------------------------------------------
-``width``       ``edge_width``         Width of the edge in pixels
+``loop_size``   ``edge_loop_size``     Size of self-loops. This attribute is
+                                       ignored by edges that are not loops.
+                                       This argument is available only in the
+                                       matplotlib backend.
+--------------- ---------------------- ------------------------------------------
+``width``       ``edge_width``         Width of the edge in pixels.
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         If specified, it adds a label to the edge.
 --------------- ---------------------- ------------------------------------------
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png b/tests/drawing/matplotlib/baseline_images/test_graph/clustering_directed.png
index a50e0e8a68c1981445081258be4b2f0ed4cf2c28..3d87f09802a43b9b661765ca73438141b501f876 100644
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 67256cbe6..84d9dd2a7 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -69,10 +69,13 @@ def test_directed_curved_loops(self):
         plt.close("all")
         g = Graph.Ring(5, directed=True)
         g.add_edge(0, 0)
+        g.add_edge(0, 0)
+        g.add_edge(2, 2)
         fig, ax = plt.subplots()
         plot(
             g, target=ax, layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],
+            edge_loop_size=[0] * 5 + [30, 50, 40],
         )
 
     @image_comparison(baseline_images=["graph_mark_groups_directed"], remove_text=True)

From 7131d2ebf6f3c025fcff7722e9f4975c01a7ecb9 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Thu, 13 Jul 2023 09:34:00 +1000
Subject: [PATCH 132/681] Add arrows to directed loops

---
 doc/source/tutorial.es.rst            |   4 +-
 doc/source/tutorial.rst               |   8 +-
 src/igraph/drawing/matplotlib/edge.py | 107 ++++++++++++++++++--------
 3 files changed, 85 insertions(+), 34 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 1d2a5af7f..62c74664c 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -647,7 +647,9 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
                                        pixels.
 --------------- ---------------------- ------------------------------------------
-``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Este atributo no
+``loop_size``   ``edge_loop_size``     Tamaño de los bucles. Puede ser negativo
+                                       para escalar con el tamaño del vertice
+                                       correspondiente. Este atributo no
                                        es utilizado para otras aristas. Este
                                        atributo sólo existe en el backend
                                        matplotlib.
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 50b84deb1..015e80b91 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -824,9 +824,13 @@ Attribute name  Keyword argument       Purpose
 ``arrow_width`` ``edge_arrow_width``   Width of the arrowhead on the edge if the
                                        graph is directed, relative to 10 pixels.
 --------------- ---------------------- ------------------------------------------
-``loop_size``   ``edge_loop_size``     Size of self-loops. This attribute is
+``loop_size``   ``edge_loop_size``     Size of self-loops. It can be set as a
+                                       negative number, in which case it scales
+                                       with the size of the corresponding vertex
+                                       (e.g. -1.0 means the loop has the same size
+                                       as the vertex). This attribute is
                                        ignored by edges that are not loops.
-                                       This argument is available only in the
+                                       This attribute is available only in the
                                        matplotlib backend.
 --------------- ---------------------- ------------------------------------------
 ``width``       ``edge_width``         Width of the edge in pixels.
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index af5e69727..9f73eb923 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -158,17 +158,35 @@ def _compute_paths(self, transform=None):
                         'sizes': [],
                         'edge_angles': [],
                     }
+                    if self._directed:
+                        loop_vertex_dict[edge_vertices[0]]['arrow_sizes'] = []
+                        loop_vertex_dict[edge_vertices[0]]['arrow_widths'] = []
                 loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
         for i, edge_vertices in enumerate(visual_vertices):
+            if self._directed:
+                if (self._arrow_sizes is None) or (self._arrow_widths is None):
+                    arrow_size = 0
+                    arrow_width = 0
+                else:
+                    arrow_size = self._arrow_sizes[i]
+                    arrow_width = self._arrow_widths[i]
+
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
                 loop_vertex_dict[edge_vertices[0]]['sizes'].append(
                     self._loop_sizes[i],
                 )
+                if self._directed:
+                    loop_vertex_dict[edge_vertices[0]]['arrow_sizes'].append(
+                        arrow_size,
+                    )
+                    loop_vertex_dict[edge_vertices[0]]['arrow_widths'].append(
+                        arrow_width,
+                    )
                 continue
 
             coords = np.vstack(
@@ -185,12 +203,6 @@ def _compute_paths(self, transform=None):
                 curved = False
 
             if self._directed:
-                if (self._arrow_sizes is None) or (self._arrow_widths is None):
-                    arrow_size = 0
-                    arrow_width = 0
-                else:
-                    arrow_size = self._arrow_sizes[i]
-                    arrow_width = self._arrow_widths[i]
                 path = self._compute_path_directed(
                     coordst,
                     sizes,
@@ -237,26 +249,41 @@ def _compute_paths(self, transform=None):
                 angle1, angle2 = -pi, pi
 
             nloops = len(ldict['indices'])
-            for ii, (ipath, loop_size) in enumerate(zip(ldict['indices'], ldict['sizes'])):
-                angle1i = angle1 + (angle2 - angle1) * ii / nloops
-                angle2i = angle1 + (angle2 - angle1) * (ii + 1) / nloops
+            for i in range(nloops):
+                angle1i = angle1 + (angle2 - angle1) * i / nloops
+                angle2i = angle1 + (angle2 - angle1) * (i + 1) / nloops
+                if self._directed:
+                    loop_kwargs = {
+                        'arrow_size': ldict['arrow_sizes'][i],
+                        'arrow_width': ldict['arrow_widths'][i],
+                    }
+                else:
+                    loop_kwargs = {}
                 path = self._compute_path_loop(
                     coordst[0],
                     vertex_size,
-                    loop_size,
+                    ldict['sizes'][i],
                     angle1i, angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
+                    **loop_kwargs,
                 )
-                paths[ipath] = path
+                paths[ldict['indices'][i]] = path
 
 
         return paths
 
-    def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
-                           angle_padding_fraction=0.1):
+    def _compute_path_loop(
+            self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
+            angle_padding_fraction=0.1,
+            arrow_size=None, arrow_width=None,
+            ):
         import numpy as np
 
+        # Special argument for loop size to scale with vertices
+        if loop_size < 0:
+            loop_size = -loop_size * vertex_size
+
         # Pad angles to make a little space for tight arrowheads
         angle1, angle2 = (
             angle1 * (1 - angle_padding_fraction) + angle2 * angle_padding_fraction,
@@ -264,25 +291,46 @@ def _compute_path_loop(self, coordt, vertex_size, loop_size, angle1, angle2, tra
         )
 
         # Too large wedges, just use a quarter
-        if angle2 - angle1 > pi / 2:
-            angle1 = (angle2 + angle1) * 0.5 - pi / 4
-            angle2 = angle1 + pi / 2
+        if angle2 - angle1 > pi / 3:
+            angle_mid = (angle2 + angle1) * 0.5
+            angle1 = angle_mid - pi / 6
+            angle2 = angle_mid + pi / 6
 
         start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
         end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
-        amix = 0.15
+        amix = 0.05
         aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
         aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
-        vertices = np.vstack([
-            start, aux1, aux2, end,
-            aux2, aux1, start,
-        ])
+
+        if not self._directed:
+            vertices = np.vstack([
+                start, aux1, aux2, end,
+                aux2, aux1, start,
+            ])
+            codes = ["MOVETO"] + ["CURVE4"] * 6
+        else:
+            # Tweak the bezier points
+            aux1 *= (loop_size + arrow_size) / loop_size
+            aux2 *= (loop_size + arrow_size) / loop_size
+            # Angle between end/tip and vertex centre
+            theta = angle2
+            voff_unity = np.array([cos(theta), sin(theta)])
+            voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            headbase = end + arrow_size * voff_unity
+            headleft = headbase + 0.5 * arrow_width * voff_unity_90
+            headright = headbase - 0.5 * arrow_width * voff_unity_90
+            vertices = np.vstack([
+                start,
+                aux1, aux2, headbase,
+                headleft, end, headright, headbase,
+                aux2, aux1, start,
+            ])
+            codes = ["MOVETO"] + ["CURVE4"] * 3 + ["LINETO"] * 4 + ["CURVE4"] * 3
+
+
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
-
-        codes = ["MOVETO"] + ["CURVE4"] * 6
         codes=[getattr(mpl.path.Path, x) for x in codes]
-
         path = mpl.path.Path(
             vertices, codes=codes,
         )
@@ -386,19 +434,16 @@ def _compute_path_directed(
 
             # Start
             theta = atan2(*((aux1 - coordst[0])[::-1]))
-            voff = 0 * coordst[0]
-            voff[:] = [cos(theta), sin(theta)]
-            voff *= sizes[0] / 2
-            start = coordst[0] + voff
+            voff_unity = 0 * coordst[0]
+            voff_unity[:] = [cos(theta), sin(theta)]
+            start = coordst[0] + voff_unity * sizes[0] / 2
 
             # End with arrow (base-left-top-right-base)
             theta = atan2(*((coordst[1] - aux2)[::-1]))
             voff_unity = 0 * coordst[0]
             voff_unity[:] = [cos(theta), sin(theta)]
-            voff = voff_unity * sizes[1] / 2
-            tip = coordst[1] - voff
-
             voff_unity_90 = voff_unity @ [[0, 1], [-1, 0]]
+            tip = coordst[1] - voff_unity * sizes[1] / 2
             headbase = tip - arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90

From 66470fbf1b83cc922908f6daec6c358c6bd62545 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 12:44:52 +0200
Subject: [PATCH 133/681] fix: revert the commit that prevented the addition of
 vertices with integer names, refs #693

---
 CHANGELOG.md        |  2 ++
 src/igraph/basic.py | 10 +++++++++-
 tests/test_basic.py |  5 +++--
 3 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 61c3f463e..53d1f74a0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,8 @@
 
 - `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.
 
+- Reverted the change in 0.10.5 that prevented adding vertices with integers as vertex names. Now we show a deprecation warning instead, and the addition of vertices with integer names will be prevented from version 0.11.0 only.
+
 ### Fixed
 
 - Fixed a minor memory leak in `Graph.decompose()`.
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index e672ef7d9..2944d3f2d 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -1,5 +1,6 @@
 from igraph._igraph import GraphBase
 from igraph.seq import EdgeSeq
+from igraph.utils import deprecated
 
 
 def _add_edge(graph, source, target, **kwds):
@@ -58,7 +59,14 @@ def _add_vertex(graph, name=None, **kwds):
         to avoid the overhead of creating t.
     """
     if isinstance(name, int):
-        raise TypeError("cannot use integers as vertex names; use strings instead")
+        # raise TypeError("cannot use integers as vertex names; use strings instead")
+        deprecated(
+            "You are using integers as vertex names. This is discouraged because "
+            "most igraph functions interpret integers as vertex _IDs_ and strings "
+            "as vertex names. For sake of consistency, convert your vertex "
+            "names to strings before assigning them. Future versions from igraph "
+            "0.11.0 will disallow integers as vertex names."
+        )
 
     vid = graph.vcount()
     graph.add_vertices(1)
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 6d57c5a17..cec091474 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -120,8 +120,6 @@ def testAddVertex(self):
         self.assertTrue("name" in g.vertex_attributes())
         self.assertEqual(g.vs["name"], [None, "foo"])
 
-        self.assertRaises(TypeError, g.add_vertex, 3)
-
         vertex = g.add_vertex("3")
         self.assertTrue(g.vcount() == 3 and g.ecount() == 0)
         self.assertEqual(2, vertex.index)
@@ -141,6 +139,9 @@ def testAddVertex(self):
         self.assertEqual(g.vs["spam"], [None] * 4 + ["cheese"])
         self.assertEqual(g.vs["ham"], [None] * 4 + [42])
 
+        with self.assertWarns(DeprecationWarning, msg="integers as vertex names"):
+            g.add_vertex(42)
+
     def testAddVertices(self):
         g = Graph()
         g.add_vertices(2)

From 3a2af150a57429a8dcaf6910c39a92c82457bdbb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:05:17 +0200
Subject: [PATCH 134/681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index f2c7e65dc..7686bc9a3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f2c7e65dc2d8aa274de9346864aa8edadf86a15a
+Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7

From 58fd2e78b6cdf4a72a741d918c8269463b8b14f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:05:42 +0200
Subject: [PATCH 135/681] chore: updated changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 53d1f74a0..d1398225b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.6.
+
 - `Graph.Incidence()` is now deprecated in favour of `Graph.Biadjacency()` as it constructs a bipartite graph from a _bipartite adjacency_ matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.Incidence()` to construct a graph from its incidence matrix.
 
 - `Graph.get_incidence()` is now deprecated in favour of `Graph.get_biadjacency()` as it returns the _bipartite adjacency_ matrix of a graph and not its incidence matrix. (The previous name was a mistake). Future versions might re-introduce `Graph.get_incidence()` to return the incidence matrix of a graph.

From 786eaf29d27fe75baa33f79989cc477d0c71028f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Jul 2023 13:48:45 +0200
Subject: [PATCH 136/681] chore: bumped version to 0.10.6

---
 CHANGELOG.md          | 2 +-
 src/igraph/version.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index d1398225b..5f764565a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [Unreleased]
+## [0.10.6] - 2023-07-13
 
 ### Changed
 
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 2b40ae92e..a9750c7c7 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 5)
+__version_info__ = (0, 10, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 5e60acd119788969cab6476c295599774c64dfd1 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:38:19 +0200
Subject: [PATCH 137/681] README: Add citation and clean up section hierarchy.

---
 README.md | 27 ++++++++++++++++-----------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 8ae55c896..49cbf9065 100644
--- a/README.md
+++ b/README.md
@@ -4,8 +4,7 @@
 [![PyPI wheels](https://img.shields.io/pypi/wheel/igraph.svg)](https://pypi.python.org/pypi/igraph)
 [![Documentation Status](https://readthedocs.org/projects/igraph/badge/?version=latest)](https://igraph.readthedocs.io/)
 
-Python interface for the igraph library
----------------------------------------
+# Python interface for the igraph library
 
 igraph is a library for creating and manipulating graphs.
 It is intended to be as powerful (ie. fast) as possible to enable the
@@ -21,7 +20,13 @@ on [our old website](https://igraph.org/python/versions/0.10.1/).
 igraph is a collaborative work of many people from all around the world —
 see the [list of contributors here](./CONTRIBUTORS.md).
 
-## Installation from PyPI
+## Citation
+
+If use use igraph in your research, please cite
+
+> Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.
+
+# Installation
 
 We aim to provide wheels on PyPI for most of the stock Python versions;
 typically at least the three most recent minor releases from Python 3.x.
@@ -34,7 +39,7 @@ pip install igraph
 
 See details in [Installing Python Modules](https://docs.python.org/3/installing/).
 
-### Installation from source with pip on Debian / Ubuntu and derivatives
+## Installation from source with pip on Debian / Ubuntu and derivatives
 
 If you need to compile igraph from source for some reason, you need to
 install some dependencies first:
@@ -52,7 +57,7 @@ pip install igraph
 This should compile the C core of igraph as well as the Python extension
 automatically.
 
-### Installation from source on Windows
+## Installation from source on Windows
 
 It is now also possible to compile `igraph` from source under Windows for
 Python 3.7 and later. Make sure that you have Microsoft Visual Studio 2015 or
@@ -73,7 +78,7 @@ Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
 
-#### Enabling GraphML
+### Enabling GraphML
 
 By default, GraphML is disabled, because `libxml2` is not available on Windows in
 the standard installation. You can install `libxml2` on Windows using
@@ -110,7 +115,7 @@ You can now build and install `igraph` again by simply running `pip install .`.
 Please make sure to use a clean source tree, if you built previously without
 GraphML, it will not update the build.
 
-### Linking to an existing igraph installation
+## Linking to an existing igraph installation
 
 The source code of the Python package includes the source code of the matching
 igraph version that the Python interface should compile against. However, if
@@ -255,7 +260,7 @@ extras:
 pip install '.[test]'
 ```
 
-## Contributing
+# Contributing
 
 Contributions to `igraph` are welcome!
 
@@ -279,9 +284,9 @@ if you adjust the source code of the C extension, you need to rebuild it by runn
 cached in ``vendor/build`` and ``vendor/install`` so subsequent builds are much
 faster than the first one as the C core does not need to be recompiled.
 
-## Notes
+# Notes
 
-### Supported Python versions
+## Supported Python versions
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
@@ -293,7 +298,7 @@ of the non-EOL Python versions.
 Continuous integration tests are regularly executed on all non-EOL Python
 branches.
 
-### PyPy
+## PyPy
 
 This version of igraph is compatible with [PyPy](http://pypy.org/) and
 is regularly tested on [PyPy](http://pypy.org/) with ``tox``. However, the

From 3ced0af39dc6b2ea4892dec8045890d258945395 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:40:47 +0200
Subject: [PATCH 138/681] Add CITATION.cff

---
 CITATION.cff | 53 ++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 53 insertions(+)
 create mode 100644 CITATION.cff

diff --git a/CITATION.cff b/CITATION.cff
new file mode 100644
index 000000000..e803bfa79
--- /dev/null
+++ b/CITATION.cff
@@ -0,0 +1,53 @@
+# This CITATION.cff file was generated with cffinit.
+# Visit https://bit.ly/cffinit to generate yours today!
+
+cff-version: 1.2.0
+title: igraph
+message: >-
+  If you use igraph, please cite it using the
+  metadata from this file.
+type: software
+authors:
+  - given-names: Gábor
+    family-names: Csárdi
+    orcid: 'https://orcid.org/0000-0001-7098-9676'
+  - given-names: Tamás
+    family-names: Nepusz
+    orcid: 'https://orcid.org/0000-0002-1451-338X'
+  - given-names: Szabolcs
+    family-names: Horvát
+    orcid: 'https://orcid.org/0000-0002-3100-523X'
+  - given-names: Vincent Antonio
+    family-names: Traag
+    orcid: 'https://orcid.org/0000-0003-3170-3879'
+  - given-names: Fabio
+    family-names: Zanini
+    orcid: 'https://orcid.org/0000-0001-7097-8539'
+  - given-names: Daniel
+    family-names: Noom
+repository-code: 'https://github.com/igraph/python-igraph'
+url: 'https://igraph.org'
+abstract: >-
+  igraph is a C library for complex network analysis and
+  graph theory, with emphasis on efficiency, portability and
+  ease of use.
+keywords:
+  - network analysis
+  - graph theory
+license: GPL-2.0-or-later
+version: 0.10.5
+date-released: '2023-07-01'
+preferred-citation:
+  type: article
+  authors:
+    - given-names: Gábor
+      family-names: Csárdi
+      orcid: 'https://orcid.org/0000-0001-7098-9676'
+    - given-names: Tamás
+      family-names: Nepusz
+      orcid: 'https://orcid.org/0000-0002-1451-338X'
+  journal: "InterJournal, Complex Systems"
+  start: 1695 # First page number
+  title: "The igraph software package for complex network research"
+  year: 2006
+  type: article

From da47a719661e798bb94fd9a9dce17682661902d5 Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:44:08 +0200
Subject: [PATCH 139/681] Add citation to documentation

---
 doc/source/index.rst | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/doc/source/index.rst b/doc/source/index.rst
index aca648dfb..94f55b1da 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -125,3 +125,10 @@ Indices and tables
 .. _Cairo: https://www.cairographics.org
 .. _matplotlib: https://matplotlib.org
 .. _plotly: https://plotly.com/python/
+
+Citation
+========
+
+If you use igraph in your research, please cite
+
+    Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.

From 731304708c1be60cac747e49cdccfe11273834ca Mon Sep 17 00:00:00 2001
From: Vincent Traag <vincent@traag.net>
Date: Thu, 13 Jul 2023 15:44:27 +0200
Subject: [PATCH 140/681] fix: Correct typo

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 49cbf9065..7e8c39df3 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ see the [list of contributors here](./CONTRIBUTORS.md).
 
 ## Citation
 
-If use use igraph in your research, please cite
+If you use igraph in your research, please cite
 
 > Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, Complex Systems, 1695.
 

From 22de5a24f5fd0330eb32605a9fe235fc6cbd301d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 11:26:40 +0200
Subject: [PATCH 141/681] fix: use Dijkstra's algorithm when there are zero
 weights but no negative weights

---
 CHANGELOG.md              | 6 ++++++
 src/_igraph/graphobject.c | 6 +++---
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5f764565a..e6c3bbb62 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Changed
+
+- `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
+
 ## [0.10.6] - 2023-07-13
 
 ### Changed
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5f977cd50..4509fa703 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6221,7 +6221,7 @@ PyObject *igraphmodule_Graph_distances(
 
   /* Select the most suitable algorithm */
   if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) > 0) {
+    if (igraph_vector_min(weights) >= 0) {
       /* Only positive weights, use Dijkstra's algorithm */
       e = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
     } else {
@@ -15330,8 +15330,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
-   "used when all the weights are positive. Otherwise, the Bellman-Ford\n"
-   "algorithm is used if the number of requested source vertices is larger\n"
+   "used when all the weights are non-negative. Otherwise, the Bellman-Ford\n"
+   "algorithm is used if the number of requested source vertices is smaller\n"
    "than 100 and Johnson's algorithm is used otherwise.\n\n"
    "@param source: a list containing the source vertex IDs which should be\n"
    "  included in the result. If C{None}, all vertices will be considered.\n"

From 6b986676aa0d313f615f44477cf9681da6635bf1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jul 2023 13:35:02 +0000
Subject: [PATCH 142/681] build(deps): bump pypa/cibuildwheel from 2.14.0 to
 2.14.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.14.0 to 2.14.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.14.0...v2.14.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d51dc2e2..c6a4d5aa8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -243,7 +243,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.0
+        uses: pypa/cibuildwheel@v2.14.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 1ce6e3ad4aa7145347f1b250da5d6924baa527c8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 15:41:13 +0200
Subject: [PATCH 143/681] refactor: rename header guards so we don't abuse the
 PYTHON_ namespace

---
 cairo_layout.pickle           | Bin 0 -> 126 bytes
 docker/emscripten/Dockerfile  |  28 ++++++++++++++++++++++++++++
 src/_igraph/arpackobject.h    |   4 ++--
 src/_igraph/bfsiter.h         |   4 ++--
 src/_igraph/common.h          |   4 ++--
 src/_igraph/convert.h         |   4 ++--
 src/_igraph/dfsiter.h         |   4 ++--
 src/_igraph/edgeobject.h      |   4 ++--
 src/_igraph/edgeseqobject.h   |   4 ++--
 src/_igraph/error.h           |   4 ++--
 src/_igraph/filehandle.h      |   4 ++--
 src/_igraph/graphobject.h     |   4 ++--
 src/_igraph/indexing.h        |   4 ++--
 src/_igraph/operators.h       |   4 ++--
 src/_igraph/platform.h        |   4 ++--
 src/_igraph/preamble.h        |   4 ++--
 src/_igraph/pyhelpers.h       |   4 ++--
 src/_igraph/random.h          |   4 ++--
 src/_igraph/vertexobject.h    |   4 ++--
 src/_igraph/vertexseqobject.h |   4 ++--
 20 files changed, 64 insertions(+), 36 deletions(-)
 create mode 100644 cairo_layout.pickle
 create mode 100644 docker/emscripten/Dockerfile

diff --git a/cairo_layout.pickle b/cairo_layout.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c827b64ec9f4d9e5a5ff4a4352161a3ea2e42787
GIT binary patch
literal 126
zcmZo*nOe*M0kKmwfXLnc!<$7%zAx}|w?88?wPfD{=~S@j^~?zE7Udjw`_GHKj!D1f
z1dHx}c`oDrGMDe}_HT6R#nbQkK}28OxE?jRPS$<@)jK(7Kg?=}m~e$#Jyx{-mizt}
NjH2GsvCmUe^#CNnH?sf$

literal 0
HcmV?d00001

diff --git a/docker/emscripten/Dockerfile b/docker/emscripten/Dockerfile
new file mode 100644
index 000000000..b52c94838
--- /dev/null
+++ b/docker/emscripten/Dockerfile
@@ -0,0 +1,28 @@
+FROM python:3.10.6-bullseye
+
+SHELL ["/bin/bash", "-c"]
+
+COPY setup.py.diff.txt /setup.py.diff
+
+RUN set -ex \
+	&& echo "Installing flex and bison" \	
+	&& apt-get update \
+	&& apt-get -y install flex bison \
+	&& echo "Installing Emscripten" \
+	&& git clone https://github.com/emscripten-core/emsdk.git \
+	&& cd emsdk \
+	&& ./emsdk install latest \
+	&& ./emsdk activate latest \
+	&& source "/emsdk/emsdk_env.sh" \
+	&& cd .. \
+	&& echo "Cloning igraph repositories" \
+	&& git clone https://github.com/igraph/python-igraph.git \
+	&& cd python-igraph/vendor/source \
+	&& git clone https://github.com/igraph/igraph.git \
+	&& cd ../.. \
+	&& echo "Applying patch to setup.py" \
+	&& git apply < /setup.py.diff \
+	&& echo "Installing pyodide-build" \
+	&& pip install pyodide-build \
+	&& echo "Building igraph wheel" \
+	&& pyodide build
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 18ab29d4c..3bfe80991 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_ARPACKOBJECT_H
-#define PYTHON_ARPACKOBJECT_H
+#ifndef IGRAPHMODULE_ARPACKOBJECT_H
+#define IGRAPHMODULE_ARPACKOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 60469c011..93a5dacdb 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_BFSITER_H
-#define PYTHON_BFSITER_H
+#ifndef IGRAPHMODULE_BFSITER_H
+#define IGRAPHMODULE_BFSITER_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index 388591035..ac950ae64 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_COMMON_H
-#define PYTHON_COMMON_H
+#ifndef IGRAPHMODULE_COMMON_H
+#define IGRAPHMODULE_COMMON_H
 
 #include <stdbool.h>
 
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index d318ce585..cf474a929 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -25,8 +25,8 @@
 /** \defgroup python_interface_conversion Converting between Python and igraph data types
  * \ingroup python_interface */
 
-#ifndef PYTHON_CONVERT_H
-#define PYTHON_CONVERT_H
+#ifndef IGRAPHMODULE_CONVERT_H
+#define IGRAPHMODULE_CONVERT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 1b21c7139..226df7b64 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_DFSITER_H
-#define PYTHON_DFSITER_H
+#ifndef IGRAPHMODULE_DFSITER_H
+#define IGRAPHMODULE_DFSITER_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 7432d22a3..b506acce4 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_EDGEOBJECT_H
-#define PYTHON_EDGEOBJECT_H
+#ifndef IGRAPHMODULE_EDGEOBJECT_H
+#define IGRAPHMODULE_EDGEOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index 982368d69..c1a7449ee 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_EDGESEQOBJECT_H
-#define PYTHON_EDGESEQOBJECT_H
+#ifndef IGRAPHMODULE_EDGESEQOBJECT_H
+#define IGRAPHMODULE_EDGESEQOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 282136f98..9cbb4eefc 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_ERROR_H
-#define PYTHON_ERROR_H
+#ifndef IGRAPHMODULE_ERROR_H
+#define IGRAPHMODULE_ERROR_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 6f3c5acf7..2ebcddc3e 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_FILEHANDLE_H
-#define PYTHON_FILEHANDLE_H
+#ifndef IGRAPHMODULE_FILEHANDLE_H
+#define IGRAPHMODULE_FILEHANDLE_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 29e022239..02ed0cad8 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_GRAPHOBJECT_H
-#define PYTHON_GRAPHOBJECT_H
+#ifndef IGRAPHMODULE_GRAPHOBJECT_H
+#define IGRAPHMODULE_GRAPHOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/indexing.h b/src/_igraph/indexing.h
index 6b34ff09c..785e7969d 100644
--- a/src/_igraph/indexing.h
+++ b/src/_igraph/indexing.h
@@ -21,8 +21,8 @@
 
 */
 
-#ifndef PYTHON_INDEXING_H
-#define PYTHON_INDEXING_H
+#ifndef IGRAPHMODULE_INDEXING_H
+#define IGRAPHMODULE_INDEXING_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
index e90dd88e1..af4c5703e 100644
--- a/src/_igraph/operators.h
+++ b/src/_igraph/operators.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_OPERATORS_H
-#define PYTHON_OPERATORS_H
+#ifndef IGRAPHMODULE_OPERATORS_H
+#define IGRAPHMODULE_OPERATORS_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index c1ff8cf6a..7277e6c05 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -22,8 +22,8 @@
 
 */
 
-#ifndef PYTHON_PLATFORM_H
-#define PYTHON_PLATFORM_H
+#ifndef IGRAPHMODULE_PLATFORM_H
+#define IGRAPHMODULE_PLATFORM_H
 
 #ifdef _MSC_VER
 #  define INLINE __forceinline
diff --git a/src/_igraph/preamble.h b/src/_igraph/preamble.h
index b1c9596b9..e70f91c0a 100644
--- a/src/_igraph/preamble.h
+++ b/src/_igraph/preamble.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_IGRAPH_PREAMBLE_H
-#define PYTHON_IGRAPH_PREAMBLE_H
+#ifndef IGRAPHMODULE_IGRAPH_PREAMBLE_H
+#define IGRAPHMODULE_IGRAPH_PREAMBLE_H
 
 #ifndef PY_IGRAPH_ALLOW_ENTIRE_PYTHON_API
 #  ifndef Py_LIMITED_API
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index 563765059..c700f1c0d 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -21,8 +21,8 @@
 
 */
 
-#ifndef PYTHON_HELPERS_H
-#define PYTHON_HELPERS_H
+#ifndef IGRAPHMODULE_HELPERS_H
+#define IGRAPHMODULE_HELPERS_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 4902e8697..2a83999db 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_RANDOM_H
-#define PYTHON_RANDOM_H
+#ifndef IGRAPHMODULE_RANDOM_H
+#define IGRAPHMODULE_RANDOM_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index e16e8c37c..85180e375 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_VERTEXOBJECT_H
-#define PYTHON_VERTEXOBJECT_H
+#ifndef IGRAPHMODULE_VERTEXOBJECT_H
+#define IGRAPHMODULE_VERTEXOBJECT_H
 
 #include "preamble.h"
 
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index e27c47f08..449308ab8 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -20,8 +20,8 @@
 
 */
 
-#ifndef PYTHON_VERTEXSEQOBJECT_H
-#define PYTHON_VERTEXSEQOBJECT_H
+#ifndef IGRAPHMODULE_VERTEXSEQOBJECT_H
+#define IGRAPHMODULE_VERTEXSEQOBJECT_H
 
 #include "preamble.h"
 

From b8b073159446d0d902634804bbcc87cf564647b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 15:41:39 +0200
Subject: [PATCH 144/681] chore: updated copyright info in header

---
 src/_igraph/arpackobject.c     | 2 +-
 src/_igraph/arpackobject.h     | 2 +-
 src/_igraph/attributes.c       | 2 +-
 src/_igraph/attributes.h       | 2 +-
 src/_igraph/bfsiter.c          | 2 +-
 src/_igraph/bfsiter.h          | 2 +-
 src/_igraph/common.c           | 2 +-
 src/_igraph/common.h           | 2 +-
 src/_igraph/convert.c          | 2 +-
 src/_igraph/convert.h          | 2 +-
 src/_igraph/edgeobject.c       | 2 +-
 src/_igraph/edgeobject.h       | 2 +-
 src/_igraph/edgeseqobject.c    | 2 +-
 src/_igraph/edgeseqobject.h    | 2 +-
 src/_igraph/error.c            | 2 +-
 src/_igraph/error.h            | 2 +-
 src/_igraph/filehandle.c       | 2 +-
 src/_igraph/filehandle.h       | 2 +-
 src/_igraph/graphobject.c      | 2 +-
 src/_igraph/graphobject.h      | 2 +-
 src/_igraph/igraphmodule.c     | 2 +-
 src/_igraph/igraphmodule_api.h | 2 +-
 src/_igraph/operators.c        | 2 +-
 src/_igraph/operators.h        | 2 +-
 src/_igraph/platform.h         | 2 +-
 src/_igraph/random.c           | 2 +-
 src/_igraph/random.h           | 2 +-
 src/_igraph/vertexobject.c     | 2 +-
 src/_igraph/vertexobject.h     | 2 +-
 src/_igraph/vertexseqobject.c  | 2 +-
 src/_igraph/vertexseqobject.h  | 2 +-
 31 files changed, 31 insertions(+), 31 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 047dbba01..293afce4f 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /* 
    IGraph library.
-   Copyright (C) 2007-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2007-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index 3bfe80991..b5a487404 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 26bc5ee77..081d4897a 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 010ca4b63..094826d18 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index f4b384bdf..f015d7a6a 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index 93a5dacdb..d46cbcb24 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index 751af257c..9a9fc5039 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index ac950ae64..c474b7d7b 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a3a7f28e0..029c31c4f 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index cf474a929..cb65374bf 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 82b8ae9e4..4780d943d 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index b506acce4..7aa4d2dc7 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 2ea925fe5..780de0606 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -3,7 +3,7 @@
 
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index c1a7449ee..a0120348a 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 4502cd34e..ffe448fad 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index 9cbb4eefc..ce94c484a 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index 1e0a9f3b2..e25c0236a 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2010-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 2ebcddc3e..19543f4e7 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2010-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4509fa703..2dd4bda16 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/graphobject.h b/src/_igraph/graphobject.h
index 02ed0cad8..f6c775c88 100644
--- a/src/_igraph/graphobject.h
+++ b/src/_igraph/graphobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index a7edd9315..3d22f5415 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1,7 +1,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index 1551ca5c8..793e1f382 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -2,7 +2,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 5aaca69b5..09f5139db 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -1,7 +1,7 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/operators.h b/src/_igraph/operators.h
index af4c5703e..0ed19d895 100644
--- a/src/_igraph/operators.h
+++ b/src/_igraph/operators.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index 7277e6c05..a2d1d0f4b 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 61b67b04e..6daa68d0f 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -2,7 +2,7 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 2a83999db..13c10e9e5 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index f2894a36c..69e084816 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -3,7 +3,7 @@
 
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index 85180e375..f92550d17 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index 5183510c6..d751ae76f 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -3,7 +3,7 @@
 
 /*
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
 
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index 449308ab8..b80935311 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -1,7 +1,7 @@
 /* -*- mode: C -*-  */
 /* 
    IGraph library.
-   Copyright (C) 2006-2012  Tamas Nepusz <ntamas@gmail.com>
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
    
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by

From 402949392f20194b1924a5b4685a2959d99f40a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jul 2023 16:25:09 +0200
Subject: [PATCH 145/681] feat: Graph.distances(), Graph.get_shortest_paths()
 and Graph.get_shortest_path() now allows the user to select the algorithm
 explicitly

---
 CHANGELOG.md              |   4 +
 src/_igraph/convert.c     |  16 +++-
 src/_igraph/convert.h     |  10 ++-
 src/_igraph/graphobject.c | 178 ++++++++++++++++++++++++++++----------
 src/_igraph/utils.c       |  70 +++++++++++++++
 src/_igraph/utils.h       |  40 +++++++++
 tests/test_structural.py  |  20 +++++
 7 files changed, 291 insertions(+), 47 deletions(-)
 create mode 100644 src/_igraph/utils.c
 create mode 100644 src/_igraph/utils.h

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e6c3bbb62..157ffdb34 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [master]
 
+### Added
+
+- `Graph.distances()`, `Graph.get_shortest_path()` and `Graph.get_shortest_paths()` now allow the user to select the algorithm to be used explicitly.
+
 ### Changed
 
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 029c31c4f..b3294e067 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -20,7 +20,7 @@
 
 */
 
-/************************ Miscellaneous functions *************************/
+/************************ Conversion functions *************************/
 
 #include <limits.h>
 #include "attributes.h"
@@ -715,6 +715,20 @@ int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result)
   TRANSLATE_ENUM_WITH(rewiring_tt);
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraphmodule_shortest_path_algorithm_t
+ */
+int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t shortest_path_algorithm_tt[] = {
+    {"auto", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO},
+    {"dijkstra", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA},
+    {"bellman_ford", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD},
+    {"johnson", IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON},
+    {0,0}
+  };
+  TRANSLATE_ENUM_WITH(shortest_path_algorithm_tt);
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_spinglass_implementation_t
  */
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index cb65374bf..173366eb3 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -20,7 +20,7 @@
 
 */
 
-/************************ Miscellaneous functions *************************/
+/************************ Conversion functions *************************/
 
 /** \defgroup python_interface_conversion Converting between Python and igraph data types
  * \ingroup python_interface */
@@ -45,6 +45,13 @@ typedef struct {
   int value;
 } igraphmodule_enum_translation_table_entry_t;
 
+typedef enum {
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO = 0,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA = 1,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD = 2,
+  IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON = 3,
+} igraphmodule_shortest_path_algorithm_t;
+
 /* Conversion from PyObject to enum types */
 
 int igraphmodule_PyObject_to_enum(PyObject *o,
@@ -76,6 +83,7 @@ int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *re
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
 int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
+int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result);
 int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spinglass_implementation_t *result);
 int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_update_t *result);
 int igraphmodule_PyObject_to_star_mode_t(PyObject *o, igraph_star_mode_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2dd4bda16..15fb67686 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -33,6 +33,7 @@
 #include "indexing.h"
 #include "memory.h"
 #include "pyhelpers.h"
+#include "utils.h"
 #include "vertexseqobject.h"
 #include <float.h>
 
@@ -5213,17 +5214,20 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 PyObject *igraphmodule_Graph_get_shortest_path(
   igraphmodule_GraphObject *self, PyObject *args, PyObject * kwds
 ) {
-  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
-           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *algorithm_o=Py_None;
   igraph_vector_int_t vec;
   igraph_bool_t use_edges = false;
+  igraph_error_t retval;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!", kwlist, &from_o,
-        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO!O", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o, &algorithm_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
@@ -5238,6 +5242,9 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
+    return NULL;
+  
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5246,9 +5253,32 @@ PyObject *igraphmodule_Graph_get_shortest_path(
     return NULL;
   }
 
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, NULL, mode, /* allow_johnson = */ false
+    );
+  }
+  
   /* Call the C function */
-  if (igraph_get_shortest_path_dijkstra(&self->g, use_edges ? 0 : &vec,
-        use_edges ? &vec : 0, from, to, weights, mode)) {
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_get_shortest_path_dijkstra(
+        &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
+      );
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_get_shortest_path_bellman_ford(
+        &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
+      );
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+  
+  if (retval) {
     igraph_vector_int_destroy(&vec);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraphmodule_handle_igraph_error();
@@ -5387,18 +5417,21 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
                                                 self, PyObject * args,
                                                 PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "weights", "mode", "output", NULL };
-  igraph_vector_t *weights=0;
+  static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
+  igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
   igraph_integer_t from, no_of_target_nodes;
   igraph_vs_t to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
-           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None;
+           *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
+           *algorithm_o=Py_None;
   igraph_vector_int_list_t veclist;
   igraph_bool_t use_edges = false;
+  igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!", kwlist, &from_o,
-        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO!O", kwlist, &from_o,
+        &to_o, &weights_o, &mode_o, &PyUnicode_Type, &output_o, &algorithm_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
@@ -5410,6 +5443,9 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
+    return NULL;
+
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5436,9 +5472,34 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, NULL, mode, /* allow_johnson = */ false
+    );
+  }
+  
   /* Call the C function */
-  if (igraph_get_shortest_paths_dijkstra(&self->g, use_edges ? 0 : &veclist,
-        use_edges ? &veclist : 0, from, to, weights, mode, 0, 0)) {
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_get_shortest_paths_dijkstra(
+        &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, weights, mode, NULL, NULL
+      );
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_get_shortest_paths_bellman_ford(
+        &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, weights, mode, NULL, NULL
+      );
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+  
+  if (retval) {
     igraph_vector_int_list_destroy(&veclist);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_vs_destroy(&to);
@@ -6181,21 +6242,28 @@ PyObject *igraphmodule_Graph_distances(
   igraphmodule_GraphObject * self,
   PyObject * args, PyObject * kwds
 ) {
-  static char *kwlist[] = { "source", "target", "weights", "mode", NULL };
+  static char *kwlist[] = { "source", "target", "weights", "mode", "algorithm", NULL };
   PyObject *from_o = NULL, *to_o = NULL, *mode_o = NULL, *weights_o = Py_None;
+  PyObject *algorithm_o = NULL;
   PyObject *list = NULL;
   igraph_matrix_t res;
-  igraph_vector_t *weights=0;
+  igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_bool_t return_single_from = false, return_single_to = 0;
-  igraph_error_t e = 0;
+  igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
+  igraph_bool_t return_single_from = false, return_single_to = false;
+  igraph_error_t retval = IGRAPH_SUCCESS;
   igraph_vs_t from_vs, to_vs;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
-        &from_o, &to_o, &weights_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
+        &from_o, &to_o, &weights_o, &mode_o, &algorithm_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
     return NULL;
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) return 0;
   if (igraphmodule_PyObject_to_vs_t(from_o, &from_vs, &self->g, &return_single_from, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -6219,30 +6287,37 @@ PyObject *igraphmodule_Graph_distances(
     return igraphmodule_handle_igraph_error();
   }
 
-  /* Select the most suitable algorithm */
-  if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) >= 0) {
-      /* Only positive weights, use Dijkstra's algorithm */
-      e = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
-    } else {
-      /* There are negative weights. For a small number of sources, use Bellman-Ford.
-       * Otherwise, use Johnson's algorithm */
-      igraph_integer_t vs_size;
-      e = igraph_vs_size(&self->g, &from_vs, &vs_size);
-      if (!e) {
-        if (vs_size <= 100 || mode != IGRAPH_OUT) {
-          e = igraph_distances_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
-        } else {
-          e = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
-        }
-      }
-    }
-  } else {
-    /* No weights or empty weight vector, use a simple BFS */
-    e = igraph_distances(&self->g, &res, from_vs, to_vs, mode);
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
+    algorithm = igraphmodule_select_shortest_path_algorithm(
+      &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
+    );
+  }
+  
+  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
+    PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
+    return NULL;
   }
 
-  if (e) {
+  /* Call the C function */
+  switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
+      retval = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD:
+      retval = igraph_distances_bellman_ford(&self->g, &res, from_vs, to_vs, weights, mode);
+      break;
+
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON:
+      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
+      break;
+
+    default:
+      retval = IGRAPH_UNIMPLEMENTED;
+      PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
+  }
+
+  if (retval) {
     if (weights) igraph_vector_destroy(weights);
     igraph_matrix_destroy(&res);
     igraph_vs_destroy(&from_vs);
@@ -14827,7 +14902,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
@@ -14842,12 +14917,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param output: determines what should be returned. If this is\n"
    "  C{\"vpath\"}, a list of vertex IDs will be returned. If this is\n"
    "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
    "@return: see the documentation of the C{output} parameter.\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\")\n--\n\n"
+   "get_shortest_paths(v, to=None, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest paths from/to a given node in a graph.\n\n"
    "@param v: the source/destination for the calculated paths\n"
    "@param to: a vertex selector describing the destination/source for\n"
@@ -14866,6 +14945,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  elements may be empty. Note that in case of mode=C{\"in\"}, the vertices\n"
    "  in a path are returned in reversed order. If C{output=\"epath\"},\n"
    "  edge IDs are returned instead of vertex IDs.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
    "@return: see the documentation of the C{output} parameter.\n"},
 
   /* interface to igraph_get_all_shortest_paths */
@@ -15326,7 +15409,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_distances */
   {"distances", (PyCFunction) igraphmodule_Graph_distances,
    METH_VARARGS | METH_KEYWORDS,
-   "distances(source=None, target=None, weights=None, mode=\"out\")\n--\n\n"
+   "distances(source=None, target=None, weights=None, mode=\"out\", algorithm=\"auto\")\n--\n\n"
    "Calculates shortest path lengths for given vertices in a graph.\n\n"
    "The algorithm used for the calculations is selected automatically:\n"
    "a simple BFS is used for unweighted graphs, Dijkstra's algorithm is\n"
@@ -15344,6 +15427,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  calculation in directed graphs. C{\"out\"} means only outgoing,\n"
    "  C{\"in\"} means only incoming paths. C{\"all\"} means to consider\n"
    "  the directed graph as an undirected one.\n"
+   "@param algorithm: the shortest path algorithm to use. C{\"auto\"} selects an\n"
+   "  algorithm automatically based on whether the graph has negative weights\n"
+   "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
+   "  uses the Bellman-Ford algorithm. C{\"johnson\"} uses Johnson's\n"
+   "  algorithm. Ignored for unweighted graphs.\n"
    "@return: the shortest path lengths for given vertices in a matrix\n"},
 
   /* interface to igraph_simplify */
diff --git a/src/_igraph/utils.c b/src/_igraph/utils.c
new file mode 100644
index 000000000..2fd58420c
--- /dev/null
+++ b/src/_igraph/utils.c
@@ -0,0 +1,70 @@
+/*
+   IGraph library.
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#include "utils.h"
+
+/************************ Miscellaneous functions *************************/
+
+/**
+ * Helper function that automatically selects a shortest path algorithm based on
+ * a graph, its weight vector and the source vertex set (if any).
+ */
+igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
+  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
+  igraph_neimode_t mode, igraph_bool_t allow_johnson
+) {
+  igraph_error_t retval;
+  igraph_integer_t vs_size;
+
+  /* Select the most suitable algorithm */
+  if (weights && igraph_vector_size(weights) > 0) {
+    if (igraph_vector_min(weights) >= 0) {
+      /* Only positive weights, use Dijkstra's algorithm */
+      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
+    } else if (allow_johnson) {
+      /* There are negative weights. For a small number of sources, use Bellman-Ford.
+       * Otherwise, use Johnson's algorithm */
+      if (from_vs) {
+        retval = igraph_vs_size(graph, from_vs, &vs_size);
+      } else {
+        retval = IGRAPH_SUCCESS;
+        vs_size = IGRAPH_INTEGER_MAX;
+      }
+      if (retval == IGRAPH_SUCCESS) {
+        if (vs_size <= 100 || mode != IGRAPH_OUT) {
+          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+        } else {
+          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON;
+        }
+      } else {
+        /* Error while calling igraph_vs_size(). Use Bellman-Ford. */
+        return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+      }
+    } else {
+      /* Johnson's algorithm is disallowed, use Bellman-Ford */
+      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
+    }
+  } else {
+    /* No weights or empty weight vector, use Dijstra, which should fall back to
+     * an unweighted algorithm */
+    return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
+  }
+}
diff --git a/src/_igraph/utils.h b/src/_igraph/utils.h
new file mode 100644
index 000000000..bc39b84b9
--- /dev/null
+++ b/src/_igraph/utils.h
@@ -0,0 +1,40 @@
+/* -*- mode: C -*-  */
+/*
+   IGraph library.
+   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
+
+   This program is free software; you can redistribute it and/or modify
+   it under the terms of the GNU General Public License as published by
+   the Free Software Foundation; either version 2 of the License, or
+   (at your option) any later version.
+
+   This program is distributed in the hope that it will be useful,
+   but WITHOUT ANY WARRANTY; without even the implied warranty of
+   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+   GNU General Public License for more details.
+
+   You should have received a copy of the GNU General Public License
+   along with this program; if not, write to the Free Software
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
+   02110-1301 USA
+
+*/
+
+#ifndef IGRAPHMODULE_UTILS_H
+#define IGRAPHMODULE_UTILS_H
+
+#include "preamble.h"
+
+#include <igraph_constants.h>
+#include <igraph_types.h>
+#include "convert.h"
+#include "graphobject.h"
+
+/************************ Miscellaneous functions *************************/
+
+igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
+  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
+  igraph_neimode_t mode, igraph_bool_t allow_johnson
+);
+
+#endif
diff --git a/tests/test_structural.py b/tests/test_structural.py
index afe6413da..319a6deaa 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -786,6 +786,18 @@ def testDistances(self):
             g.distances(weights="weight", target=[2, 3])
             == [row[2:4] for row in expected]
         )
+        self.assertTrue(
+            g.distances(weights="weight", target=[2, 3], algorithm="bellman_ford")
+            == [row[2:4] for row in expected]
+        )
+        self.assertTrue(
+            g.distances(weights="weight", target=[2, 3], algorithm="johnson")
+            == [row[2:4] for row in expected]
+        )
+        self.assertRaises(
+            ValueError, g.distances,
+            weights="weight", target=[2, 3], algorithm="johnson", mode="in"
+        )
 
     def testGetShortestPath(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
@@ -795,6 +807,14 @@ def testGetShortestPath(self):
         self.assertRaises(ValueError, g.get_shortest_path, 0, 3, output="x")
         self.assertRaises(TypeError, g.get_shortest_path, 0)
 
+    def testGetShortestPathManualAlgorithmSelection(self):
+        g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
+        g.es["weight"] = [1] * g.ecount()
+
+        self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, algorithm="bellman_ford"))
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson")
+        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in")
+
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
         sps = g.get_shortest_paths(0)

From c0ae44c489c75066790e43242c056319360c608f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 19 Jul 2023 17:18:02 +0200
Subject: [PATCH 146/681] chore: configure 'git archive' to provide a JSON file
 with metadata

---
 .git_archival.json | 7 +++++++
 .gitattributes     | 2 +-
 2 files changed, 8 insertions(+), 1 deletion(-)
 create mode 100644 .git_archival.json

diff --git a/.git_archival.json b/.git_archival.json
new file mode 100644
index 000000000..9869b5923
--- /dev/null
+++ b/.git_archival.json
@@ -0,0 +1,7 @@
+{
+  "hash-full": "$Format:%H$",
+  "hash-short": "$Format:%h$",
+  "timestamp": "$Format:%cI$",
+  "refs": "$Format:%D$",
+  "describe": "$Format:%(describe:tags=true,match=[0-9]*)$"
+}
diff --git a/.gitattributes b/.gitattributes
index c7158f857..56669188e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1 +1 @@
-*.c linguist-language=Python
+.git_archival.json export-subst

From 20892ec7ccc53d0a5916005d40df424f5f145d7b Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 08:44:00 +1000
Subject: [PATCH 147/681] Fix last expected image

---
 .../graph_directed_curved_loops.png           | Bin 23404 -> 25013 bytes
 tests/drawing/matplotlib/test_graph.py        |   2 ++
 2 files changed, 2 insertions(+)

diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_directed_curved_loops.png
index 9108a760ce7b860295020295e347aa16ac2a5595..9062bfb103f501fc2eac20d04350d87baeb6d53c 100644
GIT binary patch
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diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 84d9dd2a7..b6a4deb63 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -72,6 +72,8 @@ def test_directed_curved_loops(self):
         g.add_edge(0, 0)
         g.add_edge(2, 2)
         fig, ax = plt.subplots()
+        ax.set_xlim(-1.2, 1.2)
+        ax.set_ylim(-1.2, 1.2)
         plot(
             g, target=ax, layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],

From 267e55529df975396140e5f5246f9ecc7f91b1ff Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 08:49:22 +1000
Subject: [PATCH 148/681] Update igraph submodule and test

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7686bc9a3..a20205be9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7
+Subproject commit a20205be93f523547578800f315d19367e49fe61

From a2e10ce21dab2c4239699d75768f77b908499ce7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 31 Jul 2023 10:48:31 +0200
Subject: [PATCH 149/681] fix: fix memory leak in Graph.distances() when
 attempting to use the Johnson algorithm with mode != out

---
 src/_igraph/graphobject.c | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 15fb67686..046b47db6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6295,7 +6295,7 @@ PyObject *igraphmodule_Graph_distances(
   
   if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
     PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
-    return NULL;
+    goto cleanup;
   }
 
   /* Call the C function */
@@ -6318,21 +6318,17 @@ PyObject *igraphmodule_Graph_distances(
   }
 
   if (retval) {
-    if (weights) igraph_vector_destroy(weights);
-    igraph_matrix_destroy(&res);
-    igraph_vs_destroy(&from_vs);
-    igraph_vs_destroy(&to_vs);
     igraphmodule_handle_igraph_error();
-    return NULL;
+    goto cleanup;
   }
 
   if (weights) {
-    igraph_vector_destroy(weights);
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
   } else {
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_INT);
   }
 
+cleanup:
   if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   igraph_matrix_destroy(&res);

From 16500f1e5892e5fd49d5297c9216b3758ffd96bf Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Mon, 31 Jul 2023 19:43:02 +1000
Subject: [PATCH 150/681] CHANGELOG for matplotlib revamp

---
 CHANGELOG.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 157ffdb34..b31c046e1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,11 @@
 
 ### Changed
 
+- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
+- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
+- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
+- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
+- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
 
 ## [0.10.6] - 2023-07-13

From ada854a19625075883c7353c2ffd2b0779a60e55 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Aug 2023 13:49:20 +0200
Subject: [PATCH 151/681] doc: extend docs of Graph.Watts_Strogatz(), closes
 #702

---
 src/_igraph/graphobject.c | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 046b47db6..28abc2987 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14288,6 +14288,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n--\n\n"
+   "This function generates networks with the small-world property based on a\n"
+   "variant of the Watts-Strogatz model. The network is obtained by first creating\n"
+   "a periodic undirected lattice, then rewiring both endpoints of each edge with\n"
+   "probability I{p}, while avoiding the creation of multi-edges.\n\n"
+   "This process differs from the original model of Watts and Strogatz (see\n"
+   "reference) in that it rewires I{both} endpoints of edges. Thus in the limit\n"
+   "of C{p=1}, we obtain a G(n,m) random graph with the same number of vertices\n"
+   "and edges as the original lattice. In comparison, the original Watts-Strogatz\n"
+   "model only rewires a single endpoint of each edge, thus the network does not\n"
+   "become fully random even for <code>p=1</code>.\n\n"
+   "For appropriate choices of I{p}, both models exhibit the property of\n"
+   "simultaneously having short path lengths and high clustering.\n\n"
    "@param dim: the dimension of the lattice\n"
    "@param size: the size of the lattice along all dimensions\n"
    "@param nei: value giving the distance (number of steps) within which\n"

From 92f0abd10fe232a133438fe79d15412223091bb1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Aug 2023 18:38:57 +0200
Subject: [PATCH 152/681] fix: use the same macOS deployment target version
 when compiling the C core as the one that was used when compiling Python

---
 setup.py | 5 +++++
 test.sh  | 2 --
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/setup.py b/setup.py
index ffb0a5913..1165148c5 100644
--- a/setup.py
+++ b/setup.py
@@ -299,6 +299,11 @@ def _compile_in(
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
 
+        # On macOS, compile the C core with the same macOS deployment target as
+        # the one that was used to compile Python itself
+        if sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"):
+            args.append("-DCMAKE_OSX_DEPLOYMENT_TARGET=" + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"))
+
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
             args.append("-DUSE_SANITIZER=Address;Undefined")
diff --git a/test.sh b/test.sh
index 3b3f7b190..8e59d034a 100755
--- a/test.sh
+++ b/test.sh
@@ -53,8 +53,6 @@ if [ x$CLEAN = x1 ]; then
     rm -rf vendor/build vendor/install
 fi
 
-export MACOSX_DEPLOYMENT_TARGET=12.0
-
 # pip install is called in verbose mode so we can see the compiler warnings
 if [ "x$USE_SANITIZERS" = x1 ]; then
   # Do not run plotting tests -- they tend to have lots of false positives in

From 2f9b374bfed544765262a05de899ccce429c1c13 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 1 Sep 2023 22:14:39 +0200
Subject: [PATCH 153/681] fix: fix bug in EdgeSeq.select(_incident=...) when
 the graph is directed

---
 src/igraph/seq.py     |  2 +-
 tests/test_edgeseq.py | 17 ++++++++++++++++-
 2 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 0f0dc2168..950bc473e 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -601,7 +601,7 @@ def _ensure_set(value):
                     # the vertices specified
                     candidates = set()
                     for v in value:
-                        candidates.update(es.graph.incident(v))
+                        candidates.update(es.graph.incident(v, mode="all"))
 
                     if not es.is_all():
                         # Find those that are in the current edge sequence
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index df14bd490..c3259257a 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -85,7 +85,10 @@ def testPhantomEdge(self):
         self.assertRaises(ValueError, getattr, e, "tuple")
         self.assertRaises(ValueError, getattr, e, "vertex_tuple")
 
-    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(
+        is_pypy,
+        "skipped on PyPy because we do not have access to docstrings"
+    )
     def testProxyMethods(self):
         g = Graph.GRG(10, 0.5)
         e = g.es[0]
@@ -150,6 +153,8 @@ def testIndexing(self):
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testNumPyIndexing(self):
+        assert np is not None
+
         n = self.g.ecount()
         for i in range(n):
             arr = np.array([i])
@@ -334,6 +339,16 @@ def testIncidentFiltering(self):
         self.assertTrue(all((e.source in vs3 or e.target in vs3) for e in es_filtered))
         self.assert_edges_unique_in(es_filtered)
 
+    def testIncidentFilteringDirected(self):
+        # Test case from https://igraph.discourse.group/t/edge-select-using-incident-on-directed-graphs/1645
+        g = Graph([(0, 1), (1, 2), (2, 3)], directed=True)
+
+        vs = (1, )
+        es = g.es.select(_incident=vs)
+        self.assertEqual(2, len(es))
+        self.assertTrue(all((e.source in vs or e.target in vs) for e in es))
+        self.assert_edges_unique_in(es)
+
     def testIncidentFilteringByNames(self):
         g = Graph.Lattice([10, 10], circular=False)
         vs = (0, 1, 10, 11)

From ea1c19589f1e24360364bde3dd302ecdd9019d5c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 15:18:26 +0200
Subject: [PATCH 154/681] ci: update cibuildwheel, skip tests on Python 3.12
 until NumPy 1.26 is out

---
 .github/workflows/build.yml | 27 +++++++++++++++++++--------
 1 file changed, 19 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6a4d5aa8..5ae731bf0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,16 +29,17 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
-          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686"
+          # Skip tests for Python 3.10 onwards because SciPy does not have
+          # 32-bit wheels for Linux. Also skip tests for Python 3.12 until
+          # NumPy 1.26 is out (with Python 3.12 wheels)
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -68,6 +69,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -94,6 +98,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -161,6 +168,9 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
+          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
+          # 3.12 wheels)
+          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -248,9 +258,10 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
-          # Skip tests for Python 3.10 and 3.11 because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32"
+          # Skip tests for Python 3.10 onwards because SciPy does not have
+          # 32-bit wheels for Windows. Also skip tests for Python 3.12 until
+          # NumPy 1.26 is out (with Python 3.12 wheels)
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp312-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 62b5541040f3d296d7fdcfd75856a99f047b3879 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Sep 2023 13:19:03 +0000
Subject: [PATCH 155/681] build(deps): bump pypa/cibuildwheel from 2.14.1 to
 2.15.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.14.1 to 2.15.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.14.1...v2.15.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5ae731bf0..a4ea62cdb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v2
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.14.1
+        uses: pypa/cibuildwheel@v2.15.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From dbbe6f7043f5c2ac1caac96edd200968b6920a6b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Sep 2023 13:25:05 +0000
Subject: [PATCH 156/681] build(deps): bump actions/checkout from 3 to 4

Bumps [actions/checkout](https://github.com/actions/checkout) from 3 to 4.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5ae731bf0..233cb05bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -18,7 +18,7 @@ jobs:
         wheel_arch: [x86_64, i686]
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -54,7 +54,7 @@ jobs:
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -82,7 +82,7 @@ jobs:
     runs-on: ubuntu-20.04
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -121,7 +121,7 @@ jobs:
             wheel_arch: arm64
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -181,7 +181,7 @@ jobs:
     runs-on: ubuntu-20.04
     
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -219,7 +219,7 @@ jobs:
             vcpkg_arch: x64
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -276,7 +276,7 @@ jobs:
     name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
@@ -322,7 +322,7 @@ jobs:
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0

From f01bd6e88fbb4d2778d3b0a34dff2b4ba53cdd56 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:38:27 +0200
Subject: [PATCH 157/681] chore: updated vendored C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7686bc9a3..6559f7e92 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7686bc9a3bc9d751f6aca8b0445dae15097fd6d7
+Subproject commit 6559f7e92f64d6f71a61063132dace9ce72cf680

From a9c7d900ee0a838e90c14967c2abd987c50e339e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:42:00 +0200
Subject: [PATCH 158/681] chore: updated changelog

---
 CHANGELOG.md | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 157ffdb34..2474f0c2b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,8 +8,16 @@
 
 ### Changed
 
+- The C core of igraph was updated to version 0.10.7.
+
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
 
+### Fixed
+
+- Fixed a bug in `EdgeSeq.select(_incident=...)` for undirected graphs.
+
+- Fixed a memory leak in `Graph.distances()` when attempting to use Johnson's algorithm with `mode != "out"`
+
 ## [0.10.6] - 2023-07-13
 
 ### Changed
@@ -542,7 +550,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[Unreleased]: https://github.com/igraph/python-igraph/compare/0.10.5...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.6...main
+[0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
 [0.10.3]: https://github.com/igraph/python-igraph/compare/0.10.2...0.10.3

From f0287f5f43c2a2991ba6eb47603dda183ccc6058 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:47:36 +0200
Subject: [PATCH 159/681] fix: fix Pandas deprecation warning in unit tests,
 closes #705

---
 src/igraph/io/objects.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 6cc550a24..7c29cfd9e 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -418,8 +418,8 @@ def _construct_graph_from_dataframe(
 
     if use_vids:
         if (
-            str(edges.dtypes[0]).startswith(("int", "Int"))
-            and str(edges.dtypes[1]).startswith(("int", "Int"))
+            str(edges.dtypes.iloc[0]).startswith(("int", "Int"))
+            and str(edges.dtypes.iloc[1]).startswith(("int", "Int"))
         ):
             # Check pandas nullable integer data type:
             # https://pandas.pydata.org/docs/user_guide/integer_na.html

From 79fe9e60ea3aa66029a3f20fdce9176ef74bff03 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:51:26 +0200
Subject: [PATCH 160/681] refactor: use igraph_bipartite_game_gnp() or _gnm()
 instead of the deprecated igraph_bipartite_game()

---
 src/_igraph/graphobject.c | 18 +++++++++++-------
 1 file changed, 11 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 28abc2987..069aeb1df 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3153,11 +3153,11 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n1, n2, m = -1;
   double p = -1.0;
-  igraph_erdos_renyi_t t;
   igraph_neimode_t neimode = IGRAPH_ALL;
   PyObject *directed_o = Py_False, *neimode_o = NULL;
   igraph_vector_bool_t vertex_types;
   PyObject *vertex_types_o;
+  igraph_error_t retval;
 
   static char *kwlist[] = { "n1", "n2", "p", "m", "directed", "neimode", NULL };
 
@@ -3179,8 +3179,6 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
   }
 
-  t = (m == -1) ? IGRAPH_ERDOS_RENYI_GNP : IGRAPH_ERDOS_RENYI_GNM;
-
   if (igraphmodule_PyObject_to_neimode_t(neimode_o, &neimode))
     return NULL;
 
@@ -3189,10 +3187,16 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_bipartite_game(&g, &vertex_types, t, n1, n2, p, m, PyObject_IsTrue(directed_o), neimode)) {
-    igraph_vector_bool_destroy(&vertex_types);
-    igraphmodule_handle_igraph_error();
-    return NULL;
+  if (m == -1) {
+    /* GNP model */
+    retval = igraph_bipartite_game_gnp(
+      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode
+    );
+  } else {
+    /* GNM model */
+    retval = igraph_bipartite_game_gnm(
+      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode
+    );
   }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);

From d3100c8a58eedf6f4a664d782cb99967f98a3b7a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 4 Sep 2023 18:58:53 +0200
Subject: [PATCH 161/681] chore: bumped version to 0.10.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2474f0c2b..9f016d831 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.10.7] - 2023-09-04
 
 ### Added
 
@@ -550,7 +550,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[master]: https://github.com/igraph/python-igraph/compare/0.10.6...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.7...main
+[0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
 [0.10.4]: https://github.com/igraph/python-igraph/compare/0.10.3...0.10.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index a9750c7c7..713f7483f 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 6)
+__version_info__ = (0, 10, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From cddbc558e3b76b7af47230791070fc559a28204f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:31:48 +0200
Subject: [PATCH 162/681] feat: exposed igraph_is_bigraphical(), closes #708

---
 CHANGELOG.md               |  6 +++++
 src/_igraph/igraphmodule.c | 50 +++++++++++++++++++++++++++++++++-----
 src/igraph/__init__.py     |  2 ++
 3 files changed, 52 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9f016d831..ecd0707ec 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added 
+
+- Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
+
 ## [0.10.7] - 2023-09-04
 
 ### Added
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 3d22f5415..554523363 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -520,19 +520,39 @@ PyObject* igraphmodule_is_graphical_degree_sequence(PyObject *self,
 }
 
 
+static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
+  PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
+);
+
 PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kwds) {
-  static char* kwlist[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
+  return igraphmodule_i_is_graphical_or_bigraphical(self, args, kwds, /* is_bigraphical = */ false);
+}
+
+PyObject* igraphmodule_is_bigraphical(PyObject *self, PyObject *args, PyObject *kwds) {
+  return igraphmodule_i_is_graphical_or_bigraphical(self, args, kwds, /* is_bigraphical = */ true);
+}
+
+static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
+  PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
+) {
+  static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
   igraph_bool_t is_directed, result;
   int allowed_edge_types;
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
-      &out_deg_o, &in_deg_o, &loops, &multiple))
+  igraph_error_t retval;
+
+  if (!PyArg_ParseTupleAndKeywords(
+      args, kwds,
+      is_bigraphical ? "OO|OO" : "O|OOO",
+      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
+      &out_deg_o, &in_deg_o, &loops, &multiple
+  ))
     return NULL;
 
-  is_directed = (in_deg_o != 0 && in_deg_o != Py_None);
+  is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
   if (igraphmodule_PyObject_to_vector_int_t(out_deg_o, &out_deg))
     return NULL;
@@ -550,7 +570,11 @@ PyObject* igraphmodule_is_graphical(PyObject *self, PyObject *args, PyObject *kw
     allowed_edge_types |= IGRAPH_MULTI_SW;
   }
 
-  if (igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)) {
+  retval = is_bigraphical
+    ? igraph_is_bigraphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result)
+    : igraph_is_graphical(&out_deg, is_directed ? &in_deg : 0, allowed_edge_types, &result);
+
+  if (retval) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&out_deg);
     if (is_directed) {
@@ -794,6 +818,20 @@ static PyMethodDef igraphmodule_methods[] =
     "@return: C{True} if there exists some graph that can realize the given degree\n"
     "  sequence, C{False} otherwise.\n"
   },
+  {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
+    METH_VARARGS | METH_KEYWORDS,
+    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "Returns whether two sequences of integers can be the degree sequences of a\n"
+    "bipartite graph.\n\n"
+    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "on the allowed edge types in the remaining arguments.\n\n"
+    "@param degrees1: the list of degrees in the first partition.\n"
+    "@param degrees2: the list of degrees in the second partition.\n"
+    "@param loops: whether loop edges are allowed.\n"
+    "@param multiple: whether multiple edges are allowed.\n"
+    "@return: C{True} if there exists some bipartite graph that can realize the\n"
+    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+  },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,
     "is_graphical(out_deg, in_deg=None, loops=False, multiple=False)\n--\n\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 674e20d51..466f7344f 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -65,6 +65,7 @@
     arpack_options as default_arpack_options,
     community_to_membership,
     convex_hull,
+    is_bigraphical,
     is_degree_sequence,
     is_graphical,
     is_graphical_degree_sequence,
@@ -1183,6 +1184,7 @@ def write(graph, filename, *args, **kwds):
     'hsl_to_rgb',
     'hsva_to_rgba',
     'hsv_to_rgb',
+    'is_bigraphical',
     'is_degree_sequence',
     'is_graphical',
     'is_graphical_degree_sequence',

From b7d33f229960869f80358032ca5923ac3327ac47 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:48:32 +0200
Subject: [PATCH 163/681] fix: added missing error handling to
 Graph.Random_Bipartite()

---
 src/_igraph/graphobject.c | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 069aeb1df..944f6697f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3199,6 +3199,11 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
     );
   }
 
+  if (retval) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
   CREATE_GRAPH_FROM_TYPE(self, g, type);
   if (self == NULL) {
     return NULL;

From e624df96209e46581792ad38506dea4d7db3ddb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 13:56:40 +0200
Subject: [PATCH 164/681] feat: added weights=... argument to Graph.radius()
 and Graph.eccentricity()

---
 CHANGELOG.md              |  2 ++
 src/_igraph/graphobject.c | 66 ++++++++++++++++++++++++++++++---------
 tests/test_structural.py  | 21 +++++++++++++
 3 files changed, 74 insertions(+), 15 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ecd0707ec..a87ef27db 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
 
+- Added `weights=...` keyword argument to `Graph.radius()` and `Graph.eccentricity()`.
+
 ## [0.10.7] - 2023-09-04
 
 ### Added
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 944f6697f..321bd5685 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1869,24 +1869,37 @@ PyObject *igraphmodule_Graph_knn(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  PyObject *mode_o = Py_None;
+  PyObject *mode_o = Py_None, *weights_o = Py_None;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_real_t radius;
+  igraph_vector_t *weights;
 
-  static char *kwlist[] = { "mode", NULL };
+  static char *kwlist[] = { "mode", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist,
-                                   &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &mode_o, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
-  if (igraph_radius(&self->g, &radius, mode)) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  if (igraph_radius_dijkstra(&self->g, weights, &radius, mode)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   return igraphmodule_real_t_to_PyObject(radius, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
@@ -4862,18 +4875,21 @@ PyObject *igraphmodule_Graph_decompose(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
                                           PyObject* args, PyObject* kwds) {
-  static char *kwlist[] = { "vertices", "mode", NULL };
-  PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None;
+  static char *kwlist[] = { "vertices", "mode", "weights", NULL };
+  PyObject *vobj = Py_None, *list = NULL, *mode_o = Py_None, *weights_o = Py_None;
   igraph_vector_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_bool_t return_single = false;
   igraph_vs_t vs;
+  igraph_vector_t* weights;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &vobj, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &vobj, &mode_o, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
     return NULL;
+  }
 
   if (igraphmodule_PyObject_to_vs_t(vobj, &vs, &self->g, &return_single, 0)) {
     igraphmodule_handle_igraph_error();
@@ -4885,17 +4901,31 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
     return igraphmodule_handle_igraph_error();
   }
 
-  if (igraph_eccentricity(&self->g, &res, vs, mode)) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_vs_destroy(&vs);
+    igraph_vector_destroy(&res);
+    return NULL;
+  }
+
+  if (igraph_eccentricity_dijkstra(&self->g, weights, &res, vs, mode)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraph_vs_destroy(&vs);
     igraph_vector_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (!return_single)
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
+  if (!return_single) {
     list = igraphmodule_vector_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
-  else
+  } else {
     list = PyFloat_FromDouble(VECTOR(res)[0]);
+  }
 
   igraph_vector_destroy(&res);
   igraph_vs_destroy(&vs);
@@ -14786,7 +14816,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_eccentricity */
   {"eccentricity", (PyCFunction) igraphmodule_Graph_eccentricity,
    METH_VARARGS | METH_KEYWORDS,
-   "eccentricity(vertices=None, mode=\"all\")\n--\n\n"
+   "eccentricity(vertices=None, mode=\"all\", weights=None)\n--\n\n"
    "Calculates the eccentricities of given vertices in a graph.\n\n"
    "The eccentricity of a vertex is calculated by measuring the\n"
    "shortest distance from (or to) the vertex, to (or from) all other\n"
@@ -14797,6 +14827,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  that edge directions are followed; C{\"out\"} means that edge directions\n"
    "  are followed the opposite direction; C{\"all\"} means that directions are\n"
    "  ignored. The argument has no effect for undirected graphs.\n"
+   "@param weights: a list containing the edge weights. It can also be\n"
+   "  an attribute name (edge weights are retrieved from the given\n"
+   "  attribute) or C{None} (all edges have equal weight).\n"
    "@return: the calculated eccentricities in a list, or a single number if\n"
    "  a single vertex was supplied.\n"},
 
@@ -15358,7 +15391,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interfaces to igraph_radius */
   {"radius", (PyCFunction) igraphmodule_Graph_radius,
    METH_VARARGS | METH_KEYWORDS,
-   "radius(mode=\"out\")\n--\n\n"
+   "radius(mode=\"out\", weights=None)\n--\n\n"
    "Calculates the radius of the graph.\n\n"
    "The radius of a graph is defined as the minimum eccentricity of\n"
    "its vertices (see L{eccentricity()}).\n"
@@ -15367,6 +15400,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  edge directions, C{IN} considers paths that follow the opposite\n"
    "  edge directions, C{ALL} ignores edge directions. The argument is\n"
    "  ignored for undirected graphs.\n"
+   "@param weights: a list containing the edge weights. It can also be\n"
+   "  an attribute name (edge weights are retrieved from the given\n"
+   "  attribute) or C{None} (all edges have equal weight).\n"
    "@return: the radius\n"
    "@see: L{eccentricity()}"
   },
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 319a6deaa..2b043503d 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -56,6 +56,21 @@ def testEccentricity(self):
         )
         self.assertEqual(Graph().eccentricity(), [])
 
+    def testWeightedEccentricity(self):
+        self.assertEqual(
+            self.gfull.eccentricity(weights=[2] * self.gfull.ecount()),
+            [2] * self.gfull.vcount()
+        )
+        self.assertEqual(
+            self.gempty.eccentricity(weights=[]),
+            [0] * self.gempty.vcount()
+        )
+        self.assertEqual(
+            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)),
+            [4, 5, 6, 6]
+        )
+        self.assertEqual(Graph().eccentricity(), [])
+
     def testRadius(self):
         self.assertEqual(self.gfull.radius(), 1)
         self.assertEqual(self.gempty.radius(), 0)
@@ -64,6 +79,12 @@ def testRadius(self):
         self.assertEqual(self.tree.radius(), 3)
         self.assertTrue(isnan(Graph().radius()))
 
+    def testWeightedRadius(self):
+        self.assertEqual(self.gfull.radius(weights=[2] * self.gfull.ecount()), 2)
+        self.assertEqual(self.gempty.radius(weights=[]), 0)
+        self.assertEqual(self.g.radius(weights=range(1, self.g.ecount() + 1)), 4)
+        self.assertTrue(isnan(Graph().radius()))
+
     def testTransitivity(self):
         self.assertTrue(self.gfull.transitivity_undirected() == 1.0)
         self.assertTrue(self.tree.transitivity_undirected() == 0.0)

From c61f7f0f501d75466a11329ee6046df439cf4197 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 12 Sep 2023 14:00:23 +0200
Subject: [PATCH 165/681] chore: bumped version to 0.10.8

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a87ef27db..b520ec928 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.10.8] - 2023-09-12
 
 ### Added 
 
@@ -558,7 +558,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[master]: https://github.com/igraph/python-igraph/compare/0.10.7...main
+[master]: https://github.com/igraph/python-igraph/compare/0.10.8...main
+[0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
 [0.10.5]: https://github.com/igraph/python-igraph/compare/0.10.4...0.10.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 713f7483f..655891d8a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 7)
+__version_info__ = (0, 10, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 0d1fd16db47136ca596b7aa6eb3c46d09cd98299 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Sep 2023 13:18:42 +0000
Subject: [PATCH 166/681] build(deps): bump docker/setup-qemu-action from 2 to
 3

Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 2 to 3.
- [Release notes](https://github.com/docker/setup-qemu-action/releases)
- [Commits](https://github.com/docker/setup-qemu-action/compare/v2...v3)

---
updated-dependencies:
- dependency-name: docker/setup-qemu-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18cd744c4..7ff2bd4e4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -61,7 +61,7 @@ jobs:
 
       - name: Set up QEMU
         id: qemu
-        uses: docker/setup-qemu-action@v2
+        uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.15.0
@@ -89,7 +89,7 @@ jobs:
 
       - name: Set up QEMU
         id: qemu
-        uses: docker/setup-qemu-action@v2
+        uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.15.0

From 01ce84b495962d314f524c74cc68678fa080acb5 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 19 Sep 2023 15:07:56 +1000
Subject: [PATCH 167/681] Document invert y axis for trees and matplotlib

---
 doc/examples_sphinx-gallery/spanning_trees.py | 5 +++++
 doc/source/tutorial.rst                       | 5 +++++
 doc/source/visualisation.rst                  | 5 +++++
 3 files changed, 15 insertions(+)

diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index e9b083f60..82f190a8a 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -55,3 +55,8 @@
     edge_width=g.es["width"]
 )
 plt.show()
+
+# %%
+# .. note::
+#   To invert the y axis such that the root of the tree is on top of the plot,
+#   you can call `ax.invert_yaxis()` before `plt.show()`.
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 015e80b91..7a1567adb 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -691,6 +691,11 @@ If you prefer to use `matplotlib`_ as a plotting engine, create an axes and use
    :alt: The visual representation of our social network (matplotlib backend)
    :align: center
 
+.. note::
+   When plotting rooted trees, Cairo automatically puts the root on top of the image and
+   the leaves at the bottom. For `matplotlib`_, the root is usually at the bottom instead.
+   You can easily place the root on top by calling `ax.invert_yaxis()`.
+
 Hmm, this is not too pretty so far. A trivial addition would be to use the names as the
 vertex labels and to color the vertices according to the gender. Vertex labels are taken
 from the ``label`` attribute by default and vertex colors are determined by the
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 24b752e36..c2c73d4a3 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -129,6 +129,11 @@ You can then further manipulate the axes and figure however you like via the `ax
 called them). This variant does not use `Cairo`_ directly and might be lacking some features that are available in the
 `Cairo`_ backend: please open an issue on Github to request specific features.
 
+.. note::
+   When plotting rooted trees, Cairo automatically puts the root on top of the image and
+   the leaves at the bottom. For `matplotlib`_, the root is usually at the bottom instead.
+   You can easily place the root on top by calling `ax.invert_yaxis()`.
+
 Plotting via `matplotlib`_ makes it easy to combine igraph with other plots. For instance, if you want to have a figure
 with two panels showing different aspects of some data set, say a graph and a bar plot, you can easily do that::
 

From eb916c71f69e059b45e2f8780715fabddd02f0a8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 15:16:24 +0200
Subject: [PATCH 168/681] doc: fix a broken link to Matplotlib's user guide in
 the gallery

---
 doc/examples_sphinx-gallery/visualize_communities.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index 7cfd90746..b7b96103f 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -33,7 +33,7 @@
 # %%
 # Last, we plot the graph. We use a fancy technique called proxy artists to
 # make a legend. You can find more about that in matplotlib's
-# :doc:`matplotlib:tutorials/intermediate/legend_guide`:
+# :doc:`matplotlib:users/explain/axes/legend_guide`:
 fig, ax = plt.subplots()
 ig.plot(
     communities,

From 223863cacee9c988987b460bc1dfff77a285fba6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:27:18 +0200
Subject: [PATCH 169/681] doc: cleanup documentation generation code, remove
 obsolete parts

---
 doc/jekyll_tools/Gemfile                   |   5 -
 doc/jekyll_tools/Gemfile.lock              |  74 ----
 doc/jekyll_tools/Makefile                  | 130 -------
 doc/jekyll_tools/_config.yml               |  18 -
 doc/jekyll_tools/_includes/defaults        |  16 -
 doc/jekyll_tools/_layouts/default.html     | 156 --------
 doc/jekyll_tools/_layouts/main.html        |  75 ----
 doc/jekyll_tools/_layouts/pydoctor.html    |  18 -
 doc/jekyll_tools/css/affix.css             |  90 -----
 doc/jekyll_tools/css/bootstrap.min.css     |   1 -
 doc/jekyll_tools/css/other.css             | 205 -----------
 doc/jekyll_tools/css/pydoctor.css          | 399 ---------------------
 doc/jekyll_tools/css/syntax.css            |  61 ----
 doc/jekyll_tools/favicon.ico               | Bin 142910 -> 0 bytes
 doc/jekyll_tools/favicon.svg               |  27 --
 doc/jekyll_tools/fonts/fonts.css           |  32 --
 doc/jekyll_tools/img/igraph_logo_black.svg |   1 -
 doc/jekyll_tools/img/igraph_logo_white.svg |   1 -
 doc/jekyll_tools/js/affix.js               |  10 -
 doc/jekyll_tools/js/html5shiv.js           |   8 -
 doc/jekyll_tools/js/pydoctor.js            |  29 --
 doc/jekyll_tools/js/respond.min.js         |   6 -
 doc/jekyll_tools/js/toggle.js              |  23 --
 doc/source/_templates/breadcrumb.html      |  48 ---
 doc/source/_templates/globaltoc.html       |   5 -
 doc/source/_templates/layout.html          | 104 ------
 doc/source/_templates/navbar.html          |  20 --
 doc/source/_templates/relations.html       |  18 -
 doc/source/conf.py                         |  81 +----
 doc/source/requirements.txt                |   6 +-
 doc/source/sphinxext/postprocess_api.py    |  94 -----
 scripts/mkdoc.sh                           |  48 +--
 setup.py                                   |   6 +-
 33 files changed, 22 insertions(+), 1793 deletions(-)
 delete mode 100644 doc/jekyll_tools/Gemfile
 delete mode 100644 doc/jekyll_tools/Gemfile.lock
 delete mode 100644 doc/jekyll_tools/Makefile
 delete mode 100644 doc/jekyll_tools/_config.yml
 delete mode 100644 doc/jekyll_tools/_includes/defaults
 delete mode 100644 doc/jekyll_tools/_layouts/default.html
 delete mode 100644 doc/jekyll_tools/_layouts/main.html
 delete mode 100644 doc/jekyll_tools/_layouts/pydoctor.html
 delete mode 100644 doc/jekyll_tools/css/affix.css
 delete mode 100644 doc/jekyll_tools/css/bootstrap.min.css
 delete mode 100644 doc/jekyll_tools/css/other.css
 delete mode 100644 doc/jekyll_tools/css/pydoctor.css
 delete mode 100644 doc/jekyll_tools/css/syntax.css
 delete mode 100644 doc/jekyll_tools/favicon.ico
 delete mode 100644 doc/jekyll_tools/favicon.svg
 delete mode 100644 doc/jekyll_tools/fonts/fonts.css
 delete mode 100644 doc/jekyll_tools/img/igraph_logo_black.svg
 delete mode 100644 doc/jekyll_tools/img/igraph_logo_white.svg
 delete mode 100644 doc/jekyll_tools/js/affix.js
 delete mode 100644 doc/jekyll_tools/js/html5shiv.js
 delete mode 100644 doc/jekyll_tools/js/pydoctor.js
 delete mode 100644 doc/jekyll_tools/js/respond.min.js
 delete mode 100644 doc/jekyll_tools/js/toggle.js
 delete mode 100644 doc/source/_templates/breadcrumb.html
 delete mode 100644 doc/source/_templates/globaltoc.html
 delete mode 100644 doc/source/_templates/layout.html
 delete mode 100644 doc/source/_templates/navbar.html
 delete mode 100644 doc/source/_templates/relations.html
 delete mode 100644 doc/source/sphinxext/postprocess_api.py

diff --git a/doc/jekyll_tools/Gemfile b/doc/jekyll_tools/Gemfile
deleted file mode 100644
index 3e5e9cbd3..000000000
--- a/doc/jekyll_tools/Gemfile
+++ /dev/null
@@ -1,5 +0,0 @@
-source 'http://rubygems.org'
-
-gem 'jekyll-sitemap'
-gem "webrick", "~> 1.7"
-gem 'jekyll-redirect-from'
diff --git a/doc/jekyll_tools/Gemfile.lock b/doc/jekyll_tools/Gemfile.lock
deleted file mode 100644
index 710e3df51..000000000
--- a/doc/jekyll_tools/Gemfile.lock
+++ /dev/null
@@ -1,74 +0,0 @@
-GEM
-  remote: http://rubygems.org/
-  specs:
-    addressable (2.8.0)
-      public_suffix (>= 2.0.2, < 5.0)
-    colorator (1.1.0)
-    concurrent-ruby (1.1.9)
-    em-websocket (0.5.3)
-      eventmachine (>= 0.12.9)
-      http_parser.rb (~> 0)
-    eventmachine (1.2.7)
-    ffi (1.15.4)
-    forwardable-extended (2.6.0)
-    http_parser.rb (0.8.0)
-    i18n (1.8.11)
-      concurrent-ruby (~> 1.0)
-    jekyll (4.2.1)
-      addressable (~> 2.4)
-      colorator (~> 1.0)
-      em-websocket (~> 0.5)
-      i18n (~> 1.0)
-      jekyll-sass-converter (~> 2.0)
-      jekyll-watch (~> 2.0)
-      kramdown (~> 2.3)
-      kramdown-parser-gfm (~> 1.0)
-      liquid (~> 4.0)
-      mercenary (~> 0.4.0)
-      pathutil (~> 0.9)
-      rouge (~> 3.0)
-      safe_yaml (~> 1.0)
-      terminal-table (~> 2.0)
-    jekyll-redirect-from (0.16.0)
-      jekyll (>= 3.3, < 5.0)
-    jekyll-sass-converter (2.1.0)
-      sassc (> 2.0.1, < 3.0)
-    jekyll-sitemap (1.4.0)
-      jekyll (>= 3.7, < 5.0)
-    jekyll-watch (2.2.1)
-      listen (~> 3.0)
-    kramdown (2.3.1)
-      rexml
-    kramdown-parser-gfm (1.1.0)
-      kramdown (~> 2.0)
-    liquid (4.0.3)
-    listen (3.7.0)
-      rb-fsevent (~> 0.10, >= 0.10.3)
-      rb-inotify (~> 0.9, >= 0.9.10)
-    mercenary (0.4.0)
-    pathutil (0.16.2)
-      forwardable-extended (~> 2.6)
-    public_suffix (4.0.6)
-    rb-fsevent (0.11.0)
-    rb-inotify (0.10.1)
-      ffi (~> 1.0)
-    rexml (3.2.5)
-    rouge (3.27.0)
-    safe_yaml (1.0.5)
-    sassc (2.4.0)
-      ffi (~> 1.9)
-    terminal-table (2.0.0)
-      unicode-display_width (~> 1.1, >= 1.1.1)
-    unicode-display_width (1.8.0)
-    webrick (1.7.0)
-
-PLATFORMS
-  x86_64-linux
-
-DEPENDENCIES
-  jekyll-redirect-from
-  jekyll-sitemap
-  webrick (~> 1.7)
-
-BUNDLED WITH
-   2.2.26
diff --git a/doc/jekyll_tools/Makefile b/doc/jekyll_tools/Makefile
deleted file mode 100644
index aa1a6dbf8..000000000
--- a/doc/jekyll_tools/Makefile
+++ /dev/null
@@ -1,130 +0,0 @@
-# Makefile for Sphinx documentation
-#
-
-# You can set these variables from the command line.
-SPHINXOPTS    =
-SPHINXBUILD   = sphinx-build
-PAPER         =
-BUILDDIR      = build
-
-# Internal variables.
-PAPEROPT_a4     = -D latex_paper_size=a4
-PAPEROPT_letter = -D latex_paper_size=letter
-ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
-
-.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest
-
-help:
-	@echo "Please use \`make <target>' where <target> is one of"
-	@echo "  html       to make standalone HTML files"
-	@echo "  dirhtml    to make HTML files named index.html in directories"
-	@echo "  singlehtml to make a single large HTML file"
-	@echo "  pickle     to make pickle files"
-	@echo "  json       to make JSON files"
-	@echo "  htmlhelp   to make HTML files and a HTML help project"
-	@echo "  qthelp     to make HTML files and a qthelp project"
-	@echo "  devhelp    to make HTML files and a Devhelp project"
-	@echo "  epub       to make an epub"
-	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
-	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
-	@echo "  text       to make text files"
-	@echo "  man        to make manual pages"
-	@echo "  changes    to make an overview of all changed/added/deprecated items"
-	@echo "  linkcheck  to check all external links for integrity"
-	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
-
-clean:
-	-rm -rf $(BUILDDIR)/*
-
-html:
-	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
-
-dirhtml:
-	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
-	@echo
-	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
-
-singlehtml:
-	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
-	@echo
-	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
-
-pickle:
-	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
-	@echo
-	@echo "Build finished; now you can process the pickle files."
-
-json:
-	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
-	@echo
-	@echo "Build finished; now you can process the JSON files."
-
-htmlhelp:
-	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
-	@echo
-	@echo "Build finished; now you can run HTML Help Workshop with the" \
-	      ".hhp project file in $(BUILDDIR)/htmlhelp."
-
-qthelp:
-	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
-	@echo
-	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
-	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
-	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/igraph.qhcp"
-	@echo "To view the help file:"
-	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/igraph.qhc"
-
-devhelp:
-	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
-	@echo
-	@echo "Build finished."
-	@echo "To view the help file:"
-	@echo "# mkdir -p $$HOME/.local/share/devhelp/igraph"
-	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/igraph"
-	@echo "# devhelp"
-
-epub:
-	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
-	@echo
-	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
-
-latex:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo
-	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
-	@echo "Run \`make' in that directory to run these through (pdf)latex" \
-	      "(use \`make latexpdf' here to do that automatically)."
-
-latexpdf:
-	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
-	@echo "Running LaTeX files through pdflatex..."
-	make -C $(BUILDDIR)/latex all-pdf
-	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
-
-text:
-	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
-	@echo
-	@echo "Build finished. The text files are in $(BUILDDIR)/text."
-
-man:
-	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
-	@echo
-	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
-
-changes:
-	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
-	@echo
-	@echo "The overview file is in $(BUILDDIR)/changes."
-
-linkcheck:
-	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
-	@echo
-	@echo "Link check complete; look for any errors in the above output " \
-	      "or in $(BUILDDIR)/linkcheck/output.txt."
-
-doctest:
-	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
-	@echo "Testing of doctests in the sources finished, look at the " \
-	      "results in $(BUILDDIR)/doctest/output.txt."
diff --git a/doc/jekyll_tools/_config.yml b/doc/jekyll_tools/_config.yml
deleted file mode 100644
index b9a8a09d7..000000000
--- a/doc/jekyll_tools/_config.yml
+++ /dev/null
@@ -1,18 +0,0 @@
-name: igraph &ndash; the network analysis package
-destination: jekyll_output
-future: true
-include: [ _static, _images ]
-exclude: [ source, Gemfile, Gemfile.lock, build_old_sources.py ]
-keep_files: [ ]
-markdown: kramdown
-kramdown:
-  input: GFM
-url: "https://igraph.org/python"
-plugins:
-  - jekyll-sitemap
-defaults:
-  -
-    scope:
-      path: ""
-    values:
-      layout: "post"
diff --git a/doc/jekyll_tools/_includes/defaults b/doc/jekyll_tools/_includes/defaults
deleted file mode 100644
index 42baf8c90..000000000
--- a/doc/jekyll_tools/_includes/defaults
+++ /dev/null
@@ -1,16 +0,0 @@
-{% assign lang = "python" %}
-{%- assign bodyclass = lang %}
-{% assign title = page.title %}
-{% assign mainheader = page.mainheader %}
-{% assign lead = page.lead %}
-
-{% assign langname = 'python-igraph' %}
-{% assign langversions = version | split: ", " %}
-{% if title == nil %}{% assign title = 'python-igraph' %}{% endif %}
-{% assign extramenu = '<li><a href="/python"><i class="icon-python"></i> Get started</a></li>' %}
-{% if mainheader == nil %}
-  {% assign mainheader = 'Get started with python-igraph' %}
-{% endif %}
-{% if lead == nil %}
-  {% assign lead = 'Install and start using igraph from Python' %}
-{% endif %}
diff --git a/doc/jekyll_tools/_layouts/default.html b/doc/jekyll_tools/_layouts/default.html
deleted file mode 100644
index d74c2b8b1..000000000
--- a/doc/jekyll_tools/_layouts/default.html
+++ /dev/null
@@ -1,156 +0,0 @@
-{% include defaults %}
-<!DOCTYPE html>
-<html lang="en">
-  <head>
-    <meta charset="utf-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <meta name="description" content="">
-    <meta name="author" content="">
-
-	<!-- Favicon and theming -->
-    <meta name="theme-color" content="#ffffff" />
-    <link rel="icon" href="/favicon.svg" />
-    <link rel="alternate icon" href="/favicon.ico" />
-
-    <title>{{ title }}</title>
-
-    <!-- Bootstrap core CSS -->
-    <link rel="stylesheet" href="/css/bootstrap.min.css">
-
-    <!-- Custom styles for this template -->
-    <link href="//fonts.googleapis.com/css?family=Lato:300,400,700"
-          rel="stylesheet" type="text/css">
-    <link href="//maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet">
-    <link href="/css/affix.css" rel="stylesheet">
-    <link href="/css/syntax.css" rel="stylesheet">
-    <link href="/css/other.css" rel="stylesheet">
-    <link href="/fonts/fonts.css" rel="stylesheet">
-
-    <!-- HTML5 shim and Respond.js IE8 support of HTML5 elements 
-         and media queries -->
-    <!--[if lt IE 9]>
-      <script src="/js/html5shiv.js"></script>
-      <script src="/js/respond.min.js"></script>
-    <![endif]-->
-
-    <!-- Global site tag (gtag.js) - Google Analytics -->
-    <script async src="https://www.googletagmanager.com/gtag/js?id=UA-1392972-5"></script>
-    <script>
-      window.dataLayer = window.dataLayer || [];
-      function gtag(){dataLayer.push(arguments);}
-      gtag('js', new Date());
-      gtag('config', 'UA-1392972-5');
-    </script>
-
-    {{ page.extrahead | default: layout.extrahead }}
-  </head>
-
-  <body class="{{ bodyclass | default: layout.bodyclass }}">
-  <div id="wrap">
-    <nav class="navbar navbar-expand-md navbar-dark bg-dark fixed-top">
-      <a class="navbar-brand" href="/">
-        <img src="/img/igraph_logo_white.svg" width="35"> igraph
-      </a>
-
-      {% if langname != null and langname != 'igraph' %}
-      <ul class="navbar-nav mr-auto">
-        {% if layout.vmenu != null  or page.vmenu != null %}
-        <li class="nav-item"><a class="nav-link" href="/">{{ langname }}</a></li>
-        <li class="nav-item dropdown">
-          <a class="nav-link dropdown-toggle" data-toggle="dropdown" href="#">
-            {{ page.langversion }}
-          </a>
-          <div class="dropdown-menu">
-            <a class="dropdown-item" href="/{{ lang }}/latest/">latest</a>
-            {% for langversioni in langversions reversed %}
-            <a class="dropdown-item" href="/{{ lang }}/{{ langversioni }}/">{{ langversioni }}</a>
-            {% endfor %}
-          </div>
-        </li>
-        {% else %}
-        <li class="nav-item"><a class="nav-link" href="/">{{ langname }} {{ page.langversion }}</a></li>
-        {% endif %}
-      </ul>
-      {% endif %}
-
-      <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
-        <span class="navbar-toggler-icon"></span>
-      </button>
-
-      <div class="collapse navbar-collapse" id="navbarSupportedContent">
-        <ul class="navbar-nav ml-auto">
-          <li class="nav-item dropdown">
-            <a href="#" class="nav-link dropdown-toggle" id="productsDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Products</a>
-            <div class="dropdown-menu" aria-labelledby="productsDropdown">
-              <a class="dropdown-item" href="/r">igraph R package</a>
-              <a class="dropdown-item" href="/python">python-igraph</a>
-              <a class="dropdown-item" href="http://szhorvat.net/mathematica/IGraphM">IGraph/M</a>
-              <a class="dropdown-item" href="/c">igraph C library</a>
-              <div class="dropdown-divider"></div>
-              <a class="dropdown-item" href="https://github.com/igraph/igraphdata">igraphdata R package <i class="fa fa-github"></i></a>
-            </div>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="/news.html"><i class="fa fa-rss"></i> News</a>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="https://igraph.discourse.group"><i class="fa fa-comments"></i> Forum</a>
-          </li>
-          <li class="nav-item">
-            <a class="nav-link" href="/code-of-conduct.html"><i class="fa fa-gavel"></i> Code of Conduct</a>
-          </li>          
-          <li class="nav-item">
-            <a class="nav-link" href="https://github.com/igraph"><i class="fa fa-github"></i> On GitHub</a>
-          </li>
-        </ul>
-      </div>
-    </nav>
-    
-    {% if page.layout != "main" %}
-
-    <div class="jumbotron">
-      <div class="container">
-        <h1 class="display-4">{{ page.mainheader | default: layout.mainheader }}</h1>
-        <p class="lead">{{ page.lead | default: layout.lead }}</p>
-      </div>
-      <canvas id="jumbotron-anim"></canvas>
-    </div>
-
-    {% endif %}
-
-    {{content}}
-
-    <div id="footer">
-      {{ page.extrafoot }}
-      <div class="container-fluid">
-      <p class="text-muted credit">
-      &copy; 2003 &ndash; 2020 The igraph core team.
-            &bull; Code licensed under 
-            <a href="http://www.gnu.org/licenses/gpl-2.0.html">
-            GNU GPL 2</a> or later, documentation under 
-            <a href="http://www.gnu.org/copyleft/fdl.html">
-              GNU FDL.</a>
-      </p>
-      </div>
-    </div>
-
-    <!-- wrap -->
-    </div>
-
-    <!-- Bootstrap core JavaScript
-    ================================================== -->
-    <!-- Placed at the end of the document so the pages load faster -->
-    <script src="https://code.jquery.com/jquery-3.4.1.slim.min.js" integrity="sha384-J6qa4849blE2+poT4WnyKhv5vZF5SrPo0iEjwBvKU7imGFAV0wwj1yYfoRSJoZ+n" crossorigin="anonymous"></script>
-    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js" integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo" crossorigin="anonymous"></script>
-    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/js/bootstrap.min.js" integrity="sha384-wfSDF2E50Y2D1uUdj0O3uMBJnjuUD4Ih7YwaYd1iqfktj0Uod8GCExl3Og8ifwB6" crossorigin="anonymous"></script>
-
-    <script src="/js/affix.js"></script>
-    <script src="/js/toggle.js"></script>
-{% if page.animated_header or layout.animated_header %}
-      <script src="/js/jumbotron.js"></script>
-      <script>
-        startAnimation();
-      </script>
-{% endif %}
-  </body>
-</html>
diff --git a/doc/jekyll_tools/_layouts/main.html b/doc/jekyll_tools/_layouts/main.html
deleted file mode 100644
index 42c90e4f6..000000000
--- a/doc/jekyll_tools/_layouts/main.html
+++ /dev/null
@@ -1,75 +0,0 @@
----
-layout: default
-bodyclass: start-page
-animated_header: true
----
-
-<div class="jumbotron">
-  <div class="container">
-    <h1 class="display-4"><img src="/img/igraph_logo_black.svg" width="125"> igraph &ndash;
-      <small>The network analysis package</small>
-    </h1>
-    <p class="lead">
-    igraph is a collection of network analysis tools with the
-    emphasis on <strong>efficiency</strong>,
-    <strong>portability</strong> and ease of use. igraph is
-    <strong>open source</strong> and free. igraph can be
-    programmed in <strong>R</strong>, <strong>Python</strong>,
-    <strong>Mathematica</strong> and&nbsp;<strong>C/C++</strong>.
-    </p>
-    <hr class="my-4">
-    <a href="/r" class="btn btn-lg btn-dark">igraph R package</a>
-    <a href="/python" class="btn btn-lg btn-dark">python-igraph</a>
-    <a href="http://szhorvat.net/mathematica/IGraphM" class="btn btn-lg btn-dark">IGraph/M</a>
-    <a href="/c" class="btn btn-lg btn-dark">igraph C library</a>
-  </div>
-  <canvas id="jumbotron-anim"></canvas>
-</div>
-
-<div class="container">
-  <div class="row">
-    <div class="col-md-3">
-      <nav class="bs-sidebar affix hidden-print" role="complementary">
-        <ul class="nav bs-sidenav">
-          {% for post in site.posts limit:10 %}
-            <li class="nav-item">
-              <a class="nav-link" href="{{ post.url }}">{{ post.title }}</a>
-            </li>
-          {% endfor %}
-          <li class="nav-item">
-            <a class="nav-link" href="news.html">All news &#8594;</a>
-          </li>
-        </ul>
-      </nav>
-    </div>
-
-    <div class="col-md-8">
-      <div class="bs-docs-section">
-
-  <div class="page-header">
-    <h1>Recent news</h1>
-  </div>
-
-  {% for post in site.posts limit:10 %}
-
-  <div class="post-header">
-    <h2>
-      <span id="{{ post.id }}" class="anchor">&nbsp;</span>
-      <a href="{{ post.url }}">{{ post.title }}</a>
-    </h2>
-	<div class="post-time"><time class="text-muted">{{ post.date | date_to_string: "ordinal", "US" }}</time></div>
-  </div>
-
-  {{ post.content | extract_excerpt: post.url | redir_docs | smallheaders }}
-
-  <hr class="news-separator">
-
-  {% endfor %}
-
-  <h2><a href="news.html">All news &#8594;</a></h2>
-
-      </div>
-    </div>
-  </div>
-
-</div>
diff --git a/doc/jekyll_tools/_layouts/pydoctor.html b/doc/jekyll_tools/_layouts/pydoctor.html
deleted file mode 100644
index e70459159..000000000
--- a/doc/jekyll_tools/_layouts/pydoctor.html
+++ /dev/null
@@ -1,18 +0,0 @@
----
-layout: default
-extrahead: <link href="/css/pydoctor.css" rel="stylesheet">
-vmenu: true
-doctype: api/
----
-
-<div class="container bs-docs-container">
-<div class="row">
-  <div class="col-md-12">
-  <div class="bs-docs-section">
-
-    {{ content }}
-
-  </div>
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-</div>
diff --git a/doc/jekyll_tools/css/affix.css b/doc/jekyll_tools/css/affix.css
deleted file mode 100644
index 5b57395ef..000000000
--- a/doc/jekyll_tools/css/affix.css
+++ /dev/null
@@ -1,90 +0,0 @@
-/*
- * Side navigation
- *
- * Scrollspy and affixed enhanced navigation to highlight sections and secondary
- * sections of docs content.
- */
-
-/* By default it's not affixed in mobile views, so undo that */
-.bs-sidebar.affix {
-  position: static;
-}
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-/* First level of nav */
-.bs-sidenav {
-  margin-top: 30px;
-  margin-bottom: 30px;
-  padding-top:    10px;
-  padding-bottom: 10px;
-  text-shadow: 0 1px 0 #fff;
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-  border-radius: 5px;
-}
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-/* All levels of nav */
-.bs-sidebar .nav > li {
-  width: 100%;
-}
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-.bs-sidebar .nav > li > a {
-  display: block;
-  color: #716b7a;
-  padding: 5px 20px;
-}
-.bs-sidebar .nav > li > a:hover,
-.bs-sidebar .nav > li > a:focus {
-  text-decoration: none;
-  background-color: #d3d9df;
-  border-right: 2px solid #a7b3bf;
-}
-.bs-sidebar .nav > li > a.active,
-.bs-sidebar .nav > li > a.active:hover,
-.bs-sidebar .nav > li > a.active:focus {
-  font-weight: bold;
-  color: #563d7c;
-  background-color: transparent;
-  border-right: 2px solid #563d7c;
-}
-
-/* Nav: second level (shown on .active) */
-.bs-sidebar .nav .nav {
-  display: none; /* Hide by default, but at >768px, show it */
-  margin-bottom: 8px;
-}
-.bs-sidebar .nav .nav > li > a {
-  padding-top:    3px;
-  padding-bottom: 3px;
-  padding-left: 30px;
-  font-size: 90%;
-}
-
-/* Show and affix the side nav when space allows it */
-@media (min-width: 992px) {
-  .bs-sidebar .nav .nav-item > a.active + ul {
-    display: block;
-  }
-  /* Widen the fixed sidebar */
-  .bs-sidebar.affix,
-  .bs-sidebar.affix-bottom {
-    width: 213px;
-  }
-  .bs-sidebar.affix {
-    position: sticky; /* Undo the static from mobile first approach */
-    top: 80px;
-  }
-  .bs-sidebar.affix-bottom {
-    position: absolute; /* Undo the static from mobile first approach */
-  }
-  .bs-sidebar.affix-bottom .bs-sidenav,
-  .bs-sidebar.affix .bs-sidenav {
-    margin-top: 0;
-    margin-bottom: 0;
-  }
-}
-@media (min-width: 1200px) {
-  /* Widen the fixed sidebar again */
-  .bs-sidebar.affix-bottom,
-  .bs-sidebar.affix {
-    width: 263px;
-  }
-}
diff --git a/doc/jekyll_tools/css/bootstrap.min.css b/doc/jekyll_tools/css/bootstrap.min.css
deleted file mode 100644
index ad8c117b8..000000000
--- a/doc/jekyll_tools/css/bootstrap.min.css
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diff --git a/doc/jekyll_tools/favicon.svg b/doc/jekyll_tools/favicon.svg
deleted file mode 100644
index 6b2569802..000000000
--- a/doc/jekyll_tools/favicon.svg
+++ /dev/null
@@ -1,27 +0,0 @@
-<?xml version="1.0"?>
-<svg xmlns="http://www.w3.org/2000/svg" id="Layer_1" data-name="Layer 1" viewBox="0 0 184.66 184.66">
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-    <style>
-	  .cls-1 { fill:none; }
-	  .cls-1, .cls-2, .cls-3 { stroke:#231f20; stroke-width:5px; }
-	  .cls-2 { fill:#f1e50f; }
-	  .cls-3 { fill:#e3221e; }
-
-	  @media (prefers-color-scheme: dark) {
-	    .cls-1, .cls-2, .cls-3 { stroke: #ffffff; }
-	  }
-	</style>
-  </defs>
-  <title>logo-black</title>
-  <line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/>
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diff --git a/doc/jekyll_tools/fonts/fonts.css b/doc/jekyll_tools/fonts/fonts.css
deleted file mode 100644
index d4776e902..000000000
--- a/doc/jekyll_tools/fonts/fonts.css
+++ /dev/null
@@ -1,32 +0,0 @@
-@font-face {
-	font-family: 'rlogo';
-	src:url('/fonts/rlogo.eot');
-	src:url('/fonts/rlogo.eot?#iefix') format('embedded-opentype'),
-		url('/fonts/rlogo.ttf') format('truetype'),
-		url('/fonts/rlogo.woff') format('woff'),
-		url('/fonts/rlogo.svg#rlogo') format('svg');
-	font-weight: normal;
-	font-style: normal;
-}
-
-[class*="icon-rlogo"], [class*="icon-rlogo-alt"] {
-	font-family: 'rlogo';
-	speak: none;
-	font-style: normal;
-	font-weight: normal;
-	font-variant: normal;
-	text-transform: none;
-	line-height: 1;
-	color: auto;
-
-	/* Better Font Rendering =========== */
-	-webkit-font-smoothing: antialiased;
-	-moz-osx-font-smoothing: grayscale;
-}
-
-.icon-rlogo:before {
-	content: "\e600";
-}
-.icon-rlogo-alt:before {
-	content: "\e601";
-}
diff --git a/doc/jekyll_tools/img/igraph_logo_black.svg b/doc/jekyll_tools/img/igraph_logo_black.svg
deleted file mode 100644
index 410ffa84d..000000000
--- a/doc/jekyll_tools/img/igraph_logo_black.svg
+++ /dev/null
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-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
diff --git a/doc/jekyll_tools/img/igraph_logo_white.svg b/doc/jekyll_tools/img/igraph_logo_white.svg
deleted file mode 100644
index cada6f592..000000000
--- a/doc/jekyll_tools/img/igraph_logo_white.svg
+++ /dev/null
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-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#fff;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-white</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
diff --git a/doc/jekyll_tools/js/affix.js b/doc/jekyll_tools/js/affix.js
deleted file mode 100644
index a94c76253..000000000
--- a/doc/jekyll_tools/js/affix.js
+++ /dev/null
@@ -1,10 +0,0 @@
-
-var $window = $(window);
-var $body   = $(document.body);
-
-$body.scrollspy({ target: '.bs-sidebar' });
-
-$window.on('load', function () {
-    $body.scrollspy('refresh');
-});
-
diff --git a/doc/jekyll_tools/js/html5shiv.js b/doc/jekyll_tools/js/html5shiv.js
deleted file mode 100644
index 784f221ca..000000000
--- a/doc/jekyll_tools/js/html5shiv.js
+++ /dev/null
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diff --git a/doc/jekyll_tools/js/pydoctor.js b/doc/jekyll_tools/js/pydoctor.js
deleted file mode 100644
index f4f7f9118..000000000
--- a/doc/jekyll_tools/js/pydoctor.js
+++ /dev/null
@@ -1,29 +0,0 @@
-function initPrivate() {
-    var params = (new URL(document.location)).searchParams;
-    if (!params || !parseInt(params.get('private'))) {
-        var show = false;
-        var hash = document.location.hash;
-        if (hash != '') {
-            var anchor = document.querySelector('a[name="' + hash.substring(1) + '"]');
-            show = anchor && anchor.parentNode.classList.contains('private');
-        }
-        if (!show) {
-            document.body.classList.add("private-hidden");
-        }
-    }
-    updatePrivate();
-}
-function togglePrivate() {
-    document.body.classList.toggle("private-hidden");
-    updatePrivate();
-}
-function updatePrivate() {
-    var hidden = document.body.classList.contains('private-hidden');
-    document.querySelector('#showPrivate button').innerText =
-        hidden ? 'Show Private API' : 'Hide Private API';
-    if (history) {
-        var search = hidden ? document.location.pathname : '?private=1';
-        history.replaceState(null, '', search + document.location.hash);
-    }
-}
-initPrivate();
diff --git a/doc/jekyll_tools/js/respond.min.js b/doc/jekyll_tools/js/respond.min.js
deleted file mode 100644
index 56418a245..000000000
--- a/doc/jekyll_tools/js/respond.min.js
+++ /dev/null
@@ -1,6 +0,0 @@
-/*! matchMedia() polyfill - Test a CSS media type/query in JS. Authors & copyright (c) 2012: Scott Jehl, Paul Irish, Nicholas Zakas. Dual MIT/BSD license */
-/*! NOTE: If you're already including a window.matchMedia polyfill via Modernizr or otherwise, you don't need this part */
-window.matchMedia=window.matchMedia||function(a){"use strict";var c,d=a.documentElement,e=d.firstElementChild||d.firstChild,f=a.createElement("body"),g=a.createElement("div");return g.id="mq-test-1",g.style.cssText="position:absolute;top:-100em",f.style.background="none",f.appendChild(g),function(a){return g.innerHTML='&shy;<style media="'+a+'"> #mq-test-1 { width: 42px; }</style>',d.insertBefore(f,e),c=42===g.offsetWidth,d.removeChild(f),{matches:c,media:a}}}(document);
-
-/*! Respond.js v1.1.0: min/max-width media query polyfill. (c) Scott Jehl. MIT/GPLv2 Lic. j.mp/respondjs  */
-(function(a){"use strict";function x(){u(!0)}var b={};a.respond=b,b.update=function(){},b.mediaQueriesSupported=a.matchMedia&&a.matchMedia("only all").matches,b.mediaQueriesSupported;var q,r,t,c=a.document,d=c.documentElement,e=[],f=[],g=[],h={},i=30,j=c.getElementsByTagName("head")[0]||d,k=c.getElementsByTagName("base")[0],l=j.getElementsByTagName("link"),m=[],n=function(){for(var b=0;l.length>b;b++){var c=l[b],d=c.href,e=c.media,f=c.rel&&"stylesheet"===c.rel.toLowerCase();d&&f&&!h[d]&&(c.styleSheet&&c.styleSheet.rawCssText?(p(c.styleSheet.rawCssText,d,e),h[d]=!0):(!/^([a-zA-Z:]*\/\/)/.test(d)&&!k||d.replace(RegExp.$1,"").split("/")[0]===a.location.host)&&m.push({href:d,media:e}))}o()},o=function(){if(m.length){var a=m.shift();v(a.href,function(b){p(b,a.href,a.media),h[a.href]=!0,setTimeout(function(){o()},0)})}},p=function(a,b,c){var d=a.match(/@media[^\{]+\{([^\{\}]*\{[^\}\{]*\})+/gi),g=d&&d.length||0;b=b.substring(0,b.lastIndexOf("/"));var h=function(a){return a.replace(/(url\()['"]?([^\/\)'"][^:\)'"]+)['"]?(\))/g,"$1"+b+"$2$3")},i=!g&&c;b.length&&(b+="/"),i&&(g=1);for(var j=0;g>j;j++){var k,l,m,n;i?(k=c,f.push(h(a))):(k=d[j].match(/@media *([^\{]+)\{([\S\s]+?)$/)&&RegExp.$1,f.push(RegExp.$2&&h(RegExp.$2))),m=k.split(","),n=m.length;for(var o=0;n>o;o++)l=m[o],e.push({media:l.split("(")[0].match(/(only\s+)?([a-zA-Z]+)\s?/)&&RegExp.$2||"all",rules:f.length-1,hasquery:l.indexOf("(")>-1,minw:l.match(/\(min\-width:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/)&&parseFloat(RegExp.$1)+(RegExp.$2||""),maxw:l.match(/\(max\-width:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/)&&parseFloat(RegExp.$1)+(RegExp.$2||"")})}u()},s=function(){var a,b=c.createElement("div"),e=c.body,f=!1;return b.style.cssText="position:absolute;font-size:1em;width:1em",e||(e=f=c.createElement("body"),e.style.background="none"),e.appendChild(b),d.insertBefore(e,d.firstChild),a=b.offsetWidth,f?d.removeChild(e):e.removeChild(b),a=t=parseFloat(a)},u=function(a){var b="clientWidth",h=d[b],k="CSS1Compat"===c.compatMode&&h||c.body[b]||h,m={},n=l[l.length-1],o=(new Date).getTime();if(a&&q&&i>o-q)return clearTimeout(r),r=setTimeout(u,i),void 0;q=o;for(var p in e)if(e.hasOwnProperty(p)){var v=e[p],w=v.minw,x=v.maxw,y=null===w,z=null===x,A="em";w&&(w=parseFloat(w)*(w.indexOf(A)>-1?t||s():1)),x&&(x=parseFloat(x)*(x.indexOf(A)>-1?t||s():1)),v.hasquery&&(y&&z||!(y||k>=w)||!(z||x>=k))||(m[v.media]||(m[v.media]=[]),m[v.media].push(f[v.rules]))}for(var B in g)g.hasOwnProperty(B)&&g[B]&&g[B].parentNode===j&&j.removeChild(g[B]);for(var C in m)if(m.hasOwnProperty(C)){var D=c.createElement("style"),E=m[C].join("\n");D.type="text/css",D.media=C,j.insertBefore(D,n.nextSibling),D.styleSheet?D.styleSheet.cssText=E:D.appendChild(c.createTextNode(E)),g.push(D)}},v=function(a,b){var c=w();c&&(c.open("GET",a,!0),c.onreadystatechange=function(){4!==c.readyState||200!==c.status&&304!==c.status||b(c.responseText)},4!==c.readyState&&c.send(null))},w=function(){var b=!1;try{b=new a.XMLHttpRequest}catch(c){b=new a.ActiveXObject("Microsoft.XMLHTTP")}return function(){return b}}();n(),b.update=n,a.addEventListener?a.addEventListener("resize",x,!1):a.attachEvent&&a.attachEvent("onresize",x)})(this);
diff --git a/doc/jekyll_tools/js/toggle.js b/doc/jekyll_tools/js/toggle.js
deleted file mode 100644
index 8f62267d2..000000000
--- a/doc/jekyll_tools/js/toggle.js
+++ /dev/null
@@ -1,23 +0,0 @@
-function getElementByClass(element, className) {
-    tc = element.childNodes;
-    for (var i = 0; i < tc.length; i++) {
-        if (tc[i].className == className) { return tc[i]; }
-    }
-    return null;
-}
-
-function toggle(target, event) {
-    exdiv = getElementByClass(target, "example");
-    excdiv = getElementByClass(exdiv, "example-contents");
-    titlediv = getElementByClass(exdiv, "title");
-
-    if (!titlediv || !titlediv.contains(event.target)) {
-        return;
-    }
-
-    if (excdiv.style.display != 'block') {
-        excdiv.style.display = 'block';
-    } else {
-        excdiv.style.display = 'none';
-    }
-}
diff --git a/doc/source/_templates/breadcrumb.html b/doc/source/_templates/breadcrumb.html
deleted file mode 100644
index a1d22f0be..000000000
--- a/doc/source/_templates/breadcrumb.html
+++ /dev/null
@@ -1,48 +0,0 @@
-{%- if 0 %}
-<div class="row">
-  <div class="col-md-12" role="navigation" aria-label="related navigation">
-  <ol class="breadcrumb">
-    <li class="breadcrumb-item"><a href="{{ pathto(master_doc) }}">{{ shorttitle|e }}</a></li>
-    {%- for parent in parents %}
-      <li class="breadcrumb-item"><a href="{{ parent.link|e }}"
-           {% if loop.last %}
-           accesskey="U"
-           class="active"
-           {% endif %}>{{ parent.title }}</a></li>
-    {%- endfor %}
-    <li class="breadcrumb-item active">{{ title }}</li>
-    </ol>
-  </div>
-</div>
-{%- endif %}
-
-<div class="row">
-  <div class="col-md-12">
-    <div class="navigation-header mb-4" width="100%" summary="Navigation header">
-      <div class="btn-group" role="group">
-      {%- if prev %}
-        <a href="{{ prev.link|e }}" title="{{ _('Previous Chapter: ') + prev.title|striptags }}" class="btn btn-light" role="button" {{ accesskey("P") }}>
-          <i class="fa fa-chevron-left"></i> {{ prev.title|striptags|truncate(length=24, killwords=True) }}
-        </a>
-      {%- endif %}
-
-      {%- if parents %}
-        <a href="{{ parents[-1].link|e }}" title="{{ _('Parent: ') + parents[-1].title|striptags }}" class="btn btn-light" role="button" {{ accesskey("U") }}>
-          <i class="fa fa-chevron-up"></i> {{ parents[-1].title|striptags }}
-        </a>
-      {%- else %}
-        <a href="{{ pathto(master_doc) }}" title="{{ _('Parent: ') + shorttitle|striptags }}" class="btn btn-light" role="button" {{ accesskey("U") }}>
-          <i class="fa fa-home"></i> {{ shorttitle|striptags }}
-        </a>
-      {%- endif %}
-
-      {%- if next %}
-        <a href="{{ next.link|e }}" title="{{ _('Next Chapter: ') + next.title|striptags }}" class="btn btn-light" role="button" {{ accesskey("N") }}>
-          {{ next.title|striptags|truncate(length=24, killwords=True) }} <i class="fa fa-chevron-right"></i>
-        </a>
-      {%- endif %}
-      </div>
-    </div>
-  </div>
-</div>
-
diff --git a/doc/source/_templates/globaltoc.html b/doc/source/_templates/globaltoc.html
deleted file mode 100644
index e4b606d52..000000000
--- a/doc/source/_templates/globaltoc.html
+++ /dev/null
@@ -1,5 +0,0 @@
-{% block menu %}
-<nav class="bs-sidebar affix hidden-print" role="complementary">
-  {{ toc }}
-</nav>
-{% endblock %}
diff --git a/doc/source/_templates/layout.html b/doc/source/_templates/layout.html
deleted file mode 100644
index b7fcfbf98..000000000
--- a/doc/source/_templates/layout.html
+++ /dev/null
@@ -1,104 +0,0 @@
----
-layout: default
-title: {{ title|striptags|e }}{{ titlesuffix }}
-mainheader: python-igraph Manual
-lead: For using igraph from Python
-vmenu: true
-langversion: {{ version }}
-extrahead: {%- block linktags %}
-    {%- if hasdoc('about') %}
-    <link rel="author" title="{{ _('About these documents') }}" href="{{ pathto('about') }}" />
-    {%- endif %}
-    <link rel="top" title="{{ docstitle|e }}" href="{{ pathto('index') }}" />
-    {%- if parents %}
-    <link rel="up" title="{{ parents[-1].title|striptags|e }}" href="{{ parents[-1].link|e }}" />
-    {%- endif %}
-    {%- if next %}
-    <link rel="next" title="{{ next.title|striptags|e }}" href="{{ next.link|e }}" />
-    {%- endif %}
-    {%- if prev %}
-    <link rel="prev" title="{{ prev.title|striptags|e }}" href="{{ prev.link|e }}" />
-    {%- endif %}
-{%- endblock %}
-    <link rel="stylesheet" href="{{ pathto('_static/' + style, 1) }}" type="text/css" />
-    <link rel="stylesheet" href="{{ pathto('_static/pygments.css', 1) }}" type="text/css" />
-    <link rel="stylesheet" href="{{ pathto('_static/other.css', 1) }}" type="text/css" />
----
-
-{% set css_files = css_files + [
-    '_static/bootstrap-4.3.1-dist/css/bootstrap.min.css',
-    '_static/sphinxbootstrap4.css'
-] %}
-
-{% set script_files = script_files + [
-    '_static/bootstrap-4.3.1-dist/js/bootstrap.min.js',
-    '_static/sphinxbootstrap4.js'
-  ]
-%}
-
-{%- macro sphinxsidebar() %}
-      <div class="col-md-3">
-          {%- block sidebarlogo %}{%- endblock %}
-          {%- if sidebars != None %}
-            {#- new style sidebar: explicitly include/exclude templates #}
-            {%- for sidebartemplate in sidebars %}
-            {%- include sidebartemplate %}
-            {%- endfor %}
-          {%- else %}
-            {#- old style sidebars: using blocks -- should be deprecated #}
-            {%- block sidebartoc %}
-            {%- include "globaltoc.html" %}
-            {%- endblock %}
-            {%- block sidebarrel %}
-            {%- include "relations.html" %}
-            {%- endblock %}
-            {%- if customsidebar %}
-            {%- include customsidebar %}
-            {%- endif %}
-            {%- block sidebarsearch %}
-            {%- include "searchbox.html" %}
-            {%- endblock %}
-            {%- block sidebarsourcelink %}
-            {%- include "sourcelink.html" %}
-            {%- endblock %}
-          {%- endif %}
-      </div>
-{%- endmacro %}
-
-{% macro navBar() %}
-{% include "navbar.html" %}
-{% endmacro %}
-
-{% macro breadcrumb() %}
-{% include "breadcrumb.html" %}
-{% endmacro %}
-
-{%- block relbar1 %}{% endblock %}
-{%- block relbar2 %}{% endblock %}
-
-{%- block header %}{%- endblock %}
-
-{%- block content %}
-  <div class="main container">
-    {%- block breadcrumb1 %}{{breadcrumb()}}{% endblock %}
-    <div class="row">
-      <div class="document col-md-12">
-      {%- block document %}
-      <div class="documentwrapper bs-docs-section" id="top-of-docs">
-        <h1 class="real">
-          {{ title }}
-          <a class="headerlink" href="#top-of-docs" title="Permalink to this headline">¶</a>
-        </h1>
-        <!-- {{ toc }} -->
-        {% block body %} {% endblock %}
-      </div>
-      {%- endblock %}
-    </div>
-    <div class="clearer"></div>
-    </div>
-  </div>
-{%- endblock %}
-
-{%- block footer %}
-{%- endblock %}
-
diff --git a/doc/source/_templates/navbar.html b/doc/source/_templates/navbar.html
deleted file mode 100644
index ae30cee41..000000000
--- a/doc/source/_templates/navbar.html
+++ /dev/null
@@ -1,20 +0,0 @@
-<div class="navigation-header" width="100%" summary="Navigation header">
-    <div class="btn-group">
-        {% if theme_navbar_links %}
-            {%- for link in theme_navbar_links %}
-                <a class="btn btn-default" href="{{ pathto(*link[1:]) }}">{{ link[0] }}</a>
-            {%- endfor %}
-        {% endif %}
-        {% if theme_navbar_sidebarrel %}
-             {% block sidebarrel %}
-                 {% include "relations.html" %}
-             {% endblock %}
-        {% endif %}
-        {% block navbarextra %}
-        {% endblock %}
-        {% if theme_source_link_position == "nav" %}
-            {% include "sourcelink.html" %}
-        {% endif %}
-    </div>
-</div>
-
diff --git a/doc/source/_templates/relations.html b/doc/source/_templates/relations.html
deleted file mode 100644
index 8ac8d5c80..000000000
--- a/doc/source/_templates/relations.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{%- if prev %}
-    <a accesskey="p" class="btn btn-default" href="{{ prev.link|e }}"
-     title="{{ _('Previous Chapter: ') + prev.title|striptags }}">
-        <i class="icon-chevron-left"></i>
-        {{ prev.title|striptags }}
-    </a>
-{%- endif %}
-    <a accesskey="h" class="btn btn-default" href="{{ pathto(master_doc) }}">
-        <i class="icon-home"></i>
-    </a>
-{%- if next %}
-    <a accesskey="n" class="btn btn-default" href="{{ next.link|e }}"
-     title="{{ _('Next Chapter: ') + next.title|striptags }}">
-        <i class="icon-chevron-right"></i>
-        {{ next.title|striptags }}
-    </a>
-{%- endif %}
-
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 895599cbd..d85dc8687 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -20,13 +20,9 @@
 
 
 # Check if we are inside readthedocs, the conf is quite different there
-is_inside_rtd = os.getenv("READTHEDOCS", "") == "True"
 rtd_version = os.getenv("READTHEDOCS_VERSION", "")
 rtd_version_type = os.getenv("READTHEDOCS_VERSION_TYPE", "unknown")
 
-if not is_inside_rtd:
-    import sphinxbootstrap4theme
-
 # Utility functions
 # NOTE: these could be improved, esp by importing igraph, but that
 # currently generates a conflict with pydoctor. It is funny because pydoctor's
@@ -68,9 +64,7 @@ def get_igraph_version():
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
-sys.path.insert(0, os.path.abspath('sphinxext'))
 extensions = [
-    'sphinxcontrib.jquery',
     'sphinx.ext.coverage',
     'sphinx.ext.mathjax',
     'sphinx.ext.intersphinx',
@@ -143,50 +137,10 @@ def get_igraph_version():
 
 # -- Options for HTML output ---------------------------------------------------
 
-# The theme to use for HTML and HTML Help pages. RTD overloads this with their
-# standard theme if the variable 'html_theme' is not set
-if not is_inside_rtd:
-    html_theme = 'sphinxbootstrap4theme'
-
-    # Add any paths that contain templates here, relative to this directory.
-    templates_path = [
-            '_templates',
-    ]
-
-    # Theme options are theme-specific and customize the look and feel of a theme
-    # further.  For a list of options available for each theme, see the
-    # documentation.
-    html_theme_options = {
-            "navbar_style": "full",
-            "navbar_color_class": "dark",
-    }
-
-    # Add any paths that contain custom themes here, relative to this directory.
-    html_theme_path = [sphinxbootstrap4theme.get_path()]
-
-    # Add any paths that contain custom static files (such as style sheets) here,
-    # relative to this directory. They are copied after the builtin static files,
-    # so a file named "default.css" will overwrite the builtin "default.css".
-    html_static_path = ['_static']
-
-    # If false, no module index is generated.
-    html_domain_indices = False
-
-    # If false, no index is generated.
-    html_use_index = False
-
-    # If true, the index is split into individual pages for each letter.
-    #html_split_index = False
-
-    # If true, links to the reST sources are added to the pages.
-    html_show_sourcelink = False
-
-else:
-
-    # Inspired by pydoctor's RTD page itself
-    # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
-    html_theme = "sphinx_rtd_theme"
-    html_static_path = []
+# Inspired by pydoctor's RTD page itself
+# https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
+html_theme = "sphinx_rtd_theme"
+html_static_path = []
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
@@ -255,31 +209,18 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 pydoctor_args = [
     '--project-name=igraph',
     '--project-version=' + version,
-    '--project-url=https://igraph.readthedocs.io',
+    '--project-url=https://python.igraph.org',
     '--introspect-c-modules',
     '--docformat=epytext',
-    #'--intersphinx='+get_root_dir()+'/doc/tutorial/objects.inv',
+    '--intersphinx=https://docs.python.org/3/objects.inv',
     '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
-    #'--html-viewsource-base=https://github.com/igraph/python-igraph/tree/default',
+    '--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph',
     '--project-base-dir=' + _igraph_dir,
-    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates'
+    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates',
+    '--theme=readthedocs',
+    _igraph_dir
 ]
-
-# Using --no-sidebar option to skip the sidebar because the pydoctor output is
-# integrated in a smaller div with a custom CSS.
-if not is_inside_rtd:
-    pydoctor_args.extend([
-        '--no-sidebar',
-    ])
-else:
-    pydoctor_args.extend([
-        '--theme=readthedocs',
-    ])
-pydoctor_args.append(_igraph_dir)
-
-# RTD needs no postprocessing for pydoctor, while Jekyll does
-if not is_inside_rtd:
-    extensions.append('postprocess_api')
+pydoctor_url_path = '/en/{rtd_version}/api'
 
 
 # -- Options for sphinx-gallery ------------------------------------------------
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 959667565..869964a7d 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,10 +2,8 @@ pip
 wheel
 requests>=2.28.1
 
-sphinxbootstrap4theme
-sphinx-gallery
-sphinx-rtd-theme
-sphinxcontrib-jquery
+sphinx-gallery>=0.14.0
+sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
 
 numpy
diff --git a/doc/source/sphinxext/postprocess_api.py b/doc/source/sphinxext/postprocess_api.py
deleted file mode 100644
index 8a059d84f..000000000
--- a/doc/source/sphinxext/postprocess_api.py
+++ /dev/null
@@ -1,94 +0,0 @@
-"""
-Sphinx extension to postprocess pydoctor API output.
-
-- If this is released via Jekyll (e.g. GitHub pages), we need to ensure Jekyll
-  headers are present everywhere and consistent.
-- If this is released via readthedocs (RTD), we can skip this step, see conf.py
-"""
-
-from pathlib import Path
-from sphinx.application import Sphinx
-from textwrap import indent
-
-
-def on_build_finished(app: Sphinx, exception: Exception) -> None:
-    html_dir = Path(app.builder.outdir)
-    api_dir = html_dir / 'api'
-
-    # Check if the index has Jekyll template marks. If it does, extract the
-    # YAML frontmatter into a separate variable
-    index_html = html_dir / 'index.html'
-    with open(index_html, 'rt') as handle:
-        lines = handle.readlines()
-        # The Jekyll template starts with a --- line
-        # Nontemplated HTML starts with some kind of XML tag
-        if lines[0] != '---\n':
-            return
-        mark_end = lines.index('---\n', 1) + 1
-        lines_mark = lines[: mark_end]
-
-    # We will insert the same YAML frontmatter into the generated API docs.
-    # Relative links to stylesheets in the frontmatter will break so repair
-    # them
-    lines_mark = [line.replace('href="_static/', 'href="../_static/') for line in lines_mark]
-
-    # Write individual example files, fixing footers
-    for path in sorted(api_dir.glob("*.html")):
-        # Skip symbolic links, otherwise we could potentially process the same
-        # file twice
-        if path.is_symlink():
-            continue
-
-        # Read contents of file
-        content = path.read_text()
-
-        # Split part between <head> and </head> and the rest
-        start = content.find('<head>') + len('<head>')
-        end = content.find('</head>', start)
-        head, content = content[start:end].strip(), content[end:].strip()
-
-        # Split part between <body> and </body> and the rest
-        start = content.find('<body>') + len('<body>')
-        end = content.find('</body>', start)
-        body = content[start:end].strip()
-
-        # Exclude title from head
-        start = head.find('<title>')
-        end = head.find('</title>') + len('</title>')
-        head = head[:start] + head[end:]
-
-        # Bootstrap from Jekyll and pydoctor conflict, remove the pydoctor one
-        headlines = head.split('\n')
-        head = "\n".join(line for line in headlines if "bootstrap.min.css" not in line)
-
-        # Repair last footer that conflicts with igraph footer
-        start_pre = body.rfind('<footer')
-        if start_pre >= 0:
-            start = body.find('>', start_pre) + 1
-            end = body.find('</footer>', start)
-            body, footer, rest = body[:start_pre], body[start: end], body[end + len('</footer>'):]
-
-            body_end = rest.rfind('</body>')
-            rest = rest[:body_end]
-        else:
-            footer, rest = "", ""
-        footer = footer.strip('\n')
-
-        # Patch style of footer
-        footer = footer.replace('"container"', '"container-fluid text-muted credit"').strip()
-
-        # Patch-up content for Jekyll
-        content = (''.join(lines_mark[:-1])
-                   + indent(head, "    ") + "\n"
-                   + 'extrafoot: |\n'
-                   + indent(footer, "    ")
-                   + indent(rest, "    ") + '\n'
-                   + lines_mark[-1]
-                   + body)
-
-        # Write the patched content back to the file
-        path.write_text(content)
-
-
-def setup(app):
-    app.connect('build-finished', on_build_finished, priority=900)
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 82ed81625..97a8dd335 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -3,25 +3,16 @@
 # Creates the API documentation for igraph's Python interface
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
-#        ./mkdoc.sh -s (makes standalone docs that require no further processing)
-#        ./mkdoc.sh -sd (makes a Dash docset based on standalone docs, requires doc2dash)
+#        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
 
 # Make sure we bail out on build errors
 set -e
 
-STANDALONE=0
-SERVE=0
 DOC2DASH=0
 LINKCHECK=0
 
 while getopts ":sjdl" OPTION; do
   case $OPTION in
-    s)
-      STANDALONE=1
-      ;;
-    j)
-      SERVE=1
-      ;;
     d)
       DOC2DASH=1
       ;;
@@ -53,18 +44,15 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip sphinx sphinxbootstrap4theme matplotlib wheel pydoctor
+  .venv/bin/pip install -U pip sphinx matplotlib wheel pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinxbootstrap4theme sphinx-gallery sphinxcontrib-jquery
+.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi
 
-#echo "Set PyDoctor theme"
-#$SCRIPTS_FOLDER/set-pydoctor-theme.sh ${ROOT_FOLDER} ${STANDALONE}
-
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
 SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
@@ -95,34 +83,8 @@ fi
 
 
 echo "Generating HTML documentation..."
-if [ "x$STANDALONE" = "x1" ]; then
-  echo "Build standalone docs"
-  .venv/bin/pip install -U sphinx-rtd-theme
-  READTHEDOCS="True" .venv/bin/python -m sphinx \
-   -T \
-   -b html \
-   ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
-else
-  echo "Build Jekyll-style docs"
-  .venv/bin/sphinx-build ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
-
-  if [ "x$SERVE" = "x1" ]; then
-    cd doc/html
-
-    # Copy jekyll build environment
-    cp -r ../jekyll_tools/* ./
-
-    # Install jekyll infra
-    bundle config set --local path 'vendor/bundle'
-    bundle install
-
-    # TODO: copy back?
-
-    # Build website via templates
-    bundle exec jekyll serve
-
-  fi
-fi
+.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
diff --git a/setup.py b/setup.py
index 1165148c5..3e23a825e 100644
--- a/setup.py
+++ b/setup.py
@@ -1017,8 +1017,10 @@ def get_tag(self):
 
         # Dependencies needed for building the documentation
         "doc": [
-            "Sphinx>=4.2.0",
-            "sphinxbootstrap4theme>=0.6.0"
+            "Sphinx>=7.0.0",
+            "sphinx-rtd-theme>=1.3.0",
+            "sphinx-gallery>=0.14.0",
+            "pydoctor>=23.4.0"
         ]
     },
     python_requires=">=3.7",

From b1afbc42e28e6e9979121b5afddc13956b6dc34a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:37:52 +0200
Subject: [PATCH 170/681] fix: remove accidentally committed file

---
 cairo_layout.pickle | Bin 126 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 cairo_layout.pickle

diff --git a/cairo_layout.pickle b/cairo_layout.pickle
deleted file mode 100644
index c827b64ec9f4d9e5a5ff4a4352161a3ea2e42787..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 126
zcmZo*nOe*M0kKmwfXLnc!<$7%zAx}|w?88?wPfD{=~S@j^~?zE7Udjw`_GHKj!D1f
z1dHx}c`oDrGMDe}_HT6R#nbQkK}28OxE?jRPS$<@)jK(7Kg?=}m~e$#Jyx{-mizt}
NjH2GsvCmUe^#CNnH?sf$


From ecf95fc0c9e56ec163ca97c7ad0db3a37ac94a9f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 21:51:31 +0200
Subject: [PATCH 171/681] refactor: get rid of scripts/igraph, use entry points
 instead

---
 scripts/igraph | 4 ----
 setup.py       | 4 +++-
 2 files changed, 3 insertions(+), 5 deletions(-)
 delete mode 100755 scripts/igraph

diff --git a/scripts/igraph b/scripts/igraph
deleted file mode 100755
index e88e35721..000000000
--- a/scripts/igraph
+++ /dev/null
@@ -1,4 +0,0 @@
-#!/usr/bin/env python
-"""Small script to execute the igraph command line interface"""
-from igraph.app.shell import main
-main()
diff --git a/setup.py b/setup.py
index 3e23a825e..a0f993ca9 100644
--- a/setup.py
+++ b/setup.py
@@ -974,8 +974,10 @@ def get_tag(self):
         "": "src"
     },
     packages=find_packages(where="src"),
-    scripts=["scripts/igraph"],
     install_requires=["texttable>=1.6.2"],
+    entry_points={
+        "console_scripts": ["igraph=igraph.app.shell:main"]
+    },
     extras_require={
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],

From ab0aa7ce5d2bf013c5a987722b3ccf60ddc7db31 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 22 Sep 2023 22:11:53 +0200
Subject: [PATCH 172/681] doc: make sure that all the stuff that is needed to
 build the docs is included in the source tarball

---
 MANIFEST.in      | 13 ++++++++++++-
 scripts/mkdoc.sh |  4 ++--
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/MANIFEST.in b/MANIFEST.in
index 1a25d4486..07591b4e7 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,7 +1,18 @@
+prune docker
+prune .git
+prune .github
+
 include src/_igraph/*.h
 include MANIFEST.in
-include scripts/mkdoc.sh
+include scripts/*.sh
+include scripts/*.py
 include tests/*.py
 
 graft vendor/source/igraph
 
+graft doc
+prune doc/html
+prune doc/source/tutorials
+
+global-exclude .dockerignore .DS_Store .gitattributes .gitignore .gitmodules
+
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 97a8dd335..4ff41d23a 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -42,9 +42,9 @@ cd ${ROOT_FOLDER}
 if [ ! -d ".venv" ]; then
   python3 -m venv .venv
 
-  # Install sphinx, matplotlib, wheel and pydoctor into the venv.
+  # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip sphinx matplotlib wheel pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv

From b0001e7bc809b01eb5964f7cd34d347f0f4028b2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Sep 2023 13:24:55 +0000
Subject: [PATCH 173/681] build(deps): bump pypa/cibuildwheel from 2.15.0 to
 2.16.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.15.0 to 2.16.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.15.0...v2.16.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ff2bd4e4..c3c73944d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.15.0
+        uses: pypa/cibuildwheel@v2.16.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0e5164e75914916e4a8cc60210480d31be30f38a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:46:13 +0200
Subject: [PATCH 174/681] chore: strip empty lines from end of files

---
 .dockerignore                                    |  1 -
 .github/ISSUE_TEMPLATE/feature_request.md        |  1 -
 .readthedocs.yaml                                |  1 -
 CONTRIBUTORS.md                                  |  2 +-
 MANIFEST.in                                      |  1 -
 README.md                                        |  1 -
 doc/examples_sphinx-gallery/bridges.py           |  1 -
 .../minimum_spanning_trees.py                    |  1 -
 doc/examples_sphinx-gallery/topological_sort.py  | 16 ++++++++--------
 doc/examples_sphinx-gallery/visualize_cliques.py |  1 -
 doc/source/_pydoctor_templates/extra.css         |  1 -
 doc/source/_static/logo-black.svg                |  2 +-
 doc/source/include/global.rst                    |  1 -
 doc/source/tutorial.es.rst                       | 14 +-------------
 docker/jupyter/Dockerfile                        |  2 +-
 docker/jupyter/README.rst                        |  2 +-
 docker/minimal/Dockerfile                        |  1 -
 etc/lsan-suppr.txt                               |  2 --
 src/_igraph/attributes.c                         |  1 -
 src/_igraph/attributes.h                         |  1 -
 src/_igraph/filehandle.c                         |  1 -
 src/_igraph/force_cpp_linker.cpp                 |  1 -
 src/_igraph/indexing.c                           |  1 -
 src/_igraph/operators.c                          |  2 --
 src/_igraph/platform.h                           |  1 -
 src/_igraph/random.h                             |  1 -
 src/igraph/drawing/matplotlib/polygon.py         |  1 -
 test.sh                                          |  1 -
 .../baseline_images/clustering_directed.json     |  2 +-
 .../clustering_directed_large.json               |  2 +-
 .../graph_mark_groups_squares_directed.json      |  2 +-
 tox.ini                                          |  6 ------
 32 files changed, 16 insertions(+), 58 deletions(-)

diff --git a/.dockerignore b/.dockerignore
index 4bd21acf4..f14524756 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -12,4 +12,3 @@ dist/*
 # also ignore build folder for vendored stuff
 vendor/build/*
 vendor/install/*
-
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index 31afa92c3..60eeaa013 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -19,4 +19,3 @@ Explain when and for what purpose the feature would be useful.
 
 **References**
 List any relevant references (papers or books describing relevant algorithms).
-
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 7af56aadb..b323c94be 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -46,4 +46,3 @@ sphinx:
 python:
    install:
    - requirements: doc/source/requirements.txt
-
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 75652838e..37b369f5d 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,4 +89,4 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 
 <!-- ALL-CONTRIBUTORS-LIST:END -->
 
-This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
\ No newline at end of file
+This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
diff --git a/MANIFEST.in b/MANIFEST.in
index 07591b4e7..5c68b5e82 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -15,4 +15,3 @@ prune doc/html
 prune doc/source/tutorials
 
 global-exclude .dockerignore .DS_Store .gitattributes .gitignore .gitmodules
-
diff --git a/README.md b/README.md
index 7e8c39df3..2a1c54dde 100644
--- a/README.md
+++ b/README.md
@@ -314,4 +314,3 @@ There are also some subtle differences between the CPython and PyPy versions:
 
 - ``GraphBase`` is hashable and iterable in PyPy but not in CPython. Since
   ``GraphBase`` is internal anyway, this is likely to stay this way.
-
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index fb55c0b42..3ae80a3a7 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -78,4 +78,3 @@
     edge_label_color="red"
 )
 plt.show()
-
diff --git a/doc/examples_sphinx-gallery/minimum_spanning_trees.py b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
index 50a3d668a..60c320bf6 100644
--- a/doc/examples_sphinx-gallery/minimum_spanning_trees.py
+++ b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
@@ -50,4 +50,3 @@
     edge_background="white",
 )
 plt.show()
-
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 7699b54b1..eaf7a928e 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -49,11 +49,11 @@
 with plt.xkcd():
     fig, ax = plt.subplots(figsize=(5, 5))
     ig.plot(
-            g,
-            target=ax,
-            layout='kk',
-            vertex_size=25,
-            edge_width=4,
-            vertex_label=range(g.vcount()),
-            vertex_color="white",
-        )
+        g,
+        target=ax,
+        layout='kk',
+        vertex_size=25,
+        edge_width=4,
+        vertex_label=range(g.vcount()),
+        vertex_color="white",
+    )
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index f223a5b4e..15f149360 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -65,4 +65,3 @@
     )
 plt.axis('off')
 plt.show()
-
diff --git a/doc/source/_pydoctor_templates/extra.css b/doc/source/_pydoctor_templates/extra.css
index f5a70f56a..17d3e963c 100644
--- a/doc/source/_pydoctor_templates/extra.css
+++ b/doc/source/_pydoctor_templates/extra.css
@@ -4,4 +4,3 @@
   padding: 3px 4px 10px 10px !important;
   vertical-align: top;
 }
-
diff --git a/doc/source/_static/logo-black.svg b/doc/source/_static/logo-black.svg
index 410ffa84d..303ad1f47 100644
--- a/doc/source/_static/logo-black.svg
+++ b/doc/source/_static/logo-black.svg
@@ -1 +1 @@
-<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
\ No newline at end of file
+<svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 184.66 184.66"><defs><style>.cls-1{fill:none;}.cls-1,.cls-2,.cls-3{stroke:#231f20;stroke-width:5px;}.cls-2{fill:#f1e50f;}.cls-3{fill:#e3221e;}</style></defs><title>logo-black</title><line class="cls-1" x1="14.93" y1="65.44" x2="85.09" y2="98.08"/><line class="cls-1" x1="62.67" y1="41.15" x2="85.09" y2="98.08"/><line class="cls-1" x1="117.66" y1="31.1" x2="85.09" y2="98.08"/><line class="cls-1" x1="165.21" y1="111.21" x2="85.09" y2="98.08"/><line class="cls-1" x1="25.35" y1="148.55" x2="85.09" y2="98.08"/><circle class="cls-2" cx="14.93" cy="65.44" r="12.43"/><circle class="cls-2" cx="62.67" cy="41.15" r="19.03"/><circle class="cls-2" cx="117.66" cy="31.1" r="11.74"/><circle class="cls-2" cx="165.21" cy="111.21" r="16.95"/><circle class="cls-2" cx="25.35" cy="148.55" r="16.75"/><circle class="cls-3" cx="85.09" cy="98.08" r="32.57"/></svg>
diff --git a/doc/source/include/global.rst b/doc/source/include/global.rst
index d9462c53a..361937c76 100644
--- a/doc/source/include/global.rst
+++ b/doc/source/include/global.rst
@@ -1,2 +1 @@
 .. |igraph| replace:: *igraph*
-
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 62c74664c..60174dd63 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -631,7 +631,7 @@ Attribute name  Keyword argument       Purpose
 ``color``       ``edge_color``         Color de la arista.
 --------------- ---------------------- ------------------------------------------
 ``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
-                                       corresponden a aristas curvadas en sentido 
+                                       corresponden a aristas curvadas en sentido
                                        contrario a las manecillas del reloj, valores 
                                        negativos lo contrario. Una curvatura cero 
                                        representa aristas rectas. ``True`` significa 
@@ -808,15 +808,3 @@ Este tutorial sólo ha arañado la superficie de lo que |igraph| puede hacer. Lo
 .. _matplotlib: https://matplotlib.org/
 .. _IPython: https://ipython.readthedocs.io/en/stable/
 .. _Jupyter: https://jupyter.org/
-
-
-
-
-
-
-
-
-
-
-
-
diff --git a/docker/jupyter/Dockerfile b/docker/jupyter/Dockerfile
index e80376cf9..d7dede8b2 100644
--- a/docker/jupyter/Dockerfile
+++ b/docker/jupyter/Dockerfile
@@ -2,4 +2,4 @@ FROM jupyter/notebook
 MAINTAINER Tamas Nepusz <ntamas@gmail.com>
 LABEL Description="Docker image that contains Jupyter with a pre-compiled version of igraph's Python interface"
 RUN apt-get -y update && apt-get -y install build-essential libxml2-dev zlib1g-dev python-dev python-pip pkg-config libffi-dev libcairo-dev
-RUN pip3 install igraph cairocffi matplotlib
\ No newline at end of file
+RUN pip3 install igraph cairocffi matplotlib
diff --git a/docker/jupyter/README.rst b/docker/jupyter/README.rst
index 491f7c9ce..c8030fde5 100644
--- a/docker/jupyter/README.rst
+++ b/docker/jupyter/README.rst
@@ -6,4 +6,4 @@ accessible in a Jupyter notebook.
 
 Use the following command line to start the container with Docker::
 
-    $ docker run --rm -it -p 8888:8888 -v "$(pwd):/notebooks" ntamas/python-igraph-notebook
\ No newline at end of file
+    $ docker run --rm -it -p 8888:8888 -v "$(pwd):/notebooks" ntamas/python-igraph-notebook
diff --git a/docker/minimal/Dockerfile b/docker/minimal/Dockerfile
index dba6d1442..4e928c58d 100644
--- a/docker/minimal/Dockerfile
+++ b/docker/minimal/Dockerfile
@@ -5,4 +5,3 @@ LABEL Description="Simple Docker image that contains a pre-compiled version of i
 RUN pip3 install igraph cairocffi
 
 CMD /usr/local/bin/igraph
-
diff --git a/etc/lsan-suppr.txt b/etc/lsan-suppr.txt
index 719c01d39..74f84dd63 100644
--- a/etc/lsan-suppr.txt
+++ b/etc/lsan-suppr.txt
@@ -8,5 +8,3 @@ leak:ffi_call_int
 leak:array_empty
 leak:array_copy
 leak:array_cumsum
-
-
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 081d4897a..dc4f576c3 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -2152,4 +2152,3 @@ int igraphmodule_attribute_name_check(PyObject* obj) {
 
   return 0;
 }
-
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 094826d18..c335b0076 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -95,4 +95,3 @@ igraph_bool_t igraphmodule_has_vertex_attribute(const igraph_t *graph, const cha
 igraph_bool_t igraphmodule_has_edge_attribute(const igraph_t *graph, const char* name);
 
 #endif
-
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index e25c0236a..4faa8db5b 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -188,4 +188,3 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
 FILE* igraphmodule_filehandle_get(const igraphmodule_filehandle_t* handle) {
     return handle->fp;
 }
-
diff --git a/src/_igraph/force_cpp_linker.cpp b/src/_igraph/force_cpp_linker.cpp
index d78b8f3e8..45d31ee9e 100644
--- a/src/_igraph/force_cpp_linker.cpp
+++ b/src/_igraph/force_cpp_linker.cpp
@@ -1,4 +1,3 @@
 /* The purpose of this file is to make Python use the C++ linker instead of
  * the standard C linker because igraph's core static library needs the C++
  * standard library */
-
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 6f37b1cae..e350b98fc 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -540,4 +540,3 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
 
   return ok ? 0 : -1;
 }
-
diff --git a/src/_igraph/operators.c b/src/_igraph/operators.c
index 09f5139db..9949e77f5 100644
--- a/src/_igraph/operators.c
+++ b/src/_igraph/operators.c
@@ -337,5 +337,3 @@ PyObject *igraphmodule__intersection(PyObject *self,
 
   return result;
 }
-
-
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index a2d1d0f4b..fd556e2a9 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -32,4 +32,3 @@
 #endif
 
 #endif
-
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 13c10e9e5..940181ad0 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -29,4 +29,3 @@ void igraphmodule_init_rng(PyObject*);
 PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object);
 
 #endif
-
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index b68438ada..193bfeeb2 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -126,4 +126,3 @@ def draw(self, renderer):
         if self._corner_radii is not None:
             self._update_paths()
         return super().draw(renderer)
-
diff --git a/test.sh b/test.sh
index 8e59d034a..cc34216c2 100755
--- a/test.sh
+++ b/test.sh
@@ -66,4 +66,3 @@ else
   $VENV_DIR/bin/pip install -v .[plotting,test]
   $VENV_DIR/bin/pytest tests ${PYTEST_ARGS}
 fi
-
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index 5ea324abe..87c62ca1a 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -1052,4 +1052,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index 5c355cb84..b7bbbd5c9 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
@@ -2987,4 +2987,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
index 48afb5b8b..c2869a391 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -1044,4 +1044,4 @@
       "visible": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/tox.ini b/tox.ini
index e23856d30..ca34a4d46 100644
--- a/tox.ini
+++ b/tox.ini
@@ -28,9 +28,3 @@ extras =
 passenv = PATH
 setenv =
     TESTING_IN_TOX=1
-
-[flake8]
-max-line-length = 80
-select = C,E,F,W,B,B950
-ignore = E203,E501,W503
-

From cc56e6fe01819686ef5b27e10e997dee97d09f0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:46:55 +0200
Subject: [PATCH 175/681] style: strip trailing whitespace

---
 .github/workflows/build.yml                   |   4 +-
 README.md                                     |   2 +-
 .../articulation_points.py                    |   4 +-
 doc/examples_sphinx-gallery/bridges.py        |  16 +-
 .../shortest_path_visualisation.py            |   2 +-
 doc/examples_sphinx-gallery/simplify.py       |   2 +-
 .../topological_sort.py                       |   2 +-
 doc/source/index.rst                          |   4 +-
 doc/source/tutorial.es.rst                    | 186 +++++++++---------
 doc/source/tutorial.rst                       |   4 +-
 doc/source/visualisation.rst                  |   4 +-
 docker/emscripten/Dockerfile                  |   2 +-
 setup.py                                      |   4 +-
 src/_igraph/arpackobject.c                    |  12 +-
 src/_igraph/arpackobject.h                    |  10 +-
 src/_igraph/attributes.c                      |  56 +++---
 src/_igraph/attributes.h                      |  10 +-
 src/_igraph/bfsiter.c                         |  34 ++--
 src/_igraph/bfsiter.h                         |  10 +-
 src/_igraph/common.c                          |  18 +-
 src/_igraph/common.h                          |  10 +-
 src/_igraph/convert.c                         |  24 +--
 src/_igraph/convert.h                         |   6 +-
 src/_igraph/dfsiter.c                         |  28 +--
 src/_igraph/dfsiter.h                         |  10 +-
 src/_igraph/edgeobject.c                      |  34 ++--
 src/_igraph/edgeobject.h                      |  10 +-
 src/_igraph/edgeseqobject.c                   |   6 +-
 src/_igraph/edgeseqobject.h                   |  10 +-
 src/_igraph/error.c                           |  14 +-
 src/_igraph/error.h                           |  10 +-
 src/_igraph/filehandle.c                      |  12 +-
 src/_igraph/filehandle.h                      |  10 +-
 src/_igraph/graphobject.c                     |  12 +-
 src/_igraph/igraphmodule.c                    |  50 ++---
 src/_igraph/igraphmodule_api.h                |  10 +-
 src/_igraph/indexing.c                        |  18 +-
 src/_igraph/indexing.h                        |  10 +-
 src/_igraph/platform.h                        |  10 +-
 src/_igraph/pyhelpers.c                       |  18 +-
 src/_igraph/pyhelpers.h                       |  10 +-
 src/_igraph/random.c                          |  10 +-
 src/_igraph/random.h                          |  10 +-
 src/_igraph/vertexobject.c                    |  42 ++--
 src/_igraph/vertexobject.h                    |  10 +-
 src/_igraph/vertexseqobject.c                 |   4 +-
 src/_igraph/vertexseqobject.h                 |  10 +-
 src/igraph/__init__.py                        |   2 +-
 tests/test_basic.py                           |   4 +-
 tests/test_coloring.py                        |   4 +-
 50 files changed, 402 insertions(+), 402 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7ff2bd4e4..1531ece5b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,7 +179,7 @@ jobs:
   build_wheel_wasm:
     name: Build wheels for WebAssembly
     runs-on: ubuntu-20.04
-    
+
     steps:
       - uses: actions/checkout@v4
         with:
@@ -326,7 +326,7 @@ jobs:
         with:
           submodules: true
           fetch-depth: 0
-          
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v3
diff --git a/README.md b/README.md
index 2a1c54dde..b9afc1875 100644
--- a/README.md
+++ b/README.md
@@ -202,7 +202,7 @@ pip install git+https://github.com/igraph/python-igraph@develop
 In addition to `git`, the installation of the development version requires some
 additional dependencies, read further below for details.
 
-For more information about installing directly from `git` using `pip` see 
+For more information about installing directly from `git` using `pip` see
 https://pip.pypa.io/en/stable/topics/vcs-support/#git.
 
 Alternatively, you can clone this repository locally. This repository contains a
diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 89fb3f197..0dadded36 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -25,8 +25,8 @@
 # Finally, we can plot the graph
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index 3ae80a3a7..26b8dce6a 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -13,8 +13,8 @@
 # %%
 # Let's start with a simple example. We begin by constructing a graph that
 # includes a few bridges:
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4),
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11),
         (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
 
 # %%
@@ -33,8 +33,8 @@
 # Finally, we plot the graph using that emphasis:
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount())
@@ -48,8 +48,8 @@
 
 # %%
 # As before, we begin by constructing the graph:
-g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4), 
-        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11), 
+g = ig.Graph(14, [(0, 1), (1, 2), (2, 3), (0, 3), (0, 2), (1, 3), (3, 4),
+        (4, 5), (5, 6), (6, 4), (6, 7), (7, 8), (7, 9), (9, 10), (10 ,11),
         (11 ,7), (7, 10), (8, 9), (8, 10), (5, 12), (12, 13)])
 
 # %%
@@ -67,8 +67,8 @@
 # Finally, we can plot the graph:
 fig, ax = plt.subplots()
 ig.plot(
-    g, 
-    target=ax, 
+    g,
+    target=ax,
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/shortest_path_visualisation.py b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
index de17c0d0d..87fa01523 100644
--- a/doc/examples_sphinx-gallery/shortest_path_visualisation.py
+++ b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
@@ -54,7 +54,7 @@
 
 # %%
 # .. note::
-# 
+#
 #     - :meth:`igraph.GraphBase.get_shortest_paths` returns a list of lists becuase the `to` argument can also accept a list of vertex IDs. In that case, the shortest path to all each vertex is found and stored in the results array.
 #     - If you're interested in finding *all* shortest paths, take a look at :meth:`igraph.GraphBase.get_all_shortest_paths`.
 
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 46b753a82..893b67fae 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -16,7 +16,7 @@
     (2, 3),
     (3, 4),
     (4, 0),
-    (0, 0), 
+    (0, 0),
     (1, 4),
     (1, 4),
     (0, 2),
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index eaf7a928e..7b0a05481 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -21,7 +21,7 @@
 # %%
 # We can verify immediately that this is actually a DAG:
 assert g.is_dag
-    
+
 # %%
 # A topological sorting can be computed quite easily by calling
 # :meth:`igraph.GraphBase.topological_sorting`, which returns a list of vertex IDs.
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 94f55b1da..58df00b41 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -14,7 +14,7 @@
         padding-right: 0;
         display: flex;
     }
-    
+
     div.twocol > div {
         flex-grow: 1;
         padding: 0;
@@ -83,7 +83,7 @@ Documentation
     .. container::
 
        **Reference**
- 
+
        - :doc:`api/index`
        - `Source code <https://github.com/igraph/python-igraph>`_
 
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 60174dd63..9ca6f88d5 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -12,7 +12,7 @@ Esta página es un tutorial detallado de las capacidades de |igraph| para Python
 
 .. note::
    Para el lector impaciente, vea la página :doc:`tutorials/index` para ejemplos cortos y autocontenidos.
-   
+
 Comenzar con |igraph|
 =====================
 
@@ -23,7 +23,7 @@ La manera más común de usar |igraph| es como una importanción con nombre dent
   [Clang 12.0.5 (clang-1205.0.22.9)] on darwin
   Type "help", "copyright", "credits" or "license" for more information.
   >>> import igraph as ig
-  
+
 Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombre que hayas elegido)::
 
   >>> import igraph as ig
@@ -34,7 +34,7 @@ Para llamar a funciones, es necesario anteponerles el prefijo ``ig`` (o el nombr
    Es posible utilizar *importación con asterisco* para |igraph|::
 
     >>> from igraph import *
-    
+
    pero en general se desaconseja <https://stackoverflow.com/questions/2386714/why-is-import-bad>`_.
 
 Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :command:`igraph` desde tu terminal::
@@ -48,11 +48,11 @@ Hay una segunda forma de iniciar |igraph|, que consiste en llamar al script :com
 .. note::
    Para los usuarios de Windows encontrarán el script dentro del subdirectorio file:`scripts`
    de Python y puede que tengan que añadirlo manualmente a su ruta.
-   
+
 Este script inicia un intérprete de comandos apropiado (`IPython`_ o `IDLE <https://docs.python.org/3/library/idle.html>`_ si se encuentra, de lo contrario un intérprete de comandos Python puro) y utiliza *importación con asterisco* (véase más arriba). Esto es a veces conveniente para usar las funciones de |igraph|.
 
 .. note::
-   Puede especificar qué shell debe utilizar este script a través 
+   Puede especificar qué shell debe utilizar este script a través
    :doc:`configuration` de |igraph|.
 
 Este tutorial asumirá que has importado igraph usando el de nombres ``ig``.
@@ -63,27 +63,27 @@ Creando un grafo
 La forma más sencilla de crear un grafo es con el constructor :class:`Graph`. Para hacer un grafo vacío:
 
   >>> g = ig.Graph()
-  
+
 Para hacer un grafo con 10 nodos (numerados ``0`` to ``9``) y dos aristas que conecten los nodos ``0-1`` y ``0-5``::
 
   >>> g = ig.Graph(n=10, edges=[[0, 1], [0, 5]])
-  
+
 Podemos imprimir el grafo para obtener un resumen de sus nodos y aristas::
 
   >>> print(g)
   IGRAPH U--- 10 2 --
   + edges:
   0--1 0--5
-  
+
 Tenemos entonces: grafo no dirigido (**U**ndirected) con **10** vértices y **2** aristas, que se enlistan en la última parte. Si el grafo tiene un atributo "nombre", también se imprime.
 
 .. note::
    ``summary`` es similar a ``print`` pero no enlista las aristas, lo cual
    es conveniente para grafos grandes con millones de aristas::
-   
+
      >>> summary(g)
      IGRAPH U--- 10 2 --
-   
+
 Añadir y borrar vértices y aristas
 ==================================
 
@@ -91,13 +91,13 @@ Empecemos de nuevo con un grafo vacío. Para añadir vértices a un grafo existe
 
   >>> g = ig.Graph()
   >>> g.add_vertices(3)
-  
+
 En |igraph|, los vértices se numeran siempre a partir de cero El número de un vértice es el *ID del vértice*. Un vértice puede tener o no un nombre.
 
 Del mismo modo, para añadir aristas se utiliza :meth:`Graph.add_edges`::
 
   >>> g.add_edges([(0, 1), (1, 2)])
-  
+
 Las aristas se añaden especificando el vértice origen y el vértice destino de cada arista. Esta llamada añade dos aristas, una que conecta los vértices ``0`` y ``1``, y otra que conecta los vértices ``1`` y ``2``. Las aristas también se numeran a partir de cero (el *ID del arista*) y tienen un nombre opcional.
 
 .. warning::
@@ -112,7 +112,7 @@ Si intentas añadir aristas a vértices con IDs no válidos (por ejemplo, intent
     File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
       res = GraphBase.add_edges(self, es)
   igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
-  
+
 El mensaje intenta explicar qué ha fallado (``cannot add edges. -- Invalid
 vertex id``) junto con la línea correspondiente del código fuente en la que se ha producido el error.
 
@@ -131,13 +131,13 @@ Añadamos más vértices y aristas a nuestro grafo::
   IGRAPH U---- 6 7 --
   + edges:
   0--1 1--2 0--2 2--3 3--4 4--5 3--5
-  
+
 Ahora tenemos un grafo no dirigido con 6 vértices y 7 aristas. Los IDs de los vértices y aristas son siempre *continuos*, por lo que si eliminas un vértice todos los vértices subsiguientes serán renumerados. Cuando se renumera un vértice, las aristas **no** se renumeran, pero sí sus vértices de origen y destino. Utilice :meth:`Graph.delete_vertices` y :meth:`Graph.delete_edges` para realizar estas operaciones. Por ejemplo, para eliminar la arista que conecta los vértices ``2-3``, obten sus IDs y luego eliminalos::
 
   >>> g.get_eid(2, 3)
   3
   >>> g.delete_edges(3)
-  
+
 Generar grafos
 ==============
 
@@ -146,27 +146,27 @@ Generar grafos
   >>> g = ig.Graph.Tree(127, 2)
   >>> summary(g)
   IGRAPH U--- 127 126 --
-  
+
 Utiliza :meth:`Graph.Tree` para generar un grafo regular en forma de árbol con 127 vértices, cada vértice con dos hijos (y un padre, por supuesto). No importa cuántas veces llames a :meth:`Graph.Tree`, el grafo generado será siempre el mismo si utilizas los mismos parámetros::
 
   >>> g2 = ig.Graph.Tree(127, 2)
   >>> g2.get_edgelist() == g.get_edgelist()
   True
-  
+
 El fragmento de código anterior también muestra el método :meth:`~Graph.get_edgelist()`, que devuelve una lista de vértices de origen y destino para todas las aristas, ordenados por el ID de la arista. Si imprimes los 10 primeros elementos, obtienes::
 
   >>> g2.get_edgelist()[:10]
   [(0, 1), (0, 2), (1, 3), (1, 4), (2, 5), (2, 6), (3, 7), (3, 8), (4, 9), (4, 10)]
-  
+
 Los generadores *estocásticos* producen un grafo diferente cada vez; por ejemplo, :meth:`Graph.GRG`::
 
   >>> g = ig.Graph.GRG(100, 0.2)
   >>> summary(g)
   IGRAPH U---- 100 516 --
   + attr: x (v), y (v)
-  
+
 .. note::
-   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de   
+   `+ attr`` muestra atributos para vértices (v) y aristas (e), en este caso dos atributos de
    vértice y ningún atributo de arista.
 
 Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleatoria y uniforme dentro del cuadrado unitario y los pares de puntos más cercanos entre sí respecto a una distancia predefinida *d* se conectan mediante una arista. Si se generan GRGs con los mismos parámetros, serán diferentes::
@@ -174,12 +174,12 @@ Esto genera un grafo geométrico aleatorio: Se eligen *n* puntos de forma aleato
   >>> g2 = ig.Graph.GRG(100, 0.2)
   >>> g.get_edgelist() == g2.get_edgelist()
   False
-  
+
 Una forma un poco más relajada de comprobar si los grafos son equivalentes es mediante :meth:`~Graph.isomorphic()`::
 
   >>> g.isomorphic(g2)
   False
-  
+
 Comprobar por el isomorfismo puede llevar un tiempo en el caso de grafos grandes (en este caso, la respuesta puede darse rápidamente comprobando las distribuciones de grados de los dos grafos).
 
 Establecer y recuperar atributos
@@ -190,14 +190,14 @@ Como se ha mencionado anteriormente, en |igraph| cada vértice y cada arista tie
 Para demostrar el uso de los atributos, creemos una red social sencilla::
 
   >>> g = ig.Graph([(0,1), (0,2), (2,3), (3,4), (4,2), (2,5), (5,0), (6,3), (5,6)])
-  
+
 Cada vértice representa una persona, por lo que queremos almacenar nombres, edades y géneros::
 
   >>> g.vs["name"] = ["Alice", "Bob", "Claire", "Dennis", "Esther", "Frank", "George"]
   >>> g.vs["age"] = [25, 31, 18, 47, 22, 23, 50]
   >>> g.vs["gender"] = ["f", "m", "f", "m", "f", "m", "m"]
   >>> g.es["is_formal"] = [False, False, True, True, True, False, True, False, False]
-  
+
 :attr:`Graph.vs` y :attr:`Graph.es` son la forma estándar de obtener una secuencia de todos los vértices y aristas respectivamente. El valor debe ser una lista con la misma longitud que los vértices (para :attr:`Graph.vs`) o aristas (para :attr:`Graph.es`). Esto asigna un atributo a *todos* los vértices/aristas a la vez.
 
 Para asignar o modificar un atributo para un solo vértice/borde, puedes hacer lo siguiente::
@@ -217,7 +217,7 @@ Además, cada :class:`Vertex` tiene una propiedad especial, :attr:`Vertex.index`
 Para asignar atributos a un subconjunto de vértices o aristas, puedes utilizar el corte::
 
   >>> g.es[:1]["is_formal"] = True
-  
+
 La salida de ``g.es[:1]`` es una instancia de :class:`~seq.EdgeSeq`, mientras que :class:`~seq.VertexSeq` es la clase equivalente que representa subconjuntos de vértices.
 
 Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
@@ -230,16 +230,16 @@ Para eliminar atributos, puedes utilizar ``del``, por ejemplo::
   Traceback (most recent call last):
     File "<stdin>", line 25, in <module>
   KeyError: 'Attribute does not exist'
-  
+
 .. warning::
-   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un 
-   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el 
-   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros 
-   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como 
-   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres 
+   Los atributos pueden ser objetos arbitrarios de Python, pero si está guardando grafos en un
+   archivo, sólo se conservarán los atributos de cadena ("string") y numéricos. Consulte el
+   módulo :mod:`pickle` de la biblioteca estándar de Python si busca una forma de guardar otros
+   tipos de atributos. Puede hacer un pickle de sus atributos individualmente, almacenarlos como
+   cadenas y guardarlos, o puedes hacer un pickle de todo el :class:`Graph` si sabes que quieres
    cargar el grafo en Python.
-   
-   
+
+
 Propiedades estructurales de los grafos
 =======================================
 
@@ -249,22 +249,22 @@ Probablemente, la propiedad más sencilla en la que se puede pensar es el "grado
 
   >>> g.degree()
   [3, 1, 4, 3, 2, 3, 2]
-  
+
 Si el grafo fuera dirigido, habríamos podido calcular los grados de entrada y salida por separado utilizando ``g.degree(mode="in")`` y ``g.degree(mode="out")``. También puedes usar un único ID de un vértice o una lista de ID de los vértices a :meth:`~Graph.degree` si quieres calcular los grados sólo para un subconjunto de vértices::
 
   >>> g.degree(6)
   2
   >>> g.degree([2,3,4])
   [4, 3, 2]
-  
+
 Este procedimiento se aplica a la mayoría de las propiedades estructurales que |igraph| puede calcular. Para las propiedades de los vértices, los métodos aceptan un ID o una lista de IDs de los vértices (y si se omiten, el valor predeterminado es el conjunto de todos los vértices). Para las propiedades de las aristas, los métodos también aceptan un único ID de o una lista de IDs de aristas. En lugar de una lista de IDs, también puedes proporcionar una instancia :class:`VertexSeq` o una instancia :class:`EdgeSeq` apropiadamente. Más adelante, en el próximo capítulo "consulta de vértices y aristas", aprenderás a restringirlos exactamente a los vértices o aristas que quieras.
 
 .. note::
 
-   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o 
-   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En 
-   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la 
-   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de 
+   Para algunos casos, no tiene sentido realizar el calculo sólo para unos pocos vértices o
+   aristas en lugar de todo el grafo, ya que de todas formas se tardaría el mismo tiempo. En
+   este caso, los métodos no aceptan IDs de vértices o aristas, pero se puede restringir la
+   lista resultante más tarde usando operadores estándar de indexación y de corte. Un ejemplo de
    ello es la centralidad de los vectores propios (:meth:`Graph.evcent()`)
 
 Además de los grados, |igraph| incluye rutinas integradas para calcular muchas otras propiedades de centralidad, como la intermediación de vértices y aristas o el PageRank de Google (:meth:`Graph.pagerank`), por nombrar algunas. Aquí sólo ilustramos la interrelación de aristas::
@@ -279,7 +279,7 @@ con un poco de magia de Python::
   >>> max_eb = max(ebs)
   >>> [g.es[idx].tuple for idx, eb in enumerate(ebs) if eb == max_eb]
   [(0, 1), (0, 2)]
-  
+
 La mayoría de las propiedades estructurales también pueden ser obtenidas para un subconjunto de vértices o aristas o para un solo vértice o arista llamando al método apropiado de la clase :class:`VertexSeq` o :class:`EdgeSeq` de interés::
 
   >>> g.vs.degree()
@@ -288,7 +288,7 @@ La mayoría de las propiedades estructurales también pueden ser obtenidas para
   [6.0, 6.0, 4.0, 2.0, 4.0, 3.0, 4.0, 3.0. 4.0]
   >>> g.vs[2].degree()
   4
-  
+
 Busqueda de vértices y aristas basada en atributos
 ==================================================
 
@@ -334,13 +334,13 @@ La sintaxis puede parecer un poco rara a primera vista, así que vamos a tratar
     >>> seq = graph.vs.select(2, 3, 7)
     >>> len(seq)
     3
-    
+
 Los argumentos clave ("keyword argument") pueden utilizarse para filtrar los vértices en función de sus atributos o sus propiedades estructurales. El nombre de cada argumento clave consiste como máximo de dos partes: el nombre del atributo o propiedad estructural y el operador de filtrado. El operador puede omitirse; en ese caso, automáticamente se asume el operador de igualdad. Las posibilidades son las siguientes (donde *name* indica el nombre del atributo o propiedad):
 
 ================ ================================================================
 Keyword argument Significado
 ================ ================================================================
-``name_eq``      El valor del atributo/propiedad debe ser *igual* a 
+``name_eq``      El valor del atributo/propiedad debe ser *igual* a
 ---------------- ----------------------------------------------------------------
 ``name_ne``      El valor del atributo/propiedad debe *no ser igual* a
 ---------------- ----------------------------------------------------------------
@@ -350,7 +350,7 @@ Keyword argument Significado
 ---------------- ----------------------------------------------------------------
 ``name_gt``      El valor del atributo/propiedad debe ser *mayor que*
 ---------------- ----------------------------------------------------------------
-``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a* 
+``name_ge``      El valor del atributo/propiedad debe ser *mayor o igual a*
 ---------------- ----------------------------------------------------------------
 ``name_in``      El valor del atributo/propiedad debe estar *incluido en*, el cual tiene que ser
                  una secuencia en este caso
@@ -364,15 +364,15 @@ Por ejemplo, el siguiente comando te da las personas menores de 30 años en nues
   >>> g.vs.select(age_lt=30)
 
 .. note::
-   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más 
-   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el 
+   Debido a las restricciones sintácticas de Python, no se puede utilizar la sintaxis más
+   sencilla de ``g.vs.select(edad < 30)``, ya que en Python sólo se permite que aparezca el
    operador de igualdad en una lista de argumentos.
-   
+
 Para ahorrarte algo de tecleo, puedes incluso omitir el método :meth:`~VertexSeq.select` si
 desea::
 
   >>> g.vs(age_lt=30)
-   
+
 También hay algunas propiedades estructurales especiales para seleccionar los aristas:
 
 - Utilizando ``_source`` or ``_from`` en función de los vértices de donde se originan las aristas. Por ejemplo, para seleccionar todas las aristas procedentes de Claire (que tiene el índice de vértice 2)::
@@ -401,7 +401,7 @@ En muchos casos buscamos un solo vértice o arista de un grafo con algunas propi
   igraph.Vertex
   >>> claire.index
   2
-  
+
 La búsqueda de un nombre desconocido dará lugar a una excepción::
 
   >>> g.vs.find(name="Joe")
@@ -421,10 +421,10 @@ o alternativamente::
 
   >>> g.vs.find("Dennis").degree()
   3
-  
+
 El mapeo entre los nombres de los vértices y los IDs es mantenido de forma transparente por |igraph| en segundo plano; cada vez que el grafo cambia, |igraph| también actualiza el mapeo interno. Sin embargo, la singularidad de los nombres de los vértices *no* se impone; puedes crear fácilmente un grafo en el que dos vértices tengan el mismo nombre, pero igraph sólo devolverá uno de ellos cuando los busques por nombres, el otro sólo estará disponible por su índice.
 
-Tratar un grafo como una matriz de adyacencia 
+Tratar un grafo como una matriz de adyacencia
 =============================================
 
 La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyacencia, las filas y columnas están etiquetadas por los vértices del grafo: los elementos de la matriz indican si los vértices *i* y *j* tienen una arista común (*i, j*). La matriz de adyacencia del grafo de nuestra red social imaginaria es::
@@ -439,7 +439,7 @@ La matriz de adyacencia es otra forma de formar un grafo. En la matriz de adyace
     [1, 0, 1, 0, 0, 0, 1],
     [0, 0, 0, 1, 0, 1, 0]
   ])
-  
+
 Por ejemplo, Claire (``[1, 0, 0, 1, 1, 1, 0]``) está directamente conectada con Alice (que tiene el índice 0), Dennis (índice 3), Esther (índice 4) y Frank (índice 5), pero no con Bob (índice 1) ni con George (índice 6).
 
 Diseños ("layouts") y graficar
@@ -449,7 +449,7 @@ Un grafo es un objeto matemático abstracto sin una representación específica
 
 .. important::
 
-   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o 
+   Para seguir los ejemplos de esta sección, se requieren de la librería Cairo en Python o
    matplotlib.
 
 Algoritmos de diseños ("layouts")
@@ -460,15 +460,15 @@ Los métodos de diseño en |igraph| se encuentran en el objeto :class:`Graph`, y
 ==================================== =============== =============================================
 Method name                          Short name      Algorithm description
 ==================================== =============== =============================================
-``layout_circle``                    ``circle``,     Disposición determinista que coloca los 
+``layout_circle``                    ``circle``,     Disposición determinista que coloca los
                                      ``circular``    vértices en un círculo
 ------------------------------------ --------------- ---------------------------------------------
-``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout] 
+``layout_drl``                       ``drl``         El algoritmo [Distributed Recursive Layout]
                                                      para grafos grandes
 ------------------------------------ --------------- ---------------------------------------------
-``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold 
+``layout_fruchterman_reingold``      ``fr``          El algoritmo dirigido Fruchterman-Reingold
 ------------------------------------ --------------- ---------------------------------------------
-``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold 
+``layout_fruchterman_reingold_3d``   ``fr3d``,       El algoritmo dirigido Fruchterman-Reingold
                                      ``fr_3d``       en tres dimensiones
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          El algoritmo dirigido Kamada-Kawai
@@ -476,7 +476,7 @@ Method name                          Short name      Algorithm description
 ``layout_kamada_kawai_3d``           ``kk3d``,       El algoritmo dirigido Kamada-Kawai
                                      ``kk_3d``       en tres dimensiones
 ------------------------------------ --------------- ---------------------------------------------
-``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para 
+``layout_lgl``                       ``large``,      El algoritmo [Large Graph Layout] para
                                      ``lgl``,        grafos grandes
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
@@ -484,15 +484,15 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Coloca los vértices de forma totalmente aleatoria en 3D
 ------------------------------------ --------------- ---------------------------------------------
-``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil 
+``layout_reingold_tilford``          ``rt``,         Diseño de árbol de Reingold-Tilford, útil
                                      ``tree``        para grafos (casi) arbóreos
 ------------------------------------ --------------- ---------------------------------------------
-``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una  
+``layout_reingold_tilford_circular`` ``rt_circular`` Diseño de árbol de Reingold-Tilford con una
                                                      post-transformación de coordenadas polares,
                                      ``tree``        útil para grafos (casi) arbóreos
 ------------------------------------ --------------- ---------------------------------------------
-``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices 
-                                     ``spherical``,  de manera uniforme en la superficie de una esfera 
+``layout_sphere``                    ``sphere``,     Disposición determinista que coloca los vértices
+                                     ``spherical``,  de manera uniforme en la superficie de una esfera
                                      ``circular_3d``
 ==================================== =============== =============================================
 
@@ -518,7 +518,7 @@ Por ejemplo, podemos trazar nuestra red social imaginaria con el algoritmo de di
 
   >>> layout = g.layout("kk")
   >>> ig.plot(g, layout=layout)
-  
+
 Esto debería abrir un visor de imágenes externo que muestre una representación visual de la red, algo parecido a lo que aparece en la siguiente figura (aunque la colocación exacta de los nodos puede ser diferente en su máquina, ya que la disposición no es determinista):
 
 .. figure:: figures/tutorial_social_network_1.png
@@ -563,7 +563,7 @@ En lugar de especificar las propiedades visuales como atributos de vértices y a
 
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> ig.plot(g, layout=layout, vertex_color=[color_dict[gender] for gender in g.vs["gender"]])
-  
+
 Este último enfoque es preferible si quiere mantener las propiedades de la representación visual de su gráfico separadas del propio gráfico. Puedes simplemente crear un diccionario de Python que contenga los argumentos que contenga las palabras clave que pasarias a la función :func:`~drawing.plot` y luego usar el doble asterisco (``**``) para pasar tus atributos de estilo específicos a :func:`~drawing.plot`::
 
   >>> visual_style = {}
@@ -598,20 +598,20 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``label``       ``vertex_label``       Etiqueta del vértice.
 --------------- ---------------------- ------------------------------------------
-``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los 
-                                       vértices, en relación con el centro de los 
-                                       mismos. Se interpreta como un ángulo en 
+``label_angle`` ``vertex_label_angle`` Define la posición de las etiquetas de los
+                                       vértices, en relación con el centro de los
+                                       mismos. Se interpreta como un ángulo en
                                        radianes, cero significa 'a la derecha'.
 --------------- ---------------------- ------------------------------------------
 ``label_color`` ``vertex_label_color`` Color de la etiqueta del vértice
 --------------- ---------------------- ------------------------------------------
-``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice, 
-                                       en relación con el tamaño del vértice 
+``label_dist``  ``vertex_label_dist``  Distancia de la etiqueta del vértice,
+                                       en relación con el tamaño del vértice
 --------------- ---------------------- ------------------------------------------
 ``label_size``  ``vertex_label_size``  Tamaño de letra de la etiqueta de vértice
 --------------- ---------------------- ------------------------------------------
 ``order``       ``vertex_order``       Orden de dibujo de los vértices. Vértices
-                                       con un parámetro de orden menor se 
+                                       con un parámetro de orden menor se
                                        dibujarán primero.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       La forma del vértice,. Algunas formas:
@@ -632,16 +632,16 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``curved``      ``edge_curved``        La curvatura de la arista. Valores positivos
                                        corresponden a aristas curvadas en sentido
-                                       contrario a las manecillas del reloj, valores 
-                                       negativos lo contrario. Una curvatura cero 
-                                       representa aristas rectas. ``True`` significa 
+                                       contrario a las manecillas del reloj, valores
+                                       negativos lo contrario. Una curvatura cero
+                                       representa aristas rectas. ``True`` significa
                                        una curvatura de 0.5, ``False`` es una
                                        curvatura de cero.
 --------------- ---------------------- ------------------------------------------
 ``font``        ``edge_font``          Familia tipográfica del arista.
 --------------- ---------------------- ------------------------------------------
-``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del 
-                                       arista si el grafo es dirigido, relativo a 
+``arrow_size``  ``edge_arrow_size``    Tamaño (longitud)  de la punta de flecha del
+                                       arista si el grafo es dirigido, relativo a
                                        15 pixels.
 --------------- ---------------------- ------------------------------------------
 ``arrow_width`` ``edge_arrow_width``   El ancho de las flechas. Relativo a 10
@@ -658,13 +658,13 @@ Attribute name  Keyword argument       Purpose
 --------------- ---------------------- ------------------------------------------
 ``label``       ``edge_label``         Si se especifica, añade una etiqueta al borde.
 --------------- ---------------------- ------------------------------------------
-``background``  ``edge_background``    Si se especifica, añade una caja rectangular 
+``background``  ``edge_background``    Si se especifica, añade una caja rectangular
                                        alrededor de la etiqueta de borde (solo en
                                        matplotlib).
 --------------- ---------------------- ------------------------------------------
-``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la 
-                                       arista de forma que se alinee con la 
-                                       dirección de la arista. Las etiquetas que 
+``align_label`` ``edge_align_label``   Si es verdadero, gira la etiqueta de la
+                                       arista de forma que se alinee con la
+                                       dirección de la arista. Las etiquetas que
                                        estarían al revés se voltean (sólo matplotlib).
 =============== ====================== ==========================================
 
@@ -676,7 +676,7 @@ Estos ajustes se pueden especificar como argumentos de palabra clave a la funci
 ================ ================================================================
 Keyword argument Purpose
 ================ ================================================================
-``autocurve``    Determinación automática de la curvatura de las aristas en grafos 
+``autocurve``    Determinación automática de la curvatura de las aristas en grafos
                  con múltiples aristas. El estandar es ``True`` para grafos
                  con menos de 10000 aristas y  ``False`` para el caso contrario.
 ---------------- ----------------------------------------------------------------
@@ -686,11 +686,11 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``layout``       El diseño que se va a utilizar. Puede ser una instancia de ``layout``
                  una lista de tuplas que contengan coordenadas X-Y, o el nombre
-                 un algoritmo de diseño. El valor por defecto es ``auto``, que 
+                 un algoritmo de diseño. El valor por defecto es ``auto``, que
                  selecciona un algoritmo de diseño automáticamente basado en el tamaño
                  y la conectividad del grafo.
 ---------------- ----------------------------------------------------------------
-``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y 
+``margin``       La cantidad de espacio vacío debajo, encima, a la izquierda y
                  a la derecha del gráfico.
 ================ ================================================================
 
@@ -726,7 +726,7 @@ Si estas usando matplotlib, puedes guardar el gŕafico como de costumbre::
 
 Muchos formatos de archivos son admitidos por matplotlib.
 
-|igraph| y el mundo exterior 
+|igraph| y el mundo exterior
 ============================
 
 Ningún módulo de grafos estaría completo sin algún tipo de funcionalidad de importación/exportación que permita al paquete comunicarse con programas y kits de herramientas externos. |igraph| no es una excepción: proporciona funciones para leer los formatos de grafos más comunes y para guardar objetos :class:`Graph` en archivos que obedezcan estas especificaciones de formato. La siguiente tabla resume los formatos que igraph puede leer o escribir:
@@ -781,17 +781,17 @@ Como ejercicio, descarga la representación gráfica del conocido `Estudio del c
 Si quieres convertir el mismo grafo a, digamos, el formato de Pajek, puedes hacerlo con el método de la tabla anterior::
 
   >>> karate.write_pajek("zachary.net")
-  
+
 .. note::
-   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden 
-   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los 
-   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres 
-   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien 
-   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no 
-   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión 
-   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo 
-   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y 
-   leer grafos. 
+   La mayoría de los formatos tienen sus propias limitaciones; por ejemplo, no todos pueden
+   almacenar atributos. Tu mejor opción es probablemente GraphML o GML si quieres guardar los
+   grafos de |igraph| en un formato que pueda ser leído desde un paquete externo y quieres
+   preservar los atributos numéricos y de cadena. La lista de aristas y NCOL también están bien
+   si no tienes atributos (aunque NCOL soporta nombres de vértices y pesos de aristas). Si no
+   quieres utilizar grafos fuera de |igraph|, pero quieres almacenarlos para una sesión
+   posterior, el formato de grafos ``pickled`` te garantza que obtendras exactamente el mismo
+   grafo. El formato de grafos ``pickled`` usa el modulo ``pickle`` de Python para guardar y
+   leer grafos.
 
 También existen dos métodos de ayuda: :func:`read` es un punto de entrada genérico para los métodos de lectura que intenta deducir el formato adecuado a partir de la extensión del archivo. :meth:`Graph.write` es lo contrario de :func:`read`: permite guardar un grafo en el que el formato preferido se deduce de nuevo de la extensión. La detección del formato de :func:`read` y :meth:`Graph.write` se puede anular mediante el argumento ``format`` de la palabra clave ("keyword"), la cual acepta los nombres cortos de los otros formatos de la tabla anterior::
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 7a1567adb..49d113594 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -117,7 +117,7 @@ If you try to add edges to vertices with invalid IDs (i.e., you try to add an ed
     File "/usr/lib/python3.10/site-packages/igraph/__init__.py", line 376, in add_edges
       res = GraphBase.add_edges(self, es)
   igraph._igraph.InternalError: Error at src/graph/type_indexededgelist.c:270: cannot add edges. -- Invalid vertex id
- 
+
 The message tries to explain what went wrong (``cannot add edges. -- Invalid
 vertex id``) along with the corresponding line in the source code where the error
 occurred.
@@ -554,7 +554,7 @@ you look them up by names, the other one will be available only by its index.
 Treating a graph as an adjacency matrix
 =======================================
 
-Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*). 
+Adjacency matrix is another way to form a graph. In adjacency matrix, rows and columns are labeled by graph vertices: the elements of the matrix indicate whether the vertices *i* and *j* have a common edge (*i, j*).
 The adjacency matrix for the example graph is
 
 ::
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index c2c73d4a3..1963b85e4 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -42,7 +42,7 @@ Indexing and slicing can be performed and returns the coordinates of the request
 
 .. note:: The returned object is a list of lists with the coordinates, not an `igraph.layout.Layout`
    object. You can wrap the result into such an object easily:
-   
+
       >>> layout_subgraph = ig.Layout(coords=layout[:2])
 
 It is possible to perform linear transformations to the layout:
@@ -158,7 +158,7 @@ then customize the appearance of your graph via standard `matplotlib`_ tools.
 
 .. note:: The order of `artist.get_children()` is the following: (i) one artist for clustering hulls if requested;
    (ii) one artist for edges; (iii) one artist for vertices; (iv) one artist for **each** edge label; (v) one
-   artist for **each** vertex label. 
+   artist for **each** vertex label.
 
 To use `matplotlib_` as your default plotting backend, you can set:
 
diff --git a/docker/emscripten/Dockerfile b/docker/emscripten/Dockerfile
index b52c94838..957083097 100644
--- a/docker/emscripten/Dockerfile
+++ b/docker/emscripten/Dockerfile
@@ -5,7 +5,7 @@ SHELL ["/bin/bash", "-c"]
 COPY setup.py.diff.txt /setup.py.diff
 
 RUN set -ex \
-	&& echo "Installing flex and bison" \	
+	&& echo "Installing flex and bison" \
 	&& apt-get update \
 	&& apt-get -y install flex bison \
 	&& echo "Installing Emscripten" \
diff --git a/setup.py b/setup.py
index a0f993ca9..2f3239905 100644
--- a/setup.py
+++ b/setup.py
@@ -289,12 +289,12 @@ def _compile_in(
 
         # No need to build tests
         args.append("-DBUILD_TESTING=OFF")
-        
+
         # Do not treat compilation warnings as errors in case someone is trying
         # to "pip install" igraph in an environment for which we don't provide
         # wheels and the compiler complains about harmless things
         args.append("-DIGRAPH_WARNINGS_AS_ERRORS=OFF")
-        
+
         # Set install directory during config step instead of install step in order
         # to avoid having the architecture name in the LIBPATH (e.g. lib/x86_64-linux-gnu)
         args.append("-DCMAKE_INSTALL_PREFIX=" + str(install_folder))
diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 293afce4f..86de32363 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -1,21 +1,21 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2007-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -175,7 +175,7 @@ igraph_arpack_options_t *igraphmodule_ARPACKOptions_get(
 /** \ingroup python_interface_arpack
  * \brief Formats an \c igraph.ARPACKOptions object in a
  * human-consumable format.
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 PyObject* igraphmodule_ARPACKOptions_str(igraphmodule_ARPACKOptionsObject *self) {
diff --git a/src/_igraph/arpackobject.h b/src/_igraph/arpackobject.h
index b5a487404..92b685112 100644
--- a/src/_igraph/arpackobject.h
+++ b/src/_igraph/arpackobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index dc4f576c3..7079fa19f 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -44,7 +44,7 @@ static INLINE void igraphmodule_i_attribute_struct_invalidate_vertex_name_index(
 
 int igraphmodule_i_attribute_struct_init(igraphmodule_i_attribute_struct *attrs) {
   int i, j;
-  
+
   for (i = 0; i < 3; i++) {
     attrs->attrs[i] = PyDict_New();
     if (PyErr_Occurred()) {
@@ -203,7 +203,7 @@ int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_inte
     PyErr_SetString(PyExc_ValueError, "non-numeric vertex ID assigned to vertex name. This is most likely a bug.");
     return 1;
   }
-  
+
   if (igraphmodule_PyObject_to_integer_t(o_vid, vid)) {
     return 1;
   }
@@ -340,17 +340,17 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
   if (result != NULL) {
     return result;
   }
-  
+
   return igraphmodule_i_create_edge_attribute(graph, name);
 }
 
 /* Attribute handlers for the Python interface */
 
-/* Initialization */ 
+/* Initialization */
 static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
   igraphmodule_i_attribute_struct* attrs;
   igraph_integer_t i, n;
-  
+
   attrs = (igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
   if (!attrs) {
     IGRAPH_ERROR("not enough memory to allocate attribute hashes", IGRAPH_ENOMEM);
@@ -367,7 +367,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
   if (attr) {
     PyObject *dict = attrs->attrs[0], *value;
     const char *s;
-  
+
     n = igraph_vector_ptr_size(attr);
     for (i = 0; i < n; i++) {
       igraph_attribute_record_t *attr_rec;
@@ -405,7 +405,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
           Py_DECREF(value);
         }
       }
-      
+
       if (!value) {
         /* there was an error above, bail out */
         IGRAPH_ERROR("failed to add attributes to graph attribute hash", IGRAPH_FAILURE);
@@ -422,7 +422,7 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
 /* Destruction */
 static void igraphmodule_i_attribute_destroy(igraph_t *graph) {
   igraphmodule_i_attribute_struct* attrs;
- 
+
   /* printf("Destroying attribute table\n"); */
   if (graph->attr) {
     attrs = (igraphmodule_i_attribute_struct*)graph->attr;
@@ -440,7 +440,7 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
   igraph_bool_t copy_attrs[3] = { ga, va, ea };
   int i;
   Py_ssize_t j, pos = 0, list_len;
- 
+
   if (from->attr) {
     fromattrs = ATTR_STRUCT(from);
 
@@ -655,7 +655,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       }
 
       if (o) {
-        if (PyList_SetItem(value, i + j, o)) {  
+        if (PyList_SetItem(value, i + j, o)) {
           Py_DECREF(o); /* append failed */
           o = NULL; /* indicate error */
         } else {
@@ -690,7 +690,7 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos = 0;
-  
+
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   if (!PyDict_Check(dict)) {
     IGRAPH_ERROR("vertex attribute hash type mismatch", IGRAPH_EINVAL);
@@ -828,7 +828,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       }
     }
   }
-  
+
   /* Okay, now we added the new attribute values for the already existing
    * attribute keys. Let's see if we have something left */
   j = igraph_ecount(graph) - ne;
@@ -872,7 +872,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       }
 
       if (o) {
-        if (PyList_SetItem(value, i + j, o)) {  
+        if (PyList_SetItem(value, i + j, o)) {
           Py_DECREF(o); /* append failed */
           o = NULL; /* indicate error */
         } else {
@@ -898,7 +898,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
 
 /* Permuting edges */
 static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
-    igraph_t *newgraph, const igraph_vector_int_t *idx) { 
+    igraph_t *newgraph, const igraph_vector_int_t *idx) {
   igraph_integer_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
@@ -960,7 +960,7 @@ static PyObject* igraphmodule_i_ac_func(PyObject* values,
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
-  
+
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_integer_t j, n = igraph_vector_int_size(v);
@@ -1139,7 +1139,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
       Py_DECREF(res);
       return 0;
     }
-    
+
     Py_INCREF(item);
     if (PyList_SetItem(res, i, item)) {  /* reference to item stolen */
       Py_DECREF(item);
@@ -1271,7 +1271,7 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
         Py_DECREF(res);
         return 0;
       }
-      
+
       if (igraphmodule_PyObject_to_real_t(item, &num)) {
         PyErr_SetString(PyExc_TypeError, "mean can only be invoked on numeric attributes");
         Py_DECREF(res);
@@ -1409,7 +1409,7 @@ static igraph_error_t igraphmodule_i_attribute_combine_dicts(PyObject *dict,
   Py_ssize_t pos;
   igraph_attribute_combination_record_t* todo;
   Py_ssize_t i, n;
-  
+
   if (!PyDict_Check(dict) || !PyDict_Check(newdict)) {
     IGRAPH_ERROR("dict or newdict are corrupted", IGRAPH_FAILURE);
   }
@@ -1584,7 +1584,7 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
   igraph_vector_int_t *types[3] = { gtypes, vtypes, etypes };
   int i, retval;
   Py_ssize_t j, k, l, m;
-  
+
   for (i = 0; i < 3; i++) {
     igraph_strvector_t *n = names[i];
     igraph_vector_int_t *t = types[i];
@@ -1651,10 +1651,10 @@ static igraph_error_t igraphmodule_i_attribute_get_info(const igraph_t *graph,
         }
       }
     }
-    
+
     Py_DECREF(keys);
   }
- 
+
   return IGRAPH_SUCCESS;
 }
 
@@ -1792,7 +1792,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   if (result) {
     VECTOR(*value)[0] = PyFloat_AsDouble(o);
     Py_DECREF(result);
-  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL); 
+  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL);
 
   return IGRAPH_SUCCESS;
 }
@@ -1830,7 +1830,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   if (str == 0) {
     IGRAPH_ERROR("Internal error in PyObject_Str", IGRAPH_EINVAL);
   }
-  
+
   c_str = PyBytes_AsString(str);
   if (c_str == 0) {
     IGRAPH_ERROR("Internal error in PyBytes_AsString", IGRAPH_EINVAL);
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index c335b0076..6d3da9c90 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index f015d7a6a..cf7cafdfe 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -45,7 +45,7 @@ PyTypeObject* igraphmodule_BFSIterType;
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_BFSIterObject* self;
   igraph_integer_t no_of_nodes, r;
-  
+
   self = (igraphmodule_BFSIterObject*) PyType_GenericNew(igraphmodule_BFSIterType, 0, 0);
   if (!self) {
     return NULL;
@@ -54,19 +54,19 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   Py_INCREF(g);
   self->gref = g;
   self->graph = &g->g;
-  
+
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
-  
+
   no_of_nodes = igraph_vcount(&g->g);
   self->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  
+
   if (igraph_dqueue_int_init(&self->queue, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
@@ -77,7 +77,7 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     igraph_dqueue_int_destroy(&self->queue);
     return NULL;
   }
-  
+
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
       igraph_dqueue_int_destroy(&self->queue);
@@ -97,23 +97,23 @@ PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   self->visited[r] = 1;
-  
+
   if (!igraph_is_directed(&g->g)) {
     mode=IGRAPH_ALL;
   }
 
   self->mode = mode;
   self->advanced = advanced;
-  
+
   RC_ALLOC("BFSIter", self);
-  
+
   return (PyObject*)self;
 }
 
 /**
  * \ingroup python_interface_bfsiter
  * \brief Support for cyclic garbage collection in Python
- * 
+ *
  * This is necessary because the \c igraph.BFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
@@ -135,14 +135,14 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 int igraphmodule_BFSIter_clear(igraphmodule_BFSIterObject *self) {
   PyObject_GC_UnTrack(self);
 
-  Py_CLEAR(self->gref);  
+  Py_CLEAR(self->gref);
 
   igraph_dqueue_int_destroy(&self->queue);
   igraph_vector_int_destroy(&self->neis);
 
   free(self->visited);
   self->visited=0;
-  
+
   return 0;
 }
 
@@ -169,7 +169,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
     igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t i, n;
-    
+
     if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
       igraphmodule_handle_igraph_error();
       return NULL;
diff --git a/src/_igraph/bfsiter.h b/src/_igraph/bfsiter.h
index d46cbcb24..2e6fd5e3f 100644
--- a/src/_igraph/bfsiter.h
+++ b/src/_igraph/bfsiter.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index 9a9fc5039..bf888adfc 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -27,18 +27,18 @@
 /**
  * \ingroup python_interface
  * \brief Handler function for all unimplemented \c igraph.Graph methods
- * 
+ *
  * This function is called whenever an unimplemented \c igraph.Graph method
  * is called ("unimplemented" meaning that there is a method name in the
  * method table of \c igraph.Graph , but there isn't any working implementation
  * either because the underlying \c igraph API might be subject to change
  * or because the calling format from Python is not decided yet (or maybe
  * because of laziness or lack of time ;))
- * 
+ *
  * All of the parameters are ignored, they are here just to make the
  * function satisfy the requirements of \c PyCFunction, thus allowing it
  * to be included in a method table.
- * 
+ *
  * \return NULL
  */
 PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* kwds)
@@ -55,7 +55,7 @@ PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* k
  */
 PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref) {
   PyObject *o;
-  
+
 #ifndef PYPY_VERSION
   /* PyWeakref_Check is not implemented in PyPy yet */
   if (!PyWeakref_Check(ref)) {
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index c474b7d7b..77514e2fd 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b3294e067..4283ff8ed 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -619,12 +619,12 @@ int igraphmodule_PyObject_to_laplacian_normalization_t(
     *result = IGRAPH_LAPLACIAN_SYMMETRIC;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_LAPLACIAN_UNNORMALIZED;
     return 0;
   }
-  
+
   TRANSLATE_ENUM_WITH(laplacian_normalization_tt);
 }
 
@@ -643,7 +643,7 @@ int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *re
     *result = IGRAPH_LAYOUT_GRID;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_LAYOUT_NOGRID;
     return 0;
@@ -667,7 +667,7 @@ int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
     *result = IGRAPH_LOOPS_TWICE;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_NO_LOOPS;
     return 0;
@@ -804,7 +804,7 @@ int igraphmodule_PyObject_to_to_directed_t(PyObject *o,
     *result = IGRAPH_TO_DIRECTED_MUTUAL;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_TO_DIRECTED_ARBITRARY;
     return 0;
@@ -830,7 +830,7 @@ int igraphmodule_PyObject_to_to_undirected_t(PyObject *o,
     *result = IGRAPH_TO_UNDIRECTED_COLLAPSE;
     return 0;
   }
-  
+
   if (o == Py_False) {
     *result = IGRAPH_TO_UNDIRECTED_EACH;
     return 0;
@@ -1594,7 +1594,7 @@ PyObject* igraphmodule_vector_t_to_PyTuple(const igraph_vector_t *v, igraphmodul
   if (!tuple) {
     return NULL;
   }
-  
+
   for (i = 0; i < n; i++) {
     item = igraphmodule_real_t_to_PyObject(VECTOR(*v)[i], type);
     if (!item) {
@@ -2287,7 +2287,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
       Py_DECREF(list);
       return NULL;
     }
-  
+
     for (j = 0; j < nc; j++) {
       item = igraphmodule_real_t_to_PyObject(MATRIX(*m, i, j), type);
       if (!item) {
@@ -2299,7 +2299,7 @@ PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
       PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SetItem(list, i, row);  /* will not fail */   
+    PyList_SetItem(list, i, row);  /* will not fail */
   }
 
   // return the list
@@ -2328,7 +2328,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
    if (!list) {
      return NULL;
    }
-  
+
    // populate the list with data
    for (i = 0; i < nr; i++) {
     row = PyList_New(nc);
@@ -2349,7 +2349,7 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
       PyList_SetItem(row, j, item);  /* will not fail */
     }
 
-    PyList_SetItem(list, i, row);  /* will not fail */   
+    PyList_SetItem(list, i, row);  /* will not fail */
   }
 
   // return the list
@@ -3700,7 +3700,7 @@ int igraphmodule_PyObject_to_attribute_values(PyObject *o,
   if (o == NULL) {
     return 1;
   }
-  
+
   if (o == Py_None) {
     if (type == ATTRHASH_IDX_VERTEX) {
       n = igraph_vcount(&g->g);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 173366eb3..006f0b652 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -178,9 +178,9 @@ PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
-PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v); 
-PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v); 
-PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v); 
+PyObject* igraphmodule_vector_list_t_to_PyList(const igraph_vector_list_t *v);
+PyObject* igraphmodule_vector_int_list_t_to_PyList(const igraph_vector_int_list_t *v);
+PyObject* igraphmodule_vector_int_list_t_to_PyList_of_tuples(const igraph_vector_int_list_t *v);
 PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObject *type);
 PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index a01710daf..6064a9862 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2020  The igraph development team
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -54,19 +54,19 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
   Py_INCREF(g);
   self->gref = g;
   self->graph = &g->g;
-  
+
   if (!PyLong_Check(root) && !igraphmodule_Vertex_Check(root)) {
     PyErr_SetString(PyExc_TypeError, "root must be integer or igraph.Vertex");
     return NULL;
   }
-  
+
   no_of_nodes = igraph_vcount(&g->g);
   self->visited = (char*)calloc(no_of_nodes, sizeof(char));
   if (self->visited == 0) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
   }
-  
+
   if (igraph_stack_int_init(&self->stack, 100)) {
     PyErr_SetString(PyExc_MemoryError, "out of memory");
     return NULL;
@@ -77,7 +77,7 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     igraph_stack_int_destroy(&self->stack);
     return NULL;
   }
-  
+
   if (PyLong_Check(root)) {
     if (igraphmodule_PyObject_to_integer_t(root, &r)) {
       igraph_stack_int_destroy(&self->stack);
@@ -98,23 +98,23 @@ PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root,
     return NULL;
   }
   self->visited[r] = 1;
-  
+
   if (!igraph_is_directed(&g->g)) {
     mode = IGRAPH_ALL;
   }
 
   self->mode = mode;
   self->advanced = advanced;
-  
+
   RC_ALLOC("DFSIter", self);
-  
+
   return (PyObject*)self;
 }
 
 /**
  * \ingroup python_interface_dfsiter
  * \brief Support for cyclic garbage collection in Python
- * 
+ *
  * This is necessary because the \c igraph.DFSIter object contains several
  * other \c PyObject pointers and they might point back to itself.
  */
@@ -143,7 +143,7 @@ static int igraphmodule_DFSIter_clear(igraphmodule_DFSIterObject *self) {
 
   free(self->visited);
   self->visited = 0;
-  
+
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.h b/src/_igraph/dfsiter.h
index 226df7b64..c996fd744 100644
--- a/src/_igraph/dfsiter.h
+++ b/src/_igraph/dfsiter.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2020  The igraph development team
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 4780d943d..ca26c7009 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -91,7 +91,7 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * \brief Allocates a new Python edge object
  * \param gref weak reference of the \c igraph.Graph being referenced by the edge
  * \param idx the index of the edge
- * 
+ *
  * \warning \c igraph references its edges by indices, so if
  * you delete some edges from the graph, the edge indices will
  * change. Since the \c igraph.Edge objects do not follow these
@@ -144,7 +144,7 @@ static void igraphmodule_Edge_dealloc(igraphmodule_EdgeObject* self) {
 
 /** \ingroup python_interface_edge
  * \brief Formats an \c igraph.Edge object as a string
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 static PyObject* igraphmodule_Edge_repr(igraphmodule_EdgeObject *self) {
@@ -245,7 +245,7 @@ static PyObject* igraphmodule_Edge_richcompare(igraphmodule_EdgeObject *a,
  */
 Py_ssize_t igraphmodule_Edge_attribute_count(igraphmodule_EdgeObject* self) {
   igraphmodule_GraphObject *o = self->gref;
-  
+
   if (!o || !((PyObject**)o->g.attr)[1]) {
     return 0;
   } else {
@@ -315,7 +315,7 @@ PyObject* igraphmodule_Edge_attributes(igraphmodule_EdgeObject* self, PyObject*
 /**
  * \ingroup python_interface_edge
  * \brief Updates some attributes of an edge
- * 
+ *
  * \param self the edge object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -352,7 +352,7 @@ PyObject* igraphmodule_Edge_get_attribute(igraphmodule_EdgeObject* self,
     Py_INCREF(result);
     return result;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred())
     PyErr_SetString(PyExc_KeyError, "Attribute does not exist");
@@ -370,7 +370,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   igraphmodule_GraphObject *o=self->gref;
   PyObject* result;
   int r;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return -1;
 
@@ -380,7 +380,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   if (v==NULL)
     // we are deleting attribute
     return PyDict_DelItem(((PyObject**)o->g.attr)[2], k);
-  
+
   result=PyDict_GetItem(((PyObject**)o->g.attr)[2], k);
   if (result) {
     /* result is a list, so set the element with index self->idx */
@@ -396,7 +396,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
     if (r == -1) { Py_DECREF(v); }
     return r;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
@@ -427,7 +427,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
     Py_DECREF(result); /* compensating for PyDict_SetItem */
     return 0;
   }
-  
+
   return -1;
 }
 
@@ -475,7 +475,7 @@ PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, voi
 PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
   }
@@ -529,7 +529,7 @@ PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closu
   igraphmodule_GraphObject *o = self->gref;
   igraph_integer_t from, to;
   PyObject *from_o, *to_o, *result;
-  
+
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
   }
@@ -740,7 +740,7 @@ int igraphmodule_Edge_register_type() {
     { Py_mp_length, igraphmodule_Edge_attribute_count },
     { Py_mp_subscript, igraphmodule_Edge_get_attribute },
     { Py_mp_ass_subscript, igraphmodule_Edge_set_attribute },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index 7aa4d2dc7..f42862fe3 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 780de0606..ce57c51d3 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -110,7 +110,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
   } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
     igraph_integer_t idx;
-    
+
     if (igraphmodule_PyObject_to_integer_t(esobj, &idx)) {
       return -1;
     }
@@ -355,7 +355,7 @@ PyObject* igraphmodule_EdgeSeq_get_attribute_values(igraphmodule_EdgeSeqObject*
           Py_DECREF(result);
           return 0;
         }
-        
+
         Py_INCREF(item);
 
         if (PyList_SetItem(result, i, item)) {
@@ -1096,7 +1096,7 @@ int igraphmodule_EdgeSeq_register_type() {
 
     { Py_mp_subscript, igraphmodule_EdgeSeq_get_attribute_values_mapping },
     { Py_mp_ass_subscript, igraphmodule_EdgeSeq_set_attribute_values_mapping },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/edgeseqobject.h b/src/_igraph/edgeseqobject.h
index a0120348a..d806c23f0 100644
--- a/src/_igraph/edgeseqobject.h
+++ b/src/_igraph/edgeseqobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index ffe448fad..41b2b879e 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -33,12 +33,12 @@ PyObject* igraphmodule_InternalError;
 /**
  * \ingroup python_interface_errors
  * \brief Generic error handler for internal \c igraph errors.
- * 
+ *
  * Since now \c igraph supports error handler functions, a special
  * function called \c igraphmodule_igraph_error_hook is responsible
  * for providing a meaningful error message. If it fails (or it isn't
  * even called), this function will provide a default error message.
- * 
+ *
  * \return Always returns \c NULL, and all callers are advised to pass this
  * \c NULL value to their callers until it is propagated to the Python
  * interpreter.
diff --git a/src/_igraph/error.h b/src/_igraph/error.h
index ce94c484a..1265f2918 100644
--- a/src/_igraph/error.h
+++ b/src/_igraph/error.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/filehandle.c b/src/_igraph/filehandle.c
index 4faa8db5b..b5add4010 100644
--- a/src/_igraph/filehandle.c
+++ b/src/_igraph/filehandle.c
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -162,7 +162,7 @@ void igraphmodule_filehandle_destroy(igraphmodule_filehandle_t* handle) {
         }
         handle->fp = 0;
     }
-    
+
     if (handle->object != 0) {
         /* igraphmodule_PyFile_Close might mess up the stored exception, so let's
          * store the current exception state and restore it */
diff --git a/src/_igraph/filehandle.h b/src/_igraph/filehandle.h
index 19543f4e7..f374a59a8 100644
--- a/src/_igraph/filehandle.h
+++ b/src/_igraph/filehandle.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2010-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 321bd5685..a3bd20ac4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5283,7 +5283,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
 
   if (igraphmodule_PyObject_to_shortest_path_algorithm_t(algorithm_o, &algorithm))
     return NULL;
-  
+
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
@@ -5297,7 +5297,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
       &self->g, weights, NULL, mode, /* allow_johnson = */ false
     );
   }
-  
+
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -5316,7 +5316,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
       retval = IGRAPH_UNIMPLEMENTED;
       PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
   }
-  
+
   if (retval) {
     igraph_vector_int_destroy(&vec);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5516,7 +5516,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
       &self->g, weights, NULL, mode, /* allow_johnson = */ false
     );
   }
-  
+
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -5537,7 +5537,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
       retval = IGRAPH_UNIMPLEMENTED;
       PyErr_SetString(PyExc_ValueError, "Algorithm not supported");
   }
-  
+
   if (retval) {
     igraph_vector_int_list_destroy(&veclist);
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6331,7 +6331,7 @@ PyObject *igraphmodule_Graph_distances(
       &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
     );
   }
-  
+
   if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
     PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
     goto cleanup;
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 554523363..626a04396 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1,21 +1,21 @@
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -45,33 +45,33 @@
 /**
  * \defgroup python_interface Python module implementation
  * \brief Functions implementing a Python interface to \a igraph
- * 
+ *
  * These functions provide a way to access \a igraph functions from Python.
  * It should be of interest of \a igraph developers only. Classes, functions
  * and methods exposed to Python are still to be documented. Until it is done,
  * just type the following to get help about \a igraph functions in Python
  * (assuming you have \c igraph.so somewhere in your Python library path):
- * 
+ *
  * \verbatim
 import igraph
 help(igraph)
 help(igraph.Graph)
 \endverbatim
- * 
+ *
  * Most of the functions provided here share the same calling conventions
  * (which are determined by the Python/C API). Since the role of the
  * arguments are the same across many functions, I won't explain them
  * everywhere, just give a quick overview of the common argument names here.
- * 
+ *
  * \param self the Python igraph.Graph object the method is working on
  * \param args pointer to the Python tuple containing the arguments
  * \param kwds pointer to the Python hash containing the keyword parameters
  * \param type the type object of a Python igraph.Graph object. Used usually
  * in constructors and class methods.
- * 
+ *
  * Any arguments not documented here should be mentioned at the documentation
  * of the appropriate method.
- * 
+ *
  * The functions which implement a Python method always return a pointer to
  * a \c PyObject. According to Python conventions, this is \c NULL if and
  * only if an exception was thrown by the method (or any of the functions
@@ -80,7 +80,7 @@ help(igraph.Graph)
  * returning a \c NULL value, because this is the same for every such method.
  * The conclusion is that a method can return \c NULL even if I don't state
  * it explicitly.
- * 
+ *
  * Also please take into consideration that I'm documenting the C calls
  * with the abovementioned parameters here, and \em not the Python methods
  * which are presented to the user using the Python interface of \a igraph.
@@ -89,11 +89,11 @@ help(igraph.Graph)
  * or use \c pydoc to generate a formatted version.
  *
  * \section weakrefs The usage of weak references in the Python interface
- * 
+ *
  * Many classes implemented in the Python interface (e.g. VertexSeq, Vertex...)
  * use weak references to keep track of the graph they are referencing to.
  * The use of weak references is twofold:
- * 
+ *
  * -# If we assign a VertexSeq or a Vertex of a given graph to a local
  *    variable and then destroy the graph, real references keep the graph
  *    alive and do not return the memory back to Python.
@@ -165,7 +165,7 @@ igraph_error_t igraphmodule_igraph_progress_hook(const char* message, igraph_rea
       }
     }
   }
-  
+
   return IGRAPH_SUCCESS;
 }
 
@@ -182,7 +182,7 @@ igraph_error_t igraphmodule_igraph_status_hook(const char* message, void*data) {
         return IGRAPH_INTERRUPTED;
     }
   }
-  
+
   return IGRAPH_SUCCESS;
 }
 
@@ -238,10 +238,10 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
   igraph_vector_int_t result;
   igraph_matrix_t resmat;
   Py_ssize_t no_of_nodes, i;
-  
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist, &PyList_Type, &vs, &coords))
     return NULL;
-  
+
   no_of_nodes = PyList_Size(vs);
   if (igraph_matrix_init(&mtrx, no_of_nodes, 2)) {
     igraphmodule_handle_igraph_error();
@@ -279,7 +279,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    
+
     if (!PyNumber_Check(o1) || !PyNumber_Check(o2)) {
       PyErr_SetString(PyExc_TypeError, "vertex coordinates must be numeric");
       Py_DECREF(o2);
@@ -322,7 +322,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       igraph_vector_int_destroy(&result);
       return NULL;
-    }    
+    }
     o = igraphmodule_vector_int_t_to_PyList(&result);
     igraph_vector_int_destroy(&result);
   } else {
@@ -336,11 +336,11 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       igraph_matrix_destroy(&resmat);
       return NULL;
-    }        
+    }
     o = igraphmodule_matrix_t_to_PyList(&resmat, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&resmat);
   }
-  
+
   igraph_matrix_destroy(&mtrx);
 
   return o;
@@ -772,7 +772,7 @@ PyObject* igraphmodule__exit_safelocale(PyObject *self, PyObject *capsule) {
 /** \ingroup python_interface
  * \brief Method table for the igraph Python module
  */
-static PyMethodDef igraphmodule_methods[] = 
+static PyMethodDef igraphmodule_methods[] =
 {
   {"community_to_membership", (PyCFunction)igraphmodule_community_to_membership,
     METH_VARARGS | METH_KEYWORDS,
@@ -1076,7 +1076,7 @@ PyObject* PyInit__igraph(void)
   PyModule_AddObject(m, "EdgeSeq", (PyObject*)igraphmodule_EdgeSeqType);
   PyModule_AddObject(m, "Vertex", (PyObject*)igraphmodule_VertexType);
   PyModule_AddObject(m, "VertexSeq", (PyObject*)igraphmodule_VertexSeqType);
- 
+
   /* Internal error exception type */
   igraphmodule_InternalError =
     PyErr_NewException("igraph._igraph.InternalError", PyExc_Exception, NULL);
@@ -1151,7 +1151,7 @@ PyObject* PyInit__igraph(void)
   igraph_set_status_handler(igraphmodule_igraph_status_hook);
   igraph_set_warning_handler(igraphmodule_igraph_warning_hook);
   igraph_set_interruption_handler(igraphmodule_igraph_interrupt_hook);
-  
+
   /* initialize attribute handlers */
   igraphmodule_initialize_attribute_handler();
 
diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index 793e1f382..f7eeb932b 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -1,22 +1,22 @@
 /* -*- mode: C -*-  */
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index e350b98fc..5643cabba 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -52,7 +52,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
   }
 }
 
-static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph, 
+static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values);
 
@@ -130,7 +130,7 @@ PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
     return result;
 }
 
-static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph, 
+static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
   igraph_vector_int_t eids;
@@ -143,7 +143,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     IGRAPH_PYCHECK(igraph_vector_int_init(&eids, 0));
     IGRAPH_FINALLY(igraph_vector_int_destroy, &eids);
     IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode));
-    
+
     n = igraph_vector_int_size(&eids);
     result = igraphmodule_PyList_Zeroes(igraph_vcount(graph));
     if (result == 0) {
@@ -262,7 +262,7 @@ void igraphmodule_i_Graph_adjmatrix_set_index_data_destroy(
   Py_DECREF(data->to_add_values);
 }
 
-static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph, 
+static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
     igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values, PyObject* new_value,
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
diff --git a/src/_igraph/indexing.h b/src/_igraph/indexing.h
index 785e7969d..d87ccdc54 100644
--- a/src/_igraph/indexing.h
+++ b/src/_igraph/indexing.h
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/platform.h b/src/_igraph/platform.h
index fd556e2a9..83dd4277c 100644
--- a/src/_igraph/platform.h
+++ b/src/_igraph/platform.h
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/pyhelpers.c b/src/_igraph/pyhelpers.c
index 65954fddb..6f0afaf4a 100644
--- a/src/_igraph/pyhelpers.c
+++ b/src/_igraph/pyhelpers.c
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -69,7 +69,7 @@ PyObject* igraphmodule_PyFile_FromObject(PyObject* filename, const char* mode) {
 
 /**
  * Creates a Python list and fills it with a pre-defined item.
- * 
+ *
  * \param  len   the length of the list to be created
  * \param  item  the item with which the list will be filled
  */
@@ -95,7 +95,7 @@ PyObject* igraphmodule_PyList_NewFill(Py_ssize_t len, PyObject* item) {
 
 /**
  * Creates a Python list and fills it with zeroes.
- * 
+ *
  * \param  len   the length of the list to be created
  */
 PyObject* igraphmodule_PyList_Zeroes(Py_ssize_t len) {
@@ -235,7 +235,7 @@ long igraphmodule_Py_HashPointer(void *p) {
 
 /**
  * @brief Initializer function that must be called from igraphmodule_init()
- * 
+ *
  * Initializes borrowed references to \c None, \c True and \c False to cope
  * with the fact that \c Py_None, \c Py_False and \c Py_True are not exposed
  * in PyPy as part of the limited API.
@@ -255,7 +255,7 @@ int igraphmodule_helpers_init() {
     goto cleanup;
   }
 #endif
-  
+
 #ifdef PY_IGRAPH_PROVIDES_BOOL_CONSTANTS
   Py_False = Py_True = NULL;
 
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index c700f1c0d..a14fc2bab 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -1,22 +1,22 @@
 /* vim:set ts=4 sw=2 sts=2 et:  */
-/* 
+/*
    IGraph library - Python interface.
    Copyright (C) 2006-2011  Tamas Nepusz <ntamas@gmail.com>
    5 Avenue Road, Staines, Middlesex, TW18 3AW, United Kingdom
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index 6daa68d0f..aef52c379 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -1,22 +1,22 @@
 /* -*- mode: C -*-  */
 /* vim:set ts=2 sw=2 sts=2 et: */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/random.h b/src/_igraph/random.h
index 940181ad0..64bb64df3 100644
--- a/src/_igraph/random.h
+++ b/src/_igraph/random.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 69e084816..abda44833 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -1,23 +1,23 @@
 /* -*- mode: C -*-  */
 /* vim: set ts=2 sw=2 sts=2 et: */
 
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
@@ -91,7 +91,7 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * \brief Allocates a new Python vertex object
  * \param gref the \c igraph.Graph being referenced by the vertex
  * \param idx the index of the vertex
- * 
+ *
  * \warning \c igraph references its vertices by indices, so if
  * you delete some vertices from the graph, the vertex indices will
  * change. Since the \c igraph.Vertex objects do not follow these
@@ -144,7 +144,7 @@ static void igraphmodule_Vertex_dealloc(igraphmodule_VertexObject* self) {
 
 /** \ingroup python_interface_vertex
  * \brief Formats an \c igraph.Vertex object to a string
- * 
+ *
  * \return the formatted textual representation as a \c PyObject
  */
 static PyObject* igraphmodule_Vertex_repr(igraphmodule_VertexObject *self) {
@@ -246,7 +246,7 @@ static PyObject* igraphmodule_Vertex_richcompare(igraphmodule_VertexObject *a,
  */
 Py_ssize_t igraphmodule_Vertex_attribute_count(igraphmodule_VertexObject* self) {
   igraphmodule_GraphObject *o = self->gref;
-  
+
   if (!o || !((PyObject**)o->g.attr)[1]) {
     return 0;
   } else {
@@ -316,7 +316,7 @@ PyObject* igraphmodule_Vertex_attributes(igraphmodule_VertexObject* self, PyObje
 /**
  * \ingroup python_interface_vertex
  * \brief Updates some attributes of a vertex
- * 
+ *
  * Incidentally, this method is re-used intact in edgeobject.c for edges.
  *
  * \param self the vertex object
@@ -420,7 +420,7 @@ PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args,
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the inbound and outbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -432,7 +432,7 @@ PyObject* igraphmodule_Vertex_all_edges(PyObject* self, PyObject* Py_UNUSED(_nul
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the inbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -444,7 +444,7 @@ PyObject* igraphmodule_Vertex_in_edges(PyObject* self, PyObject* Py_UNUSED(_null
 /**
  * \ingroup python_interface_vertex
  * \brief Returns the outbound edges of a vertex
- * 
+ *
  * \param self the vertex object
  * \param args positional arguments
  * \param kwds keyword arguments
@@ -480,7 +480,7 @@ PyObject* igraphmodule_Vertex_get_attribute(igraphmodule_VertexObject* self,
     Py_INCREF(result);
     return result;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred())
     PyErr_SetString(PyExc_KeyError, "Attribute does not exist");
@@ -498,7 +498,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   igraphmodule_GraphObject *o=self->gref;
   PyObject* result;
   int r;
-  
+
   if (!igraphmodule_Vertex_Validate((PyObject*)self))
     return -1;
 
@@ -511,7 +511,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   if (v==NULL)
     // we are deleting attribute
     return PyDict_DelItem(((PyObject**)o->g.attr)[ATTRHASH_IDX_VERTEX], k);
-  
+
   result=PyDict_GetItem(((PyObject**)o->g.attr)[ATTRHASH_IDX_VERTEX], k);
   if (result) {
     /* result is a list, so set the element with index self->idx */
@@ -527,7 +527,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
     if (r == -1) { Py_DECREF(v); }
     return r;
   }
-  
+
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
@@ -558,7 +558,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
     Py_DECREF(result);   /* compensating for PyDict_SetItem */
     return 0;
   }
-  
+
   return -1;
 }
 
@@ -591,7 +591,7 @@ PyObject* igraphmodule_Vertex_get_graph(igraphmodule_VertexObject* self,
 /**************************************************************************/
 /* Implementing proxy method in Vertex that just forward the call to the
  * appropriate Graph method.
- * 
+ *
  * These methods may also execute a postprocessing function on the result
  * of the Graph method; for instance, this mechanism is used to turn the
  * result of Graph.neighbors() (which is a list of vertex indices) into a
@@ -623,7 +623,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
     if (!idx) {
       return NULL;
     }
-  
+
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_edge_list expected list of integers");
       return NULL;
@@ -668,7 +668,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
     if (!idx) {
       return NULL;
     }
-  
+
     if (!PyLong_Check(idx)) {
       PyErr_SetString(PyExc_TypeError, "_convert_to_vertex_list expected list of integers");
       return NULL;
@@ -891,7 +891,7 @@ int igraphmodule_Vertex_register_type() {
     { Py_mp_length, igraphmodule_Vertex_attribute_count },
     { Py_mp_subscript, igraphmodule_Vertex_get_attribute },
     { Py_mp_ass_subscript, igraphmodule_Vertex_set_attribute },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index f92550d17..ef8ce9e7b 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index d751ae76f..bc22196bf 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -440,7 +440,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
     if (PyList_SetItem(newList, 0, values)) {  /* reference stolen here */
       return -1;
     }
-    
+
     result = igraphmodule_VertexSeq_set_attribute_values_mapping(self, attrname, newList);
     Py_DECREF(newList);
 
@@ -1139,7 +1139,7 @@ int igraphmodule_VertexSeq_register_type() {
 
     { Py_mp_subscript, igraphmodule_VertexSeq_get_attribute_values_mapping },
     { Py_mp_ass_subscript, igraphmodule_VertexSeq_set_attribute_values_mapping },
-  
+
     { 0 }
   };
 
diff --git a/src/_igraph/vertexseqobject.h b/src/_igraph/vertexseqobject.h
index b80935311..f872adc7d 100644
--- a/src/_igraph/vertexseqobject.h
+++ b/src/_igraph/vertexseqobject.h
@@ -1,21 +1,21 @@
 /* -*- mode: C -*-  */
-/* 
+/*
    IGraph library.
    Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-   
+
    This program is free software; you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation; either version 2 of the License, or
    (at your option) any later version.
-   
+
    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.
-   
+
    You should have received a copy of the GNU General Public License
    along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA 
+   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
    02110-1301 USA
 
 */
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 466f7344f..69832dbe1 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -954,7 +954,7 @@ def get_incidence(self, *args, **kwds):
             "instead"
         )
         return self.get_biadjacency(*args, **kwds)
-    
+
 
 ##############################################################
 # I/O format mapping
diff --git a/tests/test_basic.py b/tests/test_basic.py
index cec091474..5b1f3a44b 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -930,13 +930,13 @@ def testInheritedGraphReferenceCounting(self):
             g = InheritedGraph.Tree(3, 2)
             self.assertTrue(gc.is_tracked(g))
             del g
-    
+
     def testVertexReferenceCounting(self):
         with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
             g = Graph.Tree(3, 2)
             vertex = g.vs[2]
             del vertex, g
-    
+
     def testVertexSeqReferenceCounting(self):
         with assert_reference_not_leaked(self, Vertex, VertexSeq, _VertexSeq):
             g = Graph.Tree(3, 2)
diff --git a/tests/test_coloring.py b/tests/test_coloring.py
index a3791384d..7d3f6c0c2 100644
--- a/tests/test_coloring.py
+++ b/tests/test_coloring.py
@@ -15,10 +15,10 @@ def testGreedyVertexColoring(self):
 
         col = g.vertex_coloring_greedy()
         assert_valid_vertex_coloring(g, col)
-        
+
         col = g.vertex_coloring_greedy("colored_neighbors")
         assert_valid_vertex_coloring(g, col)
-        
+
         col = g.vertex_coloring_greedy("dsatur")
         assert_valid_vertex_coloring(g, col)
 

From e2295a6819a555c17f830a4f71e737ea0a139f77 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 20:59:12 +0200
Subject: [PATCH 176/681] style: use style suggestions from ruff

---
 doc/examples_sphinx-gallery/betweenness.py    |  2 +-
 doc/examples_sphinx-gallery/isomorphism.py    |  4 +-
 .../online_user_actions.py                    |  2 +-
 scripts/patch_modularized_graph_methods.py    |  1 -
 setup.py                                      | 46 +++++++++----------
 src/igraph/__init__.py                        | 18 +++++---
 src/igraph/app/shell.py                       |  8 ++--
 src/igraph/clustering.py                      |  2 +-
 src/igraph/community.py                       | 16 +++----
 src/igraph/configuration.py                   |  2 +-
 src/igraph/datatypes.py                       |  6 +--
 src/igraph/drawing/baseclasses.py             |  4 +-
 src/igraph/drawing/cairo/vertex.py            |  2 +-
 src/igraph/drawing/colors.py                  |  1 -
 src/igraph/drawing/graph.py                   |  2 +-
 src/igraph/drawing/matplotlib/edge.py         |  5 +-
 src/igraph/drawing/matplotlib/graph.py        |  8 ++--
 src/igraph/drawing/matplotlib/vertex.py       |  2 +-
 src/igraph/drawing/plotly/edge.py             | 36 +++++++--------
 src/igraph/drawing/plotly/graph.py            |  1 -
 src/igraph/drawing/plotly/utils.py            |  2 +-
 src/igraph/drawing/plotly/vertex.py           |  2 +-
 src/igraph/drawing/utils.py                   |  2 -
 src/igraph/formula.py                         |  2 +-
 src/igraph/layout.py                          |  2 +-
 src/igraph/operators/functions.py             |  4 +-
 src/igraph/seq.py                             | 12 ++---
 src/igraph/summary.py                         | 16 +++----
 tests/drawing/cairo/utils.py                  |  2 +-
 tests/drawing/matplotlib/test_graph.py        |  1 -
 tests/drawing/matplotlib/utils.py             |  3 +-
 tests/drawing/plotly/utils.py                 |  1 -
 tests/test_atlas.py                           |  4 +-
 tests/test_attributes.py                      |  5 +-
 tests/test_basic.py                           |  2 +-
 tests/test_conversion.py                      |  8 ++--
 tests/test_decomposition.py                   |  8 ++--
 tests/test_edgeseq.py                         | 10 ++--
 tests/test_flow.py                            |  4 +-
 tests/test_foreign.py                         |  8 ++--
 tests/test_homepage.py                        |  6 +--
 tests/test_layouts.py                         |  4 +-
 tests/test_operators.py                       |  4 +-
 tests/test_separators.py                      |  4 +-
 tests/test_structural.py                      |  2 +-
 tests/test_vertexseq.py                       |  6 +--
 tests/test_walks.py                           | 16 +++----
 47 files changed, 146 insertions(+), 162 deletions(-)

diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index 3e2e644a6..29ed9b3e3 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -83,7 +83,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 fig, axs = plt.subplots(
     3, 2,
     figsize=(7, 6),
-    gridspec_kw=dict(height_ratios=(20, 1, 1)),
+    gridspec_kw={"height_ratios": (20, 1, 1)},
 )
 plot_betweenness(g1, vertex_betweenness1, edge_betweenness1, *axs[:, 0])
 plot_betweenness(g2, vertex_betweenness2, edge_betweenness2, *axs[:, 1])
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index 668b43f16..7f98bc053 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -66,6 +66,6 @@
     target=axs[2],
     **visual_style,
 )
-fig.text(0.38, 0.5, '$\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
-fig.text(0.65, 0.5, '$\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(0.38, 0.5, '$\\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(0.65, 0.5, '$\\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
 plt.show()
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 969a65b7a..1da528570 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -51,7 +51,7 @@
 
 # %%
 # Then, let's iterate over all projects one by one, and add all collaborations:
-for project, project_data in action_dataframe.groupby('project'):
+for _project, project_data in action_dataframe.groupby('project'):
     project_users = project_data['userid'].values
     for i1, user1 in enumerate(project_users):
         for user2 in project_users[:i1]:
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 085b9f539..f7f1fec13 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -1,5 +1,4 @@
 import os
-import sys
 import inspect
 
 import igraph
diff --git a/setup.py b/setup.py
index 2f3239905..66b89120d 100644
--- a/setup.py
+++ b/setup.py
@@ -950,35 +950,35 @@ def get_tag(self):
 if should_build_abi3_wheel:
     cmdclass["bdist_wheel"] = bdist_wheel_abi3
 
-options = dict(
-    name="igraph",
-    version=__version__,
-    url="https://igraph.org/python",
-    description="High performance graph data structures and algorithms",
-    long_description=description,
-    license="GNU General Public License (GPL)",
-    author="Tamas Nepusz",
-    author_email="ntamas@gmail.com",
-    project_urls={
+options = {
+    "name": "igraph",
+    "version": __version__,
+    "url": "https://igraph.org/python",
+    "description": "High performance graph data structures and algorithms",
+    "long_description": description,
+    "license": "GNU General Public License (GPL)",
+    "author": "Tamas Nepusz",
+    "author_email": "ntamas@gmail.com",
+    "project_urls": {
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
         "Documentation": "https://igraph.readthedocs.io",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
-    ext_modules=[igraph_extension],
-    package_dir={
+    "ext_modules": [igraph_extension],
+    "package_dir": {
         # make sure to use the next line and not the more logical and restrictive
         # "igraph": "src/igraph" because that one breaks 'setup.py develop'.
         # See: https://github.com/igraph/python-igraph/issues/464
         "": "src"
     },
-    packages=find_packages(where="src"),
-    install_requires=["texttable>=1.6.2"],
-    entry_points={
+    "packages": find_packages(where="src"),
+    "install_requires": ["texttable>=1.6.2"],
+    "entry_points": {
         "console_scripts": ["igraph=igraph.app.shell:main"]
     },
-    extras_require={
+    "extras_require": {
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
 
@@ -1025,10 +1025,10 @@ def get_tag(self):
             "pydoctor>=23.4.0"
         ]
     },
-    python_requires=">=3.7",
-    headers=headers,
-    platforms="ALL",
-    keywords=[
+    "python_requires": ">=3.7",
+    "headers": headers,
+    "platforms": "ALL",
+    "keywords": [
         "graph",
         "network",
         "mathematics",
@@ -1036,7 +1036,7 @@ def get_tag(self):
         "graph theory",
         "discrete mathematics",
     ],
-    classifiers=[
+    "classifiers": [
         "Development Status :: 4 - Beta",
         "Intended Audience :: Developers",
         "Intended Audience :: Science/Research",
@@ -1056,7 +1056,7 @@ def get_tag(self):
         "Topic :: Scientific/Engineering :: Bio-Informatics",
         "Topic :: Software Development :: Libraries :: Python Modules",
     ],
-    cmdclass=cmdclass,
-)
+    "cmdclass": cmdclass,
+}
 
 setup(**options)
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 69832dbe1..98c54274d 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -535,13 +535,13 @@ def __str__(self):
         See the documentation of L{GraphSummary} for more details about the
         output.
         """
-        params = dict(
-            verbosity=1,
-            width=78,
-            print_graph_attributes=False,
-            print_vertex_attributes=False,
-            print_edge_attributes=False,
-        )
+        params = {
+            "verbosity": 1,
+            "width": 78,
+            "print_graph_attributes": False,
+            "print_vertex_attributes": False,
+            "print_edge_attributes": False,
+        }
         return self.summary(**params)
 
     def summary(self, verbosity=0, width=None, *args, **kwds):
@@ -1210,8 +1210,12 @@ def write(graph, filename, *args, **kwds):
     'set_status_handler',
     'split_join_distance',
     'summary',
+    'umap_compute_weights',
     'union',
     'write',
+    '__igraph_version__',
+    '__version__',
+    '__version_info__',
 
     # enums and stuff
     'ADJ_DIRECTED',
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 866eb7800..4a67febd8 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -498,13 +498,11 @@ def main():
     if "shells" in config:
         parts = [part.strip() for part in config["shells"].split(",")]
         shell_classes = []
-        available_classes = dict(
-            [
-                (k, v)
+        available_classes = {
+            k: v
                 for k, v in globals().items()
                 if isinstance(v, type) and issubclass(v, Shell)
-            ]
-        )
+        }
         for part in parts:
             cls = available_classes.get(part, None)
             if cls is None:
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 42e224a86..70d04e1bd 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1224,7 +1224,7 @@ def _resolve_names_in_clusters(graph, clusters):
             return
 
         names = graph.vs["name"]
-        name_to_index = dict((k, v) for v, k in enumerate(names))
+        name_to_index = {k: v for v, k in enumerate(names)}
 
         for idx, cluster in enumerate(clusters):
             if any(isinstance(item, str) for item in cluster):
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 61af2a3b1..af8ffcb29 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -1,6 +1,6 @@
 from igraph._igraph import GraphBase
 from igraph.clustering import VertexDendrogram, VertexClustering
-from igraph.utils import deprecated, safemax
+from igraph.utils import deprecated
 
 from typing import List, Sequence, Tuple
 
@@ -26,7 +26,7 @@ def _community_fastgreedy(graph, weights=None):
     merges, qs = GraphBase.community_fastgreedy(graph, weights)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
-        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+        graph, merges, optimal_count, modularity_params={"weights": weights}
     )
 
 
@@ -91,7 +91,7 @@ def _community_leading_eigenvector(
     if clusters is None:
         clusters = -1
 
-    kwds = dict(weights=weights)
+    kwds = {"weights": weights}
     if arpack_options is not None:
         kwds["arpack_options"] = arpack_options
 
@@ -146,7 +146,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     if isinstance(fixed, str):
         fixed = [bool(o) for o in graph.vs[fixed]]
     cl = GraphBase.community_label_propagation(graph, weights, initial, fixed)
-    return VertexClustering(graph, cl, modularity_params=dict(weights=weights))
+    return VertexClustering(graph, cl, modularity_params={"weights": weights})
 
 
 def _community_multilevel(graph, weights=None, return_levels=False, resolution=1):
@@ -186,7 +186,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     if graph.is_directed():
         raise ValueError("input graph must be undirected")
 
-    modularity_params = dict(weights=weights, resolution=resolution)
+    modularity_params = {"weights": weights, "resolution": resolution}
     if return_levels:
         levels, qs = GraphBase.community_multilevel(
             graph, weights, return_levels=True, resolution=resolution
@@ -262,7 +262,7 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
             clusters = 1
 
     return VertexDendrogram(
-        graph, merges, clusters, modularity_params=dict(weights=weights)
+        graph, merges, clusters, modularity_params={"weights": weights}
     )
 
 
@@ -315,7 +315,7 @@ def _community_spinglass(graph, *args, **kwds):
     """
     membership = GraphBase.community_spinglass(graph, *args, **kwds)
     if "weights" in kwds:
-        modularity_params = dict(weights=kwds["weights"])
+        modularity_params = {"weights": kwds["weights"]}
     else:
         modularity_params = {}
     return VertexClustering(graph, membership, modularity_params=modularity_params)
@@ -343,7 +343,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     merges, qs = GraphBase.community_walktrap(graph, weights, steps)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
     return VertexDendrogram(
-        graph, merges, optimal_count, modularity_params=dict(weights=weights)
+        graph, merges, optimal_count, modularity_params={"weights": weights}
     )
 
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 708133e50..39788051c 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -260,7 +260,7 @@ def __getitem__(self, item):
             # Special case: retrieving all the keys within a section and
             # returning it in a dict
             keys = self._config.items(section)
-            return dict((key, self._get(section, key)) for key, _ in keys)
+            return {key: self._get(section, key) for key, _ in keys}
         else:
             return self._get(section, key)
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index 6323e46f6..a8f26ed4c 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -489,7 +489,7 @@ def __str__(self):
         if rowcount * colcount < maxidx:
             rowcount += 1
 
-        invmap = dict((v, k) for k, v in self._remap.items())
+        invmap = {v: k for k, v in self._remap.items()}
         result, row, idx = [], [], 0
         for _ in range(rowcount):
             for _ in range(colcount):
@@ -575,13 +575,13 @@ def __len__(self):
     def reverse_dict(self):
         """Returns the reverse mapping, i.e., the one that maps from generated
         IDs to their corresponding objects"""
-        return dict((v, k) for k, v in self._ids.items())
+        return {v: k for k, v in self._ids.items()}
 
     def values(self):
         """Returns the values stored so far. If the generator generates items
         according to the standard sorting order, the values returned will be
         exactly in the order they were added. This holds for integer IDs for
         instance (but for many other ID generators as well)."""
-        return sorted(list(self._ids.keys()), key=self._ids.__getitem__)
+        return sorted(self._ids.keys(), key=self._ids.__getitem__)
 
     add = __getitem__
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 60d819f96..0d7abc5eb 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -325,7 +325,7 @@ def _determine_edge_order(graph, kwds):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.es[edge_order_by]
         edge_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+            range(len(attrs)), key=attrs.__getitem__, reverse=bool(reverse)
         )
 
         return edge_order
@@ -355,7 +355,7 @@ def _determine_vertex_order(graph, kwds):
                 reverse = reverse.lower().startswith("desc")
         attrs = graph.vs[vertex_order_by]
         vertex_order = sorted(
-            list(range(len(attrs))), key=attrs.__getitem__, reverse=bool(reverse)
+            range(len(attrs)), key=attrs.__getitem__, reverse=bool(reverse)
         )
 
         return vertex_order
diff --git a/src/igraph/drawing/cairo/vertex.py b/src/igraph/drawing/cairo/vertex.py
index 8d5fdf8ab..57cb2f39e 100644
--- a/src/igraph/drawing/cairo/vertex.py
+++ b/src/igraph/drawing/cairo/vertex.py
@@ -54,7 +54,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             label_color = ("black", self.palette.get)
             font = "sans-serif"
             label_size = 14.0
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
             size = 20.0
             width = None
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 192abe308..4f0e41cf7 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -1996,7 +1996,6 @@ def lighten(color, ratio=0.5):
     "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web green": (0.0, 0.5019607843137255, 0.0, 1.0),
     "webgreen": (0.0, 0.5019607843137255, 0.0, 1.0),
-    "webgray": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web grey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "webgrey": (0.5019607843137255, 0.5019607843137255, 0.5019607843137255, 1.0),
     "web maroon": (0.5019607843137255, 0.0, 0.0, 1.0),
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index aa38d0571..837e7efde 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -244,7 +244,7 @@ def fetch(self, name=None, directed=False, keep_canonical_names=False):
             edge_attrs[attr_name] = attrs
 
         # Create a vertex name index
-        vertex_name_index = dict((v, k) for k, v in enumerate(vertices))
+        vertex_name_index = {v: k for k, v in enumerate(vertices)}
         del vertices
 
         # Remap the edges list to numeric IDs
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 9f73eb923..48f5fc82f 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -1,15 +1,12 @@
 """Drawers for various edge styles in Matplotlib graph plots."""
 
-from math import atan2, cos, pi, sin, sqrt
-from copy import deepcopy
+from math import atan2, cos, pi, sin
 
 from igraph.drawing.baseclasses import AbstractEdgeDrawer
 from igraph.drawing.metamagic import AttributeCollectorBase
 from igraph.drawing.matplotlib.utils import find_matplotlib
 from igraph.drawing.utils import (
-    euclidean_distance,
     get_bezier_control_points_for_curved_edge,
-    intersect_bezier_curve_and_circle,
     FakeModule,
 )
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 3a67acbd4..4b77031fe 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -376,10 +376,10 @@ def _draw_edge_labels(self):
             text_kwds["va"] = valign.value
 
             if visual_edge.background is not None:
-                text_kwds["bbox"] = dict(
-                    facecolor=visual_edge.background,
-                    edgecolor="none",
-                )
+                text_kwds["bbox"] = {
+                    "facecolor": visual_edge.background,
+                    "edgecolor": "none",
+                }
                 text_kwds["ha"] = "center"
                 text_kwds["va"] = "center"
 
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 49bd7389b..7bf6644bc 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -45,7 +45,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             font = "sans-serif"
             label_size = 12.0
             # FIXME? mpl.rcParams["font.size"])
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = ("circle", ShapeDrawerDirectory.resolve_default)
             size = 30
             width = None
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 81564fc2b..d98c8f818 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -171,12 +171,12 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
         path = " ".join(path)
 
         # Draw the edge
-        stroke = dict(
-            type="path",
-            path=path,
-            line_color=format_rgba(edge.color),
-            line_width=edge.width,
-        )
+        stroke = {
+            "type": "path",
+            "path": path,
+            "line_color": format_rgba(edge.color),
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
 
         # Draw the arrow head
@@ -202,18 +202,18 @@ def draw_loop_edge(self, edge, vertex):
         radius = vertex.size * 1.5
         center_x = vertex.position[0] + cos(pi / 4) * radius / 2.0
         center_y = vertex.position[1] - sin(pi / 4) * radius / 2.0
-        stroke = dict(
-            type="path",
-            path=format_arc(
+        stroke = {
+            "type": "path",
+            "path": format_arc(
                 (center_x, center_y),
                 radius / 2.0,
                 radius / 2.0,
                 theta1=0,
                 theta2=360.0,
             ),
-            line_color=edge.color,
-            line_width=edge.width,
-        )
+            "line_color": edge.color,
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
 
     def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
@@ -257,10 +257,10 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         path = " ".join(path)
 
-        stroke = dict(
-            type="path",
-            path=path,
-            line_color=format_rgba(edge.color),
-            line_width=edge.width,
-        )
+        stroke = {
+            "type": "path",
+            "path": path,
+            "line_color": format_rgba(edge.color),
+            "line_width": edge.width,
+        }
         fig.add_shape(stroke)
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index 956d954af..b45b88c6c 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -5,7 +5,6 @@
 
 """
 
-from collections import defaultdict
 from warnings import warn
 
 from igraph._igraph import convex_hull, VertexSeq
diff --git a/src/igraph/drawing/plotly/utils.py b/src/igraph/drawing/plotly/utils.py
index f1f23360d..f84f36cab 100644
--- a/src/igraph/drawing/plotly/utils.py
+++ b/src/igraph/drawing/plotly/utils.py
@@ -1,4 +1,4 @@
-from igraph.drawing.utils import FakeModule, Point
+from igraph.drawing.utils import FakeModule
 from typing import Any
 
 __all__ = ("find_plotly",)
diff --git a/src/igraph/drawing/plotly/vertex.py b/src/igraph/drawing/plotly/vertex.py
index f813d696c..014fa3674 100644
--- a/src/igraph/drawing/plotly/vertex.py
+++ b/src/igraph/drawing/plotly/vertex.py
@@ -34,7 +34,7 @@ class VisualVertexBuilder(AttributeCollectorBase):
             font = "sans-serif"
             label_size = 12.0
             # FIXME? mpl.rcParams["font.size"])
-            position = dict(func=self.layout.__getitem__)
+            position = {"func": self.layout.__getitem__}
             shape = "circle"
             size = 20.0
             width = None
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 7519917f4..2bd364688 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -667,8 +667,6 @@ def str_to_orientation(value, reversed_horizontal=False, reversed_vertical=False
         "bottom-top": "bt",
         "top-down": "tb",
         "bottom-up": "bt",
-        "top-bottom": "tb",
-        "bottom-top": "bt",
         "td": "tb",
         "bu": "bt",
     }
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index dcde9d2d2..8febe141a 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -32,7 +32,7 @@ def generate_edges(formula):
         yield [], [""], [False, False]
         return
 
-    name_tokens = set([token.NAME, token.NUMBER, token.STRING])
+    name_tokens = {token.NAME, token.NUMBER, token.STRING}
     edge_chars = "<>-+"
     start_names, end_names, arrowheads = [], [], [False, False]
     parsing_vertices = True
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 211f162b0..1e0556486 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -170,7 +170,7 @@ def rotate(self, angle, dim1=0, dim2=1, **kwds):
         radian = angle * pi / 180.0
         cos_alpha, sin_alpha = cos(radian), sin(radian)
 
-        for idx, row in enumerate(self._coords):
+        for _idx, row in enumerate(self._coords):
             x, y = row[dim1] - origin[dim1], row[dim2] - origin[dim2]
             row[dim1] = cos_alpha * x - sin_alpha * y + origin[dim1]
             row[dim2] = sin_alpha * x + cos_alpha * y + origin[dim2]
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index d50cc4fbb..0ecb2f8d4 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -224,7 +224,7 @@ def union(graphs, byname="auto"):
     # Vertex attributes
     if byname:
         graph_union.vs["name"] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - {"name"}
     nve = graph_union.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
@@ -426,7 +426,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
     # Vertex attributes
     if byname:
         graph_intsec.vs["name"] = uninames
-    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - set(["name"])
+    attrs = set.union(*(set(g.vertex_attributes()) for g in newgraphs)) - {"name"}
     nv = graph_intsec.vcount()
     for a_name in attrs:
         # Check for conflicts at at least one vertex
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 950bc473e..21b8ad555 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -523,7 +523,7 @@ def select(self, *args, **kwds):
 
         def _ensure_set(value):
             if isinstance(value, VertexSeq):
-                value = set(v.index for v in value)
+                value = {v.index for v in value}
             elif not isinstance(value, (set, frozenset)):
                 value = set(value)
             return value
@@ -567,7 +567,7 @@ def _ensure_set(value):
                         if hasattr(value, "__iter__") and not isinstance(value, str):
                             value = set(value)
                         else:
-                            value = set([value])
+                            value = {value}
 
                 if attr in ("_source", "_from"):
                     if es.is_all() and op == "eq":
@@ -795,10 +795,4 @@ def _add_proxy_methods():
             new_method_name = rename_methods[cls].get(method, method)
             setattr(cls, new_method_name, _graphmethod(None, method))
 
-    setattr(
-        EdgeSeq,
-        "edge_betweenness",
-        _graphmethod(
-            lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
-        ),
-    )
+    EdgeSeq.edge_betweenness = _graphmethod(lambda self, result: [result[i] for i in self.indices], "edge_betweenness")
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 19d2ce337..321eeb60f 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -231,14 +231,14 @@ def _construct_vertex_attributes(self):
     def _construct_header(self):
         """Constructs the header part of the summary."""
         graph = self._graph
-        params = dict(
-            directed="UD"[graph.is_directed()],
-            named="-N"[graph.is_named()],
-            weighted="-W"[graph.is_weighted()],
-            typed="-T"["type" in graph.vertex_attributes()],
-            vcount=graph.vcount(),
-            ecount=graph.ecount(),
-        )
+        params = {
+            "directed": "UD"[graph.is_directed()],
+            "named": "-N"[graph.is_named()],
+            "weighted": "-W"[graph.is_weighted()],
+            "typed": "-T"["type" in graph.vertex_attributes()],
+            "vcount": graph.vcount(),
+            "ecount": graph.ecount(),
+        }
         if "name" in graph.attributes():
             params["name"] = graph["name"]
         else:
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index df34e47f6..ac2bff166 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -138,7 +138,7 @@ def wrapper(*args, **kwargs):
             figs = _load_result_images(baseline_images)
 
             # 3. compare them one by one
-            for i, (baseline, fig) in enumerate(zip(baselines, figs)):
+            for _i, (baseline, fig) in enumerate(zip(baselines, figs)):
                 res = compare_image(baseline, fig, tol)
                 self.assertLessEqual(res, tol)
 
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index b31d7287d..42730f7b1 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -1,5 +1,4 @@
 import os
-import random
 import unittest
 
 
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 9bf78966a..5bad32b44 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -34,7 +34,6 @@ def _unittest_image_comparison(
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
-    import unittest
 
     def decorator(func):
         old_sig = inspect.signature(func)
@@ -108,7 +107,7 @@ def image_comparison(
         "_classic_test_patch"]``.
     """
     if savefig_kwarg is None:
-        savefig_kwarg = dict()  # default no kwargs to savefig
+        savefig_kwarg = {}  # default no kwargs to savefig
     if sys.maxsize <= 2 ** 32:
         tol += 0.06
     return _unittest_image_comparison(
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 1c6f51b54..e43e74ff5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -179,7 +179,6 @@ def _unittest_image_comparison(
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
-    import unittest
 
     def decorator(func):
         old_sig = inspect.signature(func)
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 6e040f727..84c56a276 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -157,7 +157,7 @@ class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in set([70, 180])]
+GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}]
 
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
@@ -169,7 +169,7 @@ class IsoclassTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in set([136])]
+IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}]
 
 
 def suite():
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index a1af53ce1..304414d2f 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -1,5 +1,4 @@
 # vim:ts=4 sw=4 sts=4:
-import sys
 import unittest
 
 from igraph import Graph
@@ -151,7 +150,7 @@ def testCombinationRandom(self):
         g = self.g
         g.simplify(combine_edges="random")
         del g.es["weight2"]
-        for i in range(100):
+        for _i in range(100):
             self.assertTrue(g.es[0]["weight"] in (1, 2))
             self.assertTrue(g.es[1]["weight"] == 3)
             self.assertTrue(g.es[2]["weight"] in (4, 5, 6))
@@ -198,7 +197,7 @@ def testCombinationLast(self):
     def testCombinationConcat(self):
         g = self.g
         g.es["name"] = list("ABCDEFG")
-        g.simplify(combine_edges=dict(name="concat"))
+        g.simplify(combine_edges={"name": "concat"})
         self.assertFalse("weight" in g.edge_attributes())
         self.assertFalse("weight2" in g.edge_attributes())
         self.assertTrue(g.es["name"] == ["AB", "C", "DEF"])
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 5b1f3a44b..b6e6fc7e0 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -323,7 +323,7 @@ def testClear(self):
     def testGraphGetEid(self):
         g = Graph.Famous("petersen")
         g.vs["name"] = list("ABCDEFGHIJ")
-        edges_to_ids = dict((v, k) for k, v in enumerate(g.get_edgelist()))
+        edges_to_ids = {v: k for k, v in enumerate(g.get_edgelist())}
         for (source, target), edge_id in edges_to_ids.items():
             source_name, target_name = g.vs[(source, target)]["name"]
             self.assertEqual(edge_id, g.get_eid(source, target))
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 55817a02e..59540c315 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -11,20 +11,20 @@ def testToUndirected(self):
         graph2 = graph.copy()
         graph2.to_undirected(mode=False)
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (0, 2)])
 
         graph2 = graph.copy()
         graph2.to_undirected()
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
 
         graph2 = graph.copy()
         graph2.es["weight"] = [1, 2, 3]
         graph2.to_undirected(mode="collapse", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 2)])
         self.assertTrue(graph2.es["weight"] == [4, 2])
 
@@ -33,7 +33,7 @@ def testToUndirected(self):
         graph2.es["weight"] = [1, 2, 3, 4, 5, 6]
         graph2.to_undirected(mode="mutual", combine_edges="sum")
         self.assertTrue(graph2.vcount() == graph.vcount())
-        self.assertTrue(graph2.is_directed() == False)
+        self.assertTrue(graph2.is_directed() is False)
         self.assertTrue(sorted(graph2.get_edgelist()) == [(0, 1), (0, 1), (1, 2)])
         self.assertTrue(
             graph2.es["weight"] == [7, 3, 11] or graph2.es["weight"] == [3, 7, 11]
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index a7ad5bd49..920e5f0f7 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -143,14 +143,14 @@ def testFromIntAttribute(self):
     def testClusterGraph(self):
         cl = VertexClustering(self.graph, [0, 0, 0, 1, 1, 1, 2, 2, 2, 2])
         self.graph.delete_edges(self.graph.es.select(_between=([0, 1, 2], [3, 4, 5])))
-        clg = cl.cluster_graph(dict(string="concat", int=max))
+        clg = cl.cluster_graph({"string": "concat", "int": max})
 
         self.assertTrue(sorted(clg.get_edgelist()) == [(0, 2), (1, 2)])
         self.assertTrue(not clg.is_directed())
         self.assertTrue(clg.vs["string"] == ["aaa", "bbc", "ccab"])
         self.assertTrue(clg.vs["int"] == [41, 64, 47])
 
-        clg = cl.cluster_graph(dict(string="concat", int=max), False)
+        clg = cl.cluster_graph({"string": "concat", "int": max}, False)
         self.assertTrue(
             sorted(clg.get_edgelist())
             == [(0, 0)] * 3
@@ -461,7 +461,7 @@ def testSpinglass(self):
 
         # Spinglass community detection is a bit unstable, so run it three times
         ok = False
-        for i in range(3):
+        for _i in range(3):
             cl = g.community_spinglass()
             if self.reindexMembership(cl) == [
                 0,
@@ -561,7 +561,7 @@ def testCohesiveBlocks1(self):
         cbs = g.cohesive_blocks()
         self.genericTests(cbs)
         self.assertEqual(
-            sorted(list(cbs)),
+            sorted(cbs),
             [
                 list(range(0, 5)),
                 list(range(18)),
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index c3259257a..11dde6079 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -63,10 +63,10 @@ def testUpdateAttributes(self):
         self.assertEqual(e["a"], 2)
 
         e.update_attributes([("a", 3), ("b", 4)], c=5, d=6)
-        self.assertEqual(e.attributes(), dict(a=3, b=4, c=5, d=6))
+        self.assertEqual(e.attributes(), {"a": 3, "b": 4, "c": 5, "d": 6})
 
-        e.update_attributes(dict(b=44, c=55))
-        self.assertEqual(e.attributes(), dict(a=3, b=44, c=55, d=6))
+        e.update_attributes({"b": 44, "c": 55})
+        self.assertEqual(e.attributes(), {"a": 3, "b": 44, "c": 55, "d": 6})
 
     def testPhantomEdge(self):
         e = self.g.es[self.g.ecount() - 1]
@@ -281,8 +281,8 @@ def testKeywordFilteringSelect(self):
 
     def testSourceTargetFiltering(self):
         g = Graph.Barabasi(1000, 2, directed=True)
-        es1 = set(e.source for e in g.es.select(_target_in=[2, 4]))
-        es2 = set(v1 for v1, v2 in g.get_edgelist() if v2 in [2, 4])
+        es1 = {e.source for e in g.es.select(_target_in=[2, 4])}
+        es2 = {v1 for v1, v2 in g.get_edgelist() if v2 in [2, 4]}
         self.assertTrue(es1 == es2)
 
     def testWithinFiltering(self):
diff --git a/tests/test_flow.py b/tests/test_flow.py
index 239046ac7..785a4d82d 100644
--- a/tests/test_flow.py
+++ b/tests/test_flow.py
@@ -162,7 +162,7 @@ def testAllSTCuts2(self):
         g = self.constructLadderGraph(directed=True)
         cuts = g.all_st_cuts(0, 11)
         self.assertEqual(len(cuts), 36)
-        self.assertEqual(len(set(tuple(cut.membership) for cut in cuts)), 36)
+        self.assertEqual(len({tuple(cut.membership) for cut in cuts}), 36)
         for cut in cuts:
             g2 = g.copy()
             g2.delete_edges(cut.es)
@@ -177,7 +177,7 @@ def testAllSTMinCuts2(self):
         g.to_directed("mutual")
         cuts = g.all_st_mincuts(0, 11)
         self.assertEqual(len(cuts), 7)
-        self.assertEqual(len(set(tuple(cut.membership) for cut in cuts)), 7)
+        self.assertEqual(len({tuple(cut.membership) for cut in cuts}), 7)
         for cut in cuts:
             self.assertEqual(cut.value, 2)
             g2 = g.copy()
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 192ee8959..735c6b524 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -590,7 +590,7 @@ def testVertexDataFrames(self):
         self.assertEqual(df.shape, (5, 2))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(list(df["name"]), g.vs["name"])
-        self.assertEqual(set(df.columns), set(["name", "weight"]))
+        self.assertEqual(set(df.columns), {"name", "weight"})
         self.assertEqual(list(df["weight"]), g.vs["weight"])
 
         # No vertex names, with attributes (common case)
@@ -618,7 +618,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 3))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(list(df["name"]), g.es["name"])
-        self.assertEqual(set(df.columns), set(["source", "target", "name"]))
+        self.assertEqual(set(df.columns), {"source", "target", "name"})
 
         # No edge names, with attributes
         g = Graph([(0, 1), (0, 2), (0, 3), (1, 2), (2, 4)])
@@ -626,7 +626,7 @@ def testEdgeDataFrames(self):
         df = g.get_edge_dataframe()
         self.assertEqual(df.shape, (5, 3))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
-        self.assertEqual(set(df.columns), set(["source", "target", "weight"]))
+        self.assertEqual(set(df.columns), {"source", "target", "weight"})
         self.assertEqual(list(df["weight"]), g.es["weight"])
 
         # Edge names, with weird attributes
@@ -637,7 +637,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(
-            set(df.columns), set(["source", "target", "name", "source", "weight"])
+            set(df.columns), {"source", "target", "name", "source", "weight"}
         )
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index 84eed6581..f25c0e08d 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -16,11 +16,11 @@ def testErdosRenyiComponents(self):
             g.vs[component]["color"] = color
 
         # No plotting here, but we calculate the FR layout
-        fr = g.layout("fr")
+        g.layout("fr")
 
     def testKautz(self):
         g = Graph.Kautz(m=3, n=2)
-        adj = g.get_adjacency()
+        g.get_adjacency()
         # Plotting omitted
 
     def testMSTofGRG(self):
@@ -33,7 +33,7 @@ def distance(p1, p2):
         weights = [distance(layout[edge.source], layout[edge.target]) for edge in g.es]
         max_weight = max(weights)
         g.es["width"] = [6 - 5 * weight / max_weight for weight in weights]
-        mst = g.spanning_tree(weights)
+        g.spanning_tree(weights)
         # Plotting omitted
 
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index cabc9c5ae..17133a231 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -369,10 +369,10 @@ def testBipartite(self):
 
         lo = g.layout("bipartite", hgap=5)
         self.assertEqual(
-            set([0, 5, 10]), set(coord[0] for coord in lo if coord[1] == 1)
+            {0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1}
         )
         self.assertEqual(
-            set([2.5, 7.5]), set(coord[0] for coord in lo if coord[1] == 0)
+            {2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0}
         )
 
     def testDRL(self):
diff --git a/tests/test_operators.py b/tests/test_operators.py
index ecc9f73c5..47237347b 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -187,7 +187,7 @@ def testUnionManyEdgemap(self):
         g = union(gs)
         for e in g.es:
             vnames = [g.vs[e.source]["name"], g.vs[e.target]["name"]]
-            if set(vnames) == set(["A", "B"]):
+            if set(vnames) == {"A", "B"}:
                 self.assertTrue(e["attr"] == "set")
             else:
                 self.assertTrue(e["attr"] == "set_too")
@@ -230,7 +230,7 @@ def testIntersectionManyAttributes(self):
         self.assertTrue(g.vs[names.index("six")]["attr"] == "set_too")
         self.assertTrue(g.ecount() == 1)
         self.assertTrue(
-            set(g.get_edgelist()[0]) == set([names.index("one"), names.index("two")]),
+            set(g.get_edgelist()[0]) == {names.index("one"), names.index("two")},
         )
 
     def testIntersectionManyEdgemap(self):
diff --git a/tests/test_separators.py b/tests/test_separators.py
index 29a63ebb8..a9267976e 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -38,7 +38,7 @@ def testIsMinimalSeparator(self):
 
     def testAllMinimalSTSeparators(self):
         g = Graph.Famous("petersen")
-        min_st_seps = set(tuple(x) for x in g.all_minimal_st_separators())
+        min_st_seps = {tuple(x) for x in g.all_minimal_st_separators()}
         for vs in powerset(list(range(g.vcount()))):
             if vs in min_st_seps:
                 self.assertTrue(g.is_minimal_separator(vs))
@@ -47,7 +47,7 @@ def testAllMinimalSTSeparators(self):
 
     def testMinimumSizeSeparators(self):
         g = Graph.Famous("zachary")
-        min_st_seps = set(tuple(x) for x in g.all_minimal_st_separators())
+        min_st_seps = {tuple(x) for x in g.all_minimal_st_separators()}
         min_size_seps = [tuple(x) for x in g.minimum_size_separators()]
         self.assertTrue(set(min_size_seps).issubset(min_st_seps))
         self.assertTrue(len(set(min_size_seps)) == len(min_size_seps))
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 2b043503d..40f244f4f 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -1030,7 +1030,7 @@ def compareDomTrees(self, alist, blist):
         """
         if len(alist) != len(blist):
             return False
-        for i, (a, b) in enumerate(zip(alist, blist)):
+        for _i, (a, b) in enumerate(zip(alist, blist)):
             if math.isnan(a) and math.isnan(b):
                 continue
             elif a == b:
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index fb804cc6a..e8009e3a7 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -53,10 +53,10 @@ def testUpdateAttributes(self):
         self.assertEqual(v["a"], 2)
 
         v.update_attributes([("a", 3), ("b", 4)], c=5, d=6)
-        self.assertEqual(v.attributes(), dict(a=3, b=4, c=5, d=6))
+        self.assertEqual(v.attributes(), {"a": 3, "b": 4, "c": 5, "d": 6})
 
-        v.update_attributes(dict(b=44, c=55))
-        self.assertEqual(v.attributes(), dict(a=3, b=44, c=55, d=6))
+        v.update_attributes({"b": 44, "c": 55})
+        self.assertEqual(v.attributes(), {"a": 3, "b": 44, "c": 55, "d": 6})
 
     def testPhantomVertex(self):
         v = self.g.vs[9]
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 760a3937c..7d2de1cab 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -33,7 +33,7 @@ def validate_edge_walk(self, g, walk, start, length, mode="out"):
 
     def testRandomWalkUndirected(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length)
@@ -42,7 +42,7 @@ def testRandomWalkUndirected(self):
     def testRandomWalkDirectedOut(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "out"
-        for i in range(100):
+        for _i in range(100):
             start = 0
             length = random.randint(0, 4)
             walk = g.random_walk(start, length, mode)
@@ -51,7 +51,7 @@ def testRandomWalkDirectedOut(self):
     def testRandomWalkDirectedIn(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "in"
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(40, g.vcount() - 1)
             length = random.randint(0, 4)
             walk = g.random_walk(start, length, mode)
@@ -60,7 +60,7 @@ def testRandomWalkDirectedIn(self):
     def testRandomWalkDirectedAll(self):
         g = Graph.Tree(121, 3, mode="out")
         mode = "all"
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, mode)
@@ -74,7 +74,7 @@ def testRandomWalkStuck(self):
 
     def testRandomWalkUndirectedVertices(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, return_type='vertices')
@@ -82,7 +82,7 @@ def testRandomWalkUndirectedVertices(self):
 
     def testRandomWalkUndirectedEdges(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, return_type='edges')
@@ -90,7 +90,7 @@ def testRandomWalkUndirectedEdges(self):
 
     def testRandomWalkUndirectedBoth(self):
         g = Graph.GRG(100, 0.2)
-        for i in range(10):
+        for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk_dic = g.random_walk(start, length, return_type='both')
@@ -102,7 +102,7 @@ def testRandomWalkUndirectedBoth(self):
     def testRandomWalkUndirectedWeighted(self):
         g = Graph.GRG(100, 0.2)
         g.es['weight'] = [1.0 for i in range(g.ecount())]
-        for i in range(100):
+        for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
             walk = g.random_walk(start, length, weights='weight')

From 971a08b4592865e913092922e2edca75bd5cf442 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:22:43 +0200
Subject: [PATCH 177/681] fix: fixed lots of linter warnings

---
 src/igraph/adjacency.py                     |  2 +-
 src/igraph/app/shell.py                     |  7 ++--
 src/igraph/clustering.py                    |  4 +--
 src/igraph/drawing/__init__.py              |  6 ++--
 src/igraph/drawing/cairo/dendrogram.py      |  4 +--
 src/igraph/drawing/cairo/graph.py           |  1 +
 src/igraph/drawing/cairo/matrix.py          |  2 +-
 src/igraph/drawing/cairo/plot.py            |  6 ++--
 src/igraph/drawing/cairo/text.py            |  2 +-
 src/igraph/drawing/graph.py                 |  9 +++--
 src/igraph/drawing/matplotlib/dendrogram.py |  4 +--
 src/igraph/drawing/matplotlib/graph.py      |  3 +-
 src/igraph/drawing/metamagic.py             |  6 ++--
 src/igraph/drawing/plotly/graph.py          |  4 +--
 src/igraph/drawing/shapes.py                |  2 +-
 src/igraph/drawing/utils.py                 |  2 +-
 src/igraph/io/files.py                      | 14 ++++----
 src/igraph/io/images.py                     |  2 +-
 src/igraph/io/libraries.py                  |  4 +--
 src/igraph/io/objects.py                    | 18 +++++-----
 src/igraph/layout.py                        | 12 +++----
 src/igraph/operators/functions.py           |  6 ++--
 src/igraph/remote/gephi.py                  |  8 ++---
 src/igraph/seq.py                           |  2 +-
 src/igraph/summary.py                       |  2 +-
 src/igraph/utils.py                         |  2 +-
 tests/drawing/plotly/test_graph.py          |  6 +---
 tests/test_basic.py                         |  2 +-
 tests/test_conversion.py                    |  2 +-
 tests/test_decomposition.py                 |  4 +--
 tests/test_foreign.py                       |  2 +-
 tests/test_structural.py                    | 39 ---------------------
 32 files changed, 73 insertions(+), 116 deletions(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index c7b377d3f..beced4497 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -99,7 +99,7 @@ def _get_adjacency_sparse(self, attribute=None):
     try:
         from scipy import sparse
     except ImportError:
-        raise ImportError("You should install scipy in order to use this function")
+        raise ImportError("You should install scipy in order to use this function") from None
 
     edges = self.get_edgelist()
     if attribute is None:
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 4a67febd8..02215c2e3 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -186,7 +186,7 @@ def render(self, template):
         the corresponding terminal control string (if it's defined) or
         '' (if it's not).
         """
-        return re.sub("r\$\$|\${\w+}", self._render_sub, template)  # noqa: W605
+        return re.sub(r"r\$\$|\${\w+}", self._render_sub, template)  # noqa: W605
 
     def _render_sub(self, match):
         """Helper function for L{render}"""
@@ -287,9 +287,6 @@ def clear(self):
 class Shell(metaclass=ABCMeta):
     """Superclass of the embeddable shells supported by igraph"""
 
-    def __init__(self):
-        pass
-
     @abstractmethod
     def __call__(self):
         raise NotImplementedError
@@ -343,7 +340,7 @@ def __init__(self):
         idlelib.PyShell.use_subprocess = True
 
         try:
-            sys.ps1
+            sys.ps1  # noqa: B018
         except AttributeError:
             sys.ps1 = ">>> "
 
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 70d04e1bd..aba63fc3e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -577,7 +577,7 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
         if n is None:
             n = len(merges) + 1
         tuple_repr = range(n)
-        idxs = range(n)
+        idxs = list(range(n))
         for rowidx, row in enumerate(merges):
             i, j = row
             try:
@@ -588,7 +588,7 @@ def _convert_matrix_to_tuple_repr(merges, n=None):
                 raise ValueError(
                     "malformed matrix, subgroup referenced "
                     + "before being created in step %d" % rowidx
-                )
+                ) from None
             idxs.append(j)
         return [x for x in tuple_repr if x is not None]
 
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 8a2ea2a3c..7bdbee231 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -118,7 +118,7 @@ def resolve(cls, obj, backend):
         except KeyError:
             raise ValueError(
                 f"unknown drawer for {object_name} and backend {backend}",
-            )
+            ) from None
 
 
 def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
@@ -261,14 +261,14 @@ def plot(obj, target=None, bbox=(0, 0, 600, 600), *args, **kwds):
         # Get the plotting function from the object
         plotter = getattr(obj, "__plot__", None)
         if plotter is None:
-            warn("%s does not support plotting" % (obj,))
+            warn("%s does not support plotting" % (obj,), stacklevel=1)
             return
         else:
             result = plotter(
                 backend,
                 target,
                 palette=palette,
-                *args,
+                *args,  # noqa: B026
                 **kwds,
             )
 
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index 9e7b2a7dc..566a5ebff 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -150,7 +150,7 @@ def draw(self, dendro, **kwds):
         inorder = dendro._traverse_inorder()
         if not horiz:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (x, 0)
                 x += max(font_height, item_boxes[element][0])
 
@@ -163,7 +163,7 @@ def draw(self, dendro, **kwds):
                 layout.mirror(1)
         else:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (0, y)
                 y += max(font_height, item_boxes[element][1])
 
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index 3605bbda2..e8b25c073 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -120,6 +120,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         bbox = kwds.pop("bbox", None)
diff --git a/src/igraph/drawing/cairo/matrix.py b/src/igraph/drawing/cairo/matrix.py
index a5e506bda..8da160177 100644
--- a/src/igraph/drawing/cairo/matrix.py
+++ b/src/igraph/drawing/cairo/matrix.py
@@ -231,7 +231,7 @@ def draw(self, matrix, **kwds):
             x, y = ox, oy
             context.set_source_rgb(0.0, 0.0, 0.0)
             for row in values.data:
-                if hasattr(value_format, "__call__"):
+                if callable(value_format):
                     values = [value_format(item) for item in row]
                 else:
                     values = [value_format % item for item in row]
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index 663975378..19a6014c7 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -274,13 +274,13 @@ def redraw(self, context=None):
                 palette = getattr(obj, "_default_palette", self._palette)
             plotter = getattr(obj, "__plot__", None)
             if plotter is None:
-                warn("%s does not support plotting" % (obj,))
+                warn("%s does not support plotting" % (obj,), stacklevel=1)
             else:
                 if opacity < 1.0:
                     ctx.push_group()
                 else:
                     ctx.save()
-                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)
+                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)  # noqa: B026
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
                     ctx.paint_with_alpha(opacity)
@@ -312,7 +312,7 @@ def save(self, fname=None):
             return self._surface.write_to_png(str(fname))
 
         if fname is not None:
-            warn("filename is ignored for surfaces other than ImageSurface")
+            warn("filename is ignored for surfaces other than ImageSurface", stacklevel=1)
 
         self._ctx.show_page()
         self._surface.finish()
diff --git a/src/igraph/drawing/cairo/text.py b/src/igraph/drawing/cairo/text.py
index d30507250..039102af1 100644
--- a/src/igraph/drawing/cairo/text.py
+++ b/src/igraph/drawing/cairo/text.py
@@ -96,7 +96,7 @@ def get_text_layout(self, x=None, y=None, width=None, wrap=False):
         if wrap and width and width > 0:
             iterlines = self._iterlines_wrapped(width)
         elif wrap:
-            warn("ignoring wrap=True as no width was specified")
+            warn("ignoring wrap=True as no width was specified", stacklevel=1)
             iterlines = self._iterlines()
         else:
             iterlines = self._iterlines()
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index 837e7efde..a9980080c 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -3,8 +3,8 @@
 
 This module contains routines to draw graphs on:
 
-  - Cairo surfaces (L{DefaultGraphDrawer})
-  - Matplotlib axes (L{MatplotlibGraphDrawer})
+    - Cairo surfaces (L{DefaultGraphDrawer})
+    - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
 (U{Cytoscape<http://www.cytoscape.org>}) using the
@@ -69,6 +69,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         cy = self.service
@@ -80,7 +81,8 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
             except Fault:
                 warn(
                     "CytoscapeRPC too old, cannot create network without view."
-                    " Consider upgrading CytoscapeRPC to use this feature."
+                    " Consider upgrading CytoscapeRPC to use this feature.",
+                    stacklevel=1
                 )
                 network_id = cy.createNetwork(name)
         else:
@@ -353,6 +355,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/matplotlib/dendrogram.py b/src/igraph/drawing/matplotlib/dendrogram.py
index 4354ce143..bda21703f 100644
--- a/src/igraph/drawing/matplotlib/dendrogram.py
+++ b/src/igraph/drawing/matplotlib/dendrogram.py
@@ -93,7 +93,7 @@ def draw(self, dendro, orientation="lr", **kwds):
         if not horiz:
             x, y = 0, 0
             # Leaves
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (x, 0)
                 x += 1
 
@@ -111,7 +111,7 @@ def draw(self, dendro, orientation="lr", **kwds):
                 layout.mirror(1)
         else:
             x, y = 0, 0
-            for idx, element in enumerate(inorder):
+            for element in inorder:
                 layout[element] = (0, y)
                 y += 1
 
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4b77031fe..4c5c922cf 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -792,6 +792,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         # Some abbreviations for sake of simplicity
@@ -802,7 +803,7 @@ def draw(self, graph, *args, **kwds):
             graph,
             vertex_drawer_factory=self.vertex_drawer_factory,
             edge_drawer_factory=self.edge_drawer_factory,
-            *args,
+            *args,  # noqa: B026
             **kwds,
         )
 
diff --git a/src/igraph/drawing/metamagic.py b/src/igraph/drawing/metamagic.py
index a99684cdc..63546bcc6 100644
--- a/src/igraph/drawing/metamagic.py
+++ b/src/igraph/drawing/metamagic.py
@@ -107,7 +107,7 @@ def __init__(self, name, default=None, alt_name=None, transform=None, func=None)
         self.func = func
         self.accessor = None
 
-        if self.transform and not hasattr(self.transform, "__call__"):
+        if self.transform and not callable(self.transform):
             raise TypeError("transform must be callable")
 
         if self.transform is None and self.default is not None:
@@ -152,7 +152,7 @@ class AttributeCollectorMeta(type):
     def __new__(mcs, name, bases, attrs):
         attr_specs = []
         for attr, value in attrs.items():
-            if attr.startswith("_") or hasattr(value, "__call__"):
+            if attr.startswith("_") or callable(value):
                 continue
             if isinstance(value, AttributeSpecification):
                 attr_spec = value
@@ -176,7 +176,7 @@ def __new__(mcs, name, bases, attrs):
         return super().__new__(mcs, name, bases, attrs)
 
     @classmethod
-    def record_generator(mcs, name, slots):
+    def record_generator(cls, name, slots):
         """Generates a simple class that has the given slots and nothing else"""
 
         class Element:
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index b45b88c6c..bdd7b324f 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -58,6 +58,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
+                stacklevel=1
             )
 
         # Some abbreviations for sake of simplicity
@@ -104,9 +105,6 @@ def draw(self, graph, *args, **kwds):
         if "mark_groups" in kwds:
             mark_groups = kwds["mark_groups"]
 
-            # Deferred import to avoid a cycle in the import graph
-            from igraph.clustering import VertexClustering, VertexCover
-
             # Figure out what to do with mark_groups in order to be able to
             # iterate over it and get memberlist-color pairs
             if isinstance(mark_groups, dict):
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index df4d00c70..340121d77 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -384,7 +384,7 @@ def resolve(cls, shape):
         try:
             return cls.known_shapes[shape]
         except KeyError:
-            raise ValueError("unknown shape: %s" % shape)
+            raise ValueError("unknown shape: %s" % shape) from None
 
     @classmethod
     def resolve_default(cls, shape, default=NullDrawer):
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index 2bd364688..e049bd2c1 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -54,7 +54,7 @@ def __init__(self, *args):
         try:
             coords = tuple(float(coord) for coord in coords)
         except ValueError:
-            raise ValueError("invalid coordinate format, numbers expected")
+            raise ValueError("invalid coordinate format, numbers expected") from None
 
         self.coords = coords
 
diff --git a/src/igraph/io/files.py b/src/igraph/io/files.py
index bea7bb076..56e674f90 100644
--- a/src/igraph/io/files.py
+++ b/src/igraph/io/files.py
@@ -214,7 +214,7 @@ def _construct_graph_from_pickle_file(cls, fname=None):
                 raise IOError(
                     "Cannot load file. If fname is a file name, that "
                     "filename may be incorrect."
-                )
+                ) from None
         except IOError:
             try:
                 # No file with the given name, try unpickling directly.
@@ -223,7 +223,7 @@ def _construct_graph_from_pickle_file(cls, fname=None):
                 raise IOError(
                     "Cannot load file. If fname is a file name, that "
                     "filename may be incorrect."
-                )
+                ) from None
         else:
             result = pickle.load(fp)
             fp.close()
@@ -288,7 +288,7 @@ def _construct_graph_from_file(cls, f, format=None, *args, **kwds):
     try:
         reader = cls._format_mapping[format][0]
     except (KeyError, IndexError):
-        raise IOError("unknown file format: %s" % str(format))
+        raise IOError("unknown file format: %s" % str(format)) from None
     if reader is None:
         raise IOError("no reader method for file format: %s" % str(format))
     reader = getattr(cls, reader)
@@ -337,7 +337,7 @@ def _write_graph_to_dimacs_file(
             raise ValueError(
                 "source vertex must be provided in the 'source' graph "
                 "attribute or in the 'source' argument of write_dimacs()"
-            )
+            ) from None
 
     if target is None:
         try:
@@ -346,10 +346,10 @@ def _write_graph_to_dimacs_file(
             raise ValueError(
                 "target vertex must be provided in the 'target' graph "
                 "attribute or in the 'target' argument of write_dimacs()"
-            )
+            ) from None
 
     if isinstance(capacity, str) and capacity not in graph.edge_attributes():
-        warn("'%s' edge attribute does not exist" % capacity)
+        warn("'%s' edge attribute does not exist" % capacity, stacklevel=1)
         capacity = [1] * graph.ecount()
 
     return GraphBase.write_dimacs(graph, f, source, target, capacity)
@@ -487,7 +487,7 @@ def _write_graph_to_file(graph, f, format=None, *args, **kwds):
     try:
         writer = graph._format_mapping[format][1]
     except (KeyError, IndexError):
-        raise IOError("unknown file format: %s" % str(format))
+        raise IOError("unknown file format: %s" % str(format)) from None
     if writer is None:
         raise IOError("no writer method for file format: %s" % str(format))
     writer = getattr(graph, writer)
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 21a69ad0e..052be0500 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -266,7 +266,7 @@ def _write_graph_to_svg(
                     "font sizes must be specified in pixels "
                     "when any of the nodes has shape=3 (i.e. "
                     "node size determined by text size)"
-                )
+                ) from None
         tk_window = tk.Tk()
         font = tkinter.font.Font(
             root=tk_window, font=("Sans", font_size_in_pixels, tkinter.font.NORMAL)
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 7331d9d25..b0cda6048 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -146,7 +146,7 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
     # Sort edges if there is a trace of a previous igraph ordering
     if "_igraph_index" in eattr:
         # Poor man's argsort
-        sortd = [(i, x) for i, x in enumerate(eattr["_igraph_index"])]
+        sortd = list(enumerate(eattr["_igraph_index"]))
         sortd.sort(key=lambda x: x[1])
         idx = [i for i, x in sortd]
 
@@ -223,7 +223,7 @@ def _export_graph_to_graph_tool(
     for edge in graph.es:
         e = g.add_edge(edge.source, edge.target)
         if edge_attributes is not None:
-            for x, dtype in edge_attributes.items():
+            for x in edge_attributes.keys():
                 prop = edge.attributes().get(x, None)
                 g.edge_properties[x][e] = prop
 
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 7c29cfd9e..230d54c02 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -136,7 +136,7 @@ def create_list_from_indices(indices, n):
         if len(vertex_name_map) > n:
             diff = len(vertex_name_map) - n
             more = [None] * diff
-            for k, v in vertex_attrs.items():
+            for v in vertex_attrs.values():
                 v.extend(more)
             vertex_attrs[vertex_name_attr] = list(vertex_name_map.values())
             n = len(vertex_name_map)
@@ -405,11 +405,7 @@ def _construct_graph_from_dataframe(
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
-    try:
-        import numpy as np
-    except ImportError:
-        raise ImportError("You should install numpy in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     if edges.shape[1] < 2:
         raise ValueError("The 'edges' DataFrame must contain at least two columns")
@@ -452,7 +448,8 @@ def _construct_graph_from_dataframe(
         # Handle if some source and target names in 'edges' are 'NA'
         if edges.iloc[:, :2].isna().any(axis=None):
             warn(
-                "In the first two columns of 'edges' NA elements were replaced with string \"NA\""
+                "In the first two columns of 'edges' NA elements were replaced with string \"NA\"",
+                stacklevel=1
             )
             edges = edges.copy()
             edges.iloc[:, :2].fillna("NA", inplace=True)
@@ -463,7 +460,8 @@ def _construct_graph_from_dataframe(
 
         if vertices.iloc[:, 0].isna().any():
             warn(
-                "In the first column of 'vertices' NA elements were replaced with string \"NA\""
+                "In the first column of 'vertices' NA elements were replaced with string \"NA\"",
+                stacklevel=1
             )
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna("NA", inplace=True)
@@ -793,7 +791,7 @@ def _export_vertex_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     df = pd.DataFrame(
         {attr: graph.vs[attr] for attr in graph.vertex_attributes()},
@@ -837,7 +835,7 @@ def _export_edge_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function")
+        raise ImportError("You should install pandas in order to use this function") from None
 
     df = pd.DataFrame(
         {attr: graph.es[attr] for attr in graph.edge_attributes()},
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 1e0556486..6ed163b05 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -200,7 +200,7 @@ def scale(self, *args, **kwds):
         if len(scaling) == 0:
             raise ValueError("scaling factor must be given")
         elif len(scaling) == 1:
-            if type(scaling[0]) == int or type(scaling[0]) == float:
+            if isinstance(scaling[0], (int, float)):
                 scaling *= self._dim
             else:
                 scaling = scaling[0]
@@ -226,7 +226,7 @@ def translate(self, *args, **kwds):
         v = kwds.get("v") or args
         if len(v) == 0:
             raise ValueError("translation vector must be given")
-        elif len(v) == 1 and type(v[0]) != int and type(v[0]) != float:
+        elif len(v) == 1 and not isinstance(v[0], (int, float)):
             v = v[0]
         if len(v) != self._dim:
             raise ValueError("translation vector must have %d dimensions" % self._dim)
@@ -366,7 +366,7 @@ def center(self, *args, **kwds):
         center = kwds.get("p") or args
         if len(center) == 0:
             center = [0.0] * self._dim
-        elif len(center) == 1 and type(center[0]) != int and type(center[0]) != float:
+        elif len(center) == 1 and not isinstance(center[0], (int, float)):
             center = center[0]
         if len(center) != self._dim:
             raise ValueError("the given point must have %d dimensions" % self._dim)
@@ -515,7 +515,7 @@ def _layout(graph, layout=None, *args, **kwds):
 
     if layout is None:
         layout = config["plotting.layout"]
-    if hasattr(layout, "__call__"):
+    if callable(layout):
         method = layout
     else:
         layout = layout.lower()
@@ -526,7 +526,7 @@ def _layout(graph, layout=None, *args, **kwds):
             kwds["dim"] = 3
             layout = layout[:-2]
         method = getattr(graph.__class__, graph._layout_mapping[layout])
-    if not hasattr(method, "__call__"):
+    if not callable(method):
         raise ValueError("layout method must be callable")
     layout = method(graph, *args, **kwds)
     if not isinstance(layout, Layout):
@@ -579,7 +579,7 @@ def _layout_auto(graph, *args, **kwds):
         if isinstance(layout, (list, tuple)):
             # Lists/tuples are converted to layouts
             return Layout(layout)
-        if hasattr(layout, "__call__"):
+        if callable(layout):
             # Callables are called
             return Layout(layout(*args, **kwds))
         # Try Graph.layout()
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index 0ecb2f8d4..a5ab35d09 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -150,7 +150,8 @@ def union(graphs, byname="auto"):
         if n_named not in (0, ngr):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
-                f"{ngr-n_named} unnamed), not using vertex names"
+                f"{ngr-n_named} unnamed), not using vertex names",
+                stacklevel=1
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
@@ -344,7 +345,8 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         if n_named not in (0, ngr):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
-                f"{ngr-n_named} unnamed), not using vertex names"
+                f"{ngr-n_named} unnamed), not using vertex names",
+                stacklevel=1
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
diff --git a/src/igraph/remote/gephi.py b/src/igraph/remote/gephi.py
index ecdd6728d..0a0694369 100644
--- a/src/igraph/remote/gephi.py
+++ b/src/igraph/remote/gephi.py
@@ -84,7 +84,7 @@ class GephiGraphStreamingAPIFormat:
     Python objects corresponding to the events defined in the API.
     """
 
-    def get_add_node_event(self, identifier, attributes={}):
+    def get_add_node_event(self, identifier, attributes=None):
         """Generates a Python object corresponding to the event that adds a node
         with the given identifier and attributes in the Gephi graph streaming API.
 
@@ -96,14 +96,14 @@ def get_add_node_event(self, identifier, attributes={}):
             >>> api.get_add_node_event("spam", dict(ham="eggs"))
             {'an': {'spam': {'ham': 'eggs'}}}
         """
-        return {"an": {identifier: attributes}}
+        return {"an": {identifier: attributes if attributes is not None else {}}}
 
-    def get_add_edge_event(self, identifier, source, target, directed, attributes={}):
+    def get_add_edge_event(self, identifier, source, target, directed, attributes=None):
         """Generates a Python object corresponding to the event that adds an edge
         with the given source, target, directednessr and attributes in the Gephi
         graph streaming API.
         """
-        result = dict(attributes)
+        result = dict(attributes if attributes is not None else {})
         result["source"] = source
         result["target"] = target
         result["directed"] = bool(directed)
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 21b8ad555..fdf2d5090 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -718,7 +718,7 @@ def _graphmethod(func=None, name=None):
         name = func.__name__
     method = getattr(Graph, name)
 
-    if hasattr(func, "__call__"):
+    if callable(func):
 
         def decorated(*args, **kwds):
             self = args[0].graph
diff --git a/src/igraph/summary.py b/src/igraph/summary.py
index 321eeb60f..122ad9982 100644
--- a/src/igraph/summary.py
+++ b/src/igraph/summary.py
@@ -35,7 +35,7 @@ def _get_wrapper_for_width(width, *args, **kwds):
     """
     if width is None:
         return FakeWrapper(*args, **kwds)
-    return TextWrapper(width=width, *args, **kwds)
+    return TextWrapper(width, *args, **kwds)
 
 
 class GraphSummary:
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index f4f1f7573..2116332ae 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -246,7 +246,7 @@ def __getitem__(self, key):
         try:
             return self._dict[key][0]
         except IndexError:
-            raise KeyError(key)
+            raise KeyError(key) from None
 
     def __iter__(self):
         """Iterates over the keys of the multidict."""
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 791e6729c..be32326c4 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -16,11 +16,7 @@
     plotly = None
 
 if plotly is not None:
-    # FIXME: trying to debug this specific import on CI
-    try:
-        from plotly import graph_objects as go
-    except ImportError:
-        raise ImportError('Cannot import graph_objects, dir(plotly): '+str(dir(plotly)))
+    from plotly import graph_objects as go
 
 image_comparison = find_image_comparison()
 
diff --git a/tests/test_basic.py b/tests/test_basic.py
index b6e6fc7e0..262188577 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -676,7 +676,7 @@ def testGraphFromDictDict(self):
         g = Graph.DictDict(self.eids)
         self.checkIfOK(g, ())
 
-    def testGraphFromDictDict(self):
+    def testGraphFromDictDictWithProps(self):
         g = Graph.DictDict(self.eids_with_props)
         self.checkIfOK(g, (), edge_attrs=["additional", "weight"])
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 59540c315..5349196ff 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -145,7 +145,7 @@ def testGetAdjacency(self):
 
     def testGetSparseAdjacency(self):
         try:
-            from scipy import sparse
+            from scipy import sparse  # noqa: F401
             import numpy as np
         except ImportError:
             self.skipTest("Scipy and numpy are dependencies of this test.")
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 920e5f0f7..145941246 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -626,9 +626,9 @@ def setUp(self):
         ]
 
     def _testMethod(self, method, expected):
-        for clusters, result in zip(self.clusterings, expected):
+        for (comm1, comm2), result in zip(self.clusterings, expected):
             self.assertAlmostEqual(
-                compare_communities(method=method, *clusters), result, places=3
+                compare_communities(comm1, comm2, method=method), result, places=3
             )
 
     def testCompareVI(self):
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 735c6b524..69b98d791 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -637,7 +637,7 @@ def testEdgeDataFrames(self):
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
         self.assertEqual(
-            set(df.columns), {"source", "target", "name", "source", "weight"}
+            set(df.columns), {"source", "target", "name", "weight"}
         )
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 40f244f4f..c107e1c27 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -602,45 +602,6 @@ def testChordalCompletionWithHints(self):
         g += cc
         self.assertListEqual([], g.chordal_completion())
 
-    def testChordalCompletion(self):
-        g = Graph()
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Full(3)
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Full(5)
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(4)
-        cc = g.chordal_completion()
-        self.assertEqual(len(cc), 1)
-        g += cc
-        self.assertTrue(g.is_chordal())
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(5)
-        cc = g.chordal_completion()
-        self.assertEqual(len(cc), 2)
-        g += cc
-        self.assertListEqual([], g.chordal_completion())
-
-    def testChordalCompletionWithHints(self):
-        g = Graph.Ring(4)
-        alpha, _ = g.maximum_cardinality_search()
-        cc = g.chordal_completion(alpha=alpha)
-        self.assertEqual(len(cc), 1)
-        g += cc
-        self.assertTrue(g.is_chordal())
-        self.assertListEqual([], g.chordal_completion())
-
-        g = Graph.Ring(5)
-        _, alpham1 = g.maximum_cardinality_search()
-        cc = g.chordal_completion(alpham1=alpham1)
-        self.assertEqual(len(cc), 2)
-        g += cc
-        self.assertListEqual([], g.chordal_completion())
-
     def testConstraint(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 2), (0, 3), (1, 3)])
         self.assertTrue(isinstance(g.constraint(), list))  # TODO check more

From 542eb184dc6eabaa9a3945940a014fdaefdcecd1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:23:03 +0200
Subject: [PATCH 178/681] style: adapted ruff as the default linter in the
 codebase

---
 .pre-commit-config.yaml | 14 ++++++++++++++
 pyproject.toml          |  5 +++++
 2 files changed, 19 insertions(+)
 create mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 000000000..5ee5f3b70
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,14 @@
+fail_fast: true
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.0.1
+    hooks:
+      - id: check-ast
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: v0.0.275
+    hooks:
+      - id: ruff
+        args: [--fix, --exit-non-zero-on-fix]
diff --git a/pyproject.toml b/pyproject.toml
index 9787c3bdf..0d5932b7b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,8 @@
 [build-system]
 requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
+
+[tool.ruff]
+ignore = ["B905", "C901", "E402", "E501"]
+line-length = 80
+select = ["B", "C", "E", "F", "W"]

From fb9e380f51ad67e7f4cbaef6f347725e528f57f7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:23:25 +0200
Subject: [PATCH 179/681] fix: fix incorrect merge of changelog

---
 CHANGELOG.md | 23 ++++++++++++++---------
 1 file changed, 14 insertions(+), 9 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 01bc90bfa..49f117207 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,8 +1,18 @@
 # igraph Python interface changelog
 
+## [develop]
+
+### Changed
+
+- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
+- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
+- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
+- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
+- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
+
 ## [0.10.8] - 2023-09-12
 
-### Added 
+### Added
 
 - Added `is_bigraphical()` to test whether a pair of integer sequences can be the degree sequence of some bipartite graph.
 
@@ -16,11 +26,6 @@
 
 ### Changed
 
-- The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
-- As a consequence of the restructuring at the previous point, vertex sizes are now specified in figure points and are not affected by axis limits or zoom. With the current conventions, `vertex_size=25` is a reasonable size for `igraph.plot`.
-- As another consequence of the above, vertex labels now support offsets from the vertex center, in figure point units.
-- As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
-- As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 - The C core of igraph was updated to version 0.10.7.
 
 - `Graph.distances()` now uses Dijkstra's algorithm when there are zero weights but no negative weights. Earlier versions switched to Bellman-Ford or Johnson in the presence of zero weights unnecessarily.
@@ -214,7 +219,7 @@
   plotting backends, controlled by a configuration option. See PR
   [#425](https://github.com/igraph/python-igraph/pull/425) for more details.
 
-- Added support for additional ways to construct a graph, such as from a 
+- Added support for additional ways to construct a graph, such as from a
   dictionary of dictionaries, and to export a graph object back to those
   data structures. See PR [#434](https://github.com/igraph/python-igraph/pull/434)
   for more details.
@@ -320,7 +325,7 @@
   [#503](https://github.com/igraph/python-igraph/issues/503) for details.
 
 - Fixed potential memory leaks in `Graph.maximum_cardinality_search()`,
-  `Graph.get_all_simple_paths()`, `Graph.get_subisomorphisms_lad()`, 
+  `Graph.get_all_simple_paths()`, `Graph.get_subisomorphisms_lad()`,
   `Graph.community_edge_betweenness()`, as well as the `union` and `intersection`
   operators.
 
@@ -563,7 +568,7 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.10.8...main
+[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6

From 29fa95862396292173160680efdadabaa5d8ec84 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 25 Sep 2023 21:24:55 +0200
Subject: [PATCH 180/681] chore: adopted black as code formatter

---
 .pre-commit-config.yaml                    |   7 +
 doc/source/conf.py                         | 199 ++++++++---------
 scripts/doctests.py                        |  14 +-
 scripts/patch_modularized_graph_methods.py |  40 ++--
 setup.py                                   |  66 +++---
 src/igraph/__init__.py                     | 246 ++++++++++-----------
 src/igraph/adjacency.py                    |   4 +-
 src/igraph/app/shell.py                    |   4 +-
 src/igraph/clustering.py                   |   8 +-
 src/igraph/community.py                    |  10 +-
 src/igraph/drawing/baseclasses.py          |  20 +-
 src/igraph/drawing/cairo/dendrogram.py     |   3 +-
 src/igraph/drawing/cairo/edge.py           |   6 +-
 src/igraph/drawing/cairo/graph.py          |   2 +-
 src/igraph/drawing/cairo/plot.py           |  13 +-
 src/igraph/drawing/colors.py               |   8 +-
 src/igraph/drawing/graph.py                |   6 +-
 src/igraph/drawing/matplotlib/edge.py      | 146 +++++++-----
 src/igraph/drawing/matplotlib/graph.py     |  15 +-
 src/igraph/drawing/matplotlib/polygon.py   |  16 +-
 src/igraph/drawing/matplotlib/vertex.py    |   1 +
 src/igraph/drawing/plotly/edge.py          |  12 +-
 src/igraph/drawing/plotly/graph.py         |   2 +-
 src/igraph/drawing/shapes.py               |   4 +-
 src/igraph/drawing/utils.py                |  16 +-
 src/igraph/io/libraries.py                 |  10 +-
 src/igraph/io/objects.py                   |  27 ++-
 src/igraph/io/utils.py                     |   2 +-
 src/igraph/operators/functions.py          |   7 +-
 src/igraph/seq.py                          |   5 +-
 src/igraph/sparse_matrix.py                |   8 +-
 src/igraph/statistics.py                   |   2 +-
 tests/drawing/cairo/utils.py               |  34 +--
 tests/drawing/matplotlib/test_graph.py     |   8 +-
 tests/drawing/matplotlib/utils.py          |   2 +-
 tests/drawing/plotly/test_graph.py         |  35 +--
 tests/drawing/plotly/utils.py              |  52 ++---
 tests/test_atlas.py                        |  13 +-
 tests/test_attributes.py                   |  20 +-
 tests/test_basic.py                        |  34 ++-
 tests/test_cliques.py                      |   6 +-
 tests/test_coloring.py                     |   4 +-
 tests/test_conversion.py                   |  11 +-
 tests/test_cycles.py                       |   8 +-
 tests/test_decomposition.py                |  13 +-
 tests/test_edgeseq.py                      |   5 +-
 tests/test_foreign.py                      |  22 +-
 tests/test_games.py                        |   7 +-
 tests/test_generators.py                   |  40 +++-
 tests/test_homepage.py                     |   4 +-
 tests/test_indexing.py                     |   4 +-
 tests/test_isomorphism.py                  |  34 ++-
 tests/test_layouts.py                      | 121 +++++++---
 tests/test_matching.py                     |   4 +-
 tests/test_operators.py                    |  27 +--
 tests/test_rng.py                          |   4 +-
 tests/test_separators.py                   |   4 +-
 tests/test_spectral.py                     |  38 +++-
 tests/test_structural.py                   |  76 +++++--
 tests/test_vertexseq.py                    |   4 +-
 tests/test_walks.py                        |  26 ++-
 tests/utils.py                             |   2 +-
 62 files changed, 961 insertions(+), 630 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5ee5f3b70..516ea19ca 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,3 +12,10 @@ repos:
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
+
+  - repo: https://github.com/psf/black
+    rev: 22.3.0
+    hooks:
+      - id: black
+        exclude: ^doc/examples_sphinx-gallery/
+        language_version: python3
diff --git a/doc/source/conf.py b/doc/source/conf.py
index d85dc8687..17a25c204 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -28,28 +28,24 @@
 # currently generates a conflict with pydoctor. It is funny because pydoctor's
 # docs indeed import itself... perhaps there's a decent way to solve this.
 def get_root_dir():
-    '''Get project root folder'''
-    return str(Path('.').absolute().parent.parent)
+    """Get project root folder"""
+    return str(Path(".").absolute().parent.parent)
 
 
 def get_igraphdir():
-    '''Get igraph folder'''
-    return Path(importlib.util.find_spec('igraph').origin).parent
+    """Get igraph folder"""
+    return Path(importlib.util.find_spec("igraph").origin).parent
 
 
 def get_igraph_version():
-    '''Get igraph version'''
+    """Get igraph version"""
     if rtd_version and rtd_version_type == "tag":
         return rtd_version
 
-    version_file = get_igraphdir() / 'version.py'
-    with open(version_file, 'rt') as f:
-        version_info = (f.readline()
-                         .rstrip('\n')
-                         .split('=')[1]
-                         .strip()[1:-1]
-                         .split(', '))
-    version = '.'.join(version_info)
+    version_file = get_igraphdir() / "version.py"
+    with open(version_file, "rt") as f:
+        version_info = f.readline().rstrip("\n").split("=")[1].strip()[1:-1].split(", ")
+    version = ".".join(version_info)
 
     return version
 
@@ -60,36 +56,36 @@ def get_igraph_version():
 _igraph_version = get_igraph_version()
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+# needs_sphinx = '1.0'
 
 # Add any Sphinx extension module names here, as strings. They can be extensions
 # coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
 extensions = [
-    'sphinx.ext.coverage',
-    'sphinx.ext.mathjax',
-    'sphinx.ext.intersphinx',
-    'sphinx_gallery.gen_gallery',
+    "sphinx.ext.coverage",
+    "sphinx.ext.mathjax",
+    "sphinx.ext.intersphinx",
+    "sphinx_gallery.gen_gallery",
     #'sphinx_panels',
-    'pydoctor.sphinx_ext.build_apidocs',
+    "pydoctor.sphinx_ext.build_apidocs",
 ]
 
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
-#sys.path.append(os.path.abspath('.'))
+# sys.path.append(os.path.abspath('.'))
 
 # The suffix of source filenames.
-source_suffix = '.rst'
+source_suffix = ".rst"
 
 # The encoding of source files.
-#source_encoding = 'utf-8-sig'
+# source_encoding = 'utf-8-sig'
 
 # The master toctree document.
-master_doc = 'index'
+master_doc = "index"
 
 # General information about the project.
-project = 'igraph'
-copyright = '2010-{0}, The igraph development team'.format(datetime.now().year)
+project = "igraph"
+copyright = "2010-{0}, The igraph development team".format(datetime.now().year)
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -102,37 +98,37 @@ def get_igraph_version():
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
-#language = None
+# language = None
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
-#today = ''
+# today = ''
 # Else, today_fmt is used as the format for a strftime call.
-#today_fmt = '%B %d, %Y'
+# today_fmt = '%B %d, %Y'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
-exclude_patterns = ['include/*.rst']
+exclude_patterns = ["include/*.rst"]
 
 # The reST default role (used for this markup: `text`) to use for all documents.
-#default_role = None
+# default_role = None
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
-#add_function_parentheses = True
+# add_function_parentheses = True
 
 # If true, the current module name will be prepended to all description
 # unit titles (such as .. function::).
-#add_module_names = True
+# add_module_names = True
 
 # If true, sectionauthor and moduleauthor directives will be shown in the
 # output. They are ignored by default.
-#show_authors = False
+# show_authors = False
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # A list of ignored prefixes for module index sorting.
-#modindex_common_prefix = []
+# modindex_common_prefix = []
 
 
 # -- Options for HTML output ---------------------------------------------------
@@ -144,132 +140,138 @@ def get_igraph_version():
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".
-#html_title = None
+# html_title = None
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = None
+# html_short_title = None
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = '_static/logo-black.svg'
+html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-#html_favicon = None
+# html_favicon = None
 
 # If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
 # using the given strftime format.
-#html_last_updated_fmt = '%b %d, %Y'
+# html_last_updated_fmt = '%b %d, %Y'
 
 # If true, SmartyPants will be used to convert quotes and dashes to
 # typographically correct entities.
-#html_use_smartypants = True
+# html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-#html_sidebars = {}
+# html_sidebars = {}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
-#html_additional_pages = {}
+# html_additional_pages = {}
 
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
-#html_show_sphinx = True
+# html_show_sphinx = True
 
 # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
-#html_show_copyright = True
+# html_show_copyright = True
 
 # If true, an OpenSearch description file will be output, and all pages will
 # contain a <link> tag referring to it.  The value of this option must be the
 # base URL from which the finished HTML is served.
-#html_use_opensearch = ''
+# html_use_opensearch = ''
 
 # If nonempty, this is the file name suffix for HTML files (e.g. ".xhtml").
-#html_file_suffix = ''
+# html_file_suffix = ''
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'igraphdoc'
+htmlhelp_basename = "igraphdoc"
 
 
 # -- Options for pydoctor ------------------------------------------------------
 
+
 def get_pydoctor_html_outputdir(pydoctor_url_path):
-    '''Get HTML output dir for pydoctor'''
+    """Get HTML output dir for pydoctor"""
     # NOTE: obviously this is a little tricky, but it does work for both
     # the sphinx-build script and the python -m sphinx module calls. It works
     # locally, on github pages, and on RTD.
-    return str(Path(sys.argv[-1]) / pydoctor_url_path.strip('/'))
+    return str(Path(sys.argv[-1]) / pydoctor_url_path.strip("/"))
 
 
 # API docs relative to the rest of the docs, needed for pydoctor to play nicely
 # with intersphinx (https://pypi.org/project/pydoctor/#pydoctor-21-2-0)
 # NOTE: As of 2022 AD, pydoctor requires this to be a subfolder of the docs.
-pydoctor_url_path = 'api/'
+pydoctor_url_path = "api/"
 
 pydoctor_args = [
-    '--project-name=igraph',
-    '--project-version=' + version,
-    '--project-url=https://python.igraph.org',
-    '--introspect-c-modules',
-    '--docformat=epytext',
-    '--intersphinx=https://docs.python.org/3/objects.inv',
-    '--html-output=' + get_pydoctor_html_outputdir(pydoctor_url_path),
-    '--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph',
-    '--project-base-dir=' + _igraph_dir,
-    '--template-dir=' + get_root_dir() + '/doc/source/_pydoctor_templates',
-    '--theme=readthedocs',
-    _igraph_dir
+    "--project-name=igraph",
+    "--project-version=" + version,
+    "--project-url=https://python.igraph.org",
+    "--introspect-c-modules",
+    "--docformat=epytext",
+    "--intersphinx=https://docs.python.org/3/objects.inv",
+    "--html-output=" + get_pydoctor_html_outputdir(pydoctor_url_path),
+    "--html-viewsource-base=https://github.com/igraph/python-igraph/tree/main/src/igraph",
+    "--project-base-dir=" + _igraph_dir,
+    "--template-dir=" + get_root_dir() + "/doc/source/_pydoctor_templates",
+    "--theme=readthedocs",
+    _igraph_dir,
 ]
-pydoctor_url_path = '/en/{rtd_version}/api'
+pydoctor_url_path = "/en/{rtd_version}/api"
 
 
 # -- Options for sphinx-gallery ------------------------------------------------
 
 sphinx_gallery_conf = {
-     'examples_dirs': '../examples_sphinx-gallery',   # path to your example scripts
-     'gallery_dirs': 'tutorials',  # path to where to save gallery generated output
-     'filename_pattern': '/',
-     'matplotlib_animations': True,
-     'remove_config_comments': True,
+    "examples_dirs": "../examples_sphinx-gallery",  # path to your example scripts
+    "gallery_dirs": "tutorials",  # path to where to save gallery generated output
+    "filename_pattern": "/",
+    "matplotlib_animations": True,
+    "remove_config_comments": True,
 }
 
 # -- Options for LaTeX output --------------------------------------------------
 
 # The paper size ('letter' or 'a4').
-#latex_paper_size = 'letter'
+# latex_paper_size = 'letter'
 
 # The font size ('10pt', '11pt' or '12pt').
-#latex_font_size = '10pt'
+# latex_font_size = '10pt'
 
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title, author, documentclass [howto/manual]).
 latex_documents = [
-  ('index', 'igraph.tex', u'igraph Documentation',
-   u'The igraph development team', 'manual'),
+    (
+        "index",
+        "igraph.tex",
+        "igraph Documentation",
+        "The igraph development team",
+        "manual",
+    ),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
 # the title page.
-#latex_logo = None
+# latex_logo = None
 
 # For "manual" documents, if this is true, then toplevel headings are parts,
 # not chapters.
-#latex_use_parts = False
+# latex_use_parts = False
 
 # If true, show page references after internal links.
-#latex_show_pagerefs = False
+# latex_show_pagerefs = False
 
 # If true, show URL addresses after external links.
-#latex_show_urls = False
+# latex_show_urls = False
 
 # Additional stuff for the LaTeX preamble.
-#latex_preamble = ''
+# latex_preamble = ''
 
 # Documents to append as an appendix to all manuals.
-#latex_appendices = []
+# latex_appendices = []
 
 # If false, no module index is generated.
-#latex_domain_indices = True
+# latex_domain_indices = True
 
 
 # -- Options for manual page output --------------------------------------------
@@ -277,54 +279,53 @@ def get_pydoctor_html_outputdir(pydoctor_url_path):
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    ('index', 'igraph', 'igraph Documentation',
-     ['The igraph development team'], 1)
+    ("index", "igraph", "igraph Documentation", ["The igraph development team"], 1)
 ]
 
 
 # -- Options for Epub output ---------------------------------------------------
 
 # Bibliographic Dublin Core info.
-epub_title = 'igraph'
-epub_author = 'The igraph development team'
-epub_publisher = 'The igraph development team'
-epub_copyright = '2010-2022, The igraph development team'
+epub_title = "igraph"
+epub_author = "The igraph development team"
+epub_publisher = "The igraph development team"
+epub_copyright = "2010-2022, The igraph development team"
 
 # The language of the text. It defaults to the language option
 # or en if the language is not set.
-#epub_language = ''
+# epub_language = ''
 
 # The scheme of the identifier. Typical schemes are ISBN or URL.
-#epub_scheme = ''
+# epub_scheme = ''
 
 # The unique identifier of the text. This can be a ISBN number
 # or the project homepage.
-#epub_identifier = ''
+# epub_identifier = ''
 
 # A unique identification for the text.
-#epub_uid = ''
+# epub_uid = ''
 
 # HTML files that should be inserted before the pages created by sphinx.
 # The format is a list of tuples containing the path and title.
-#epub_pre_files = []
+# epub_pre_files = []
 
 # HTML files shat should be inserted after the pages created by sphinx.
 # The format is a list of tuples containing the path and title.
-#epub_post_files = []
+# epub_post_files = []
 
 # A list of files that should not be packed into the epub file.
-#epub_exclude_files = []
+# epub_exclude_files = []
 
 # The depth of the table of contents in toc.ncx.
-#epub_tocdepth = 3
+# epub_tocdepth = 3
 
 
 # -- Intersphinx ------------------------------------------------
 
 intersphinx_mapping = {
-    'numpy': ('https://numpy.org/doc/stable/', None),
-    'scipy': ('https://docs.scipy.org/doc/scipy/', None),
-    'matplotlib': ('https://matplotlib.org/stable', None),
-    'pandas': ('https://pandas.pydata.org/pandas-docs/stable/', None),
-    'networkx': ('https://networkx.org/documentation/stable/', None),
+    "numpy": ("https://numpy.org/doc/stable/", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy/", None),
+    "matplotlib": ("https://matplotlib.org/stable", None),
+    "pandas": ("https://pandas.pydata.org/pandas-docs/stable/", None),
+    "networkx": ("https://networkx.org/documentation/stable/", None),
 }
diff --git a/scripts/doctests.py b/scripts/doctests.py
index f260ab7b6..685d3046d 100755
--- a/scripts/doctests.py
+++ b/scripts/doctests.py
@@ -9,10 +9,18 @@
 
 def run_doctests():
     import igraph
+
     num_failed = 0
-    modules = [igraph, igraph.clustering, igraph.cut, igraph.datatypes,
-               igraph.drawing.utils, igraph.formula,
-               igraph.statistics, igraph.utils]
+    modules = [
+        igraph,
+        igraph.clustering,
+        igraph.cut,
+        igraph.datatypes,
+        igraph.drawing.utils,
+        igraph.formula,
+        igraph.statistics,
+        igraph.utils,
+    ]
     for module in modules:
         num_failed += doctest.testmod(module)[0]
     return num_failed == 0
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index f7f1fec13..9e188b6b5 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -6,9 +6,9 @@
 
 # FIXME: there must be a better way to do this
 auxiliary_imports = [
-    ('typing', '*'),
-    ('igraph.io.files', '_identify_format'),
-    ('igraph.community', '_optimal_cluster_count_from_merges_and_modularity'),
+    ("typing", "*"),
+    ("igraph.io.files", "_identify_format"),
+    ("igraph.community", "_optimal_cluster_count_from_merges_and_modularity"),
 ]
 
 
@@ -27,7 +27,7 @@ def main():
         source = inspect.getsourcelines(method)[0]
 
         # Find function name for this modularized method
-        fname = source[0][source[0].find('def ') + 4: source[0].find('(')]
+        fname = source[0][source[0].find("def ") + 4 : source[0].find("(")]
 
         # FIXME: this also swaps in methods that are already there. While
         # that should be fine, we could check
@@ -37,29 +37,29 @@ def main():
         methodsources[mname] = newsource
 
         # Prepare to delete the import for underscore functions
-        if fname.startswith('_'):
+        if fname.startswith("_"):
             underscore_functions.add(fname)
 
-    newmodule = igraph.__file__ + '.new'
-    with open(newmodule, 'wt') as fout:
+    newmodule = igraph.__file__ + ".new"
+    with open(newmodule, "wt") as fout:
         # FIXME: whitelisting all cases is not great, try to improve
         for (origin, value) in auxiliary_imports:
-            fout.write(f'from {origin} import {value}\n')
+            fout.write(f"from {origin} import {value}\n")
 
-        with open(igraph.__file__, 'rt') as f:
+        with open(igraph.__file__, "rt") as f:
             # Swap in the method sources
             for line in f:
                 mtype = None
 
                 for mname in methodsources:
                     # Class methods (constructors)
-                    if ' ' + mname + ' = classmethod(_' in line:
-                        mtype = 'class'
+                    if " " + mname + " = classmethod(_" in line:
+                        mtype = "class"
                         break
 
                     # Instance methods (excluding factories e.g. 3d layouts)
-                    if (' ' + mname + ' = _' in line) and ('(' not in line):
-                        mtype = 'instance'
+                    if (" " + mname + " = _" in line) and ("(" not in line):
+                        mtype = "instance"
                         break
 
                 else:
@@ -67,23 +67,23 @@ def main():
                     continue
 
                 # Method found, substitute and remove from dict
-                fout.write('\n')
-                if mtype == 'class':
-                    fout.write('    @classmethod\n')
+                fout.write("\n")
+                if mtype == "class":
+                    fout.write("    @classmethod\n")
                 for mline in methodsources[mname]:
                     # Correct indentation
-                    fout.write('    ' + mline)
+                    fout.write("    " + mline)
 
                 del methodsources[mname]
 
     # Move the new file back
-    with open(igraph.__file__, 'wt') as fout:
-        with open(newmodule, 'rt') as f:
+    with open(igraph.__file__, "wt") as fout:
+        with open(newmodule, "rt") as f:
             fout.write(f.read())
 
     # Delete .new file
     os.remove(newmodule)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/setup.py b/setup.py
index 66b89120d..de93dd482 100644
--- a/setup.py
+++ b/setup.py
@@ -43,9 +43,9 @@
 # not be installed in these cases, or when the SKIP_HEADER_INSTALL envvar is
 # set explicitly.
 SKIP_HEADER_INSTALL = (
-    platform.python_implementation() == "PyPy" or
-    (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten") or
-    "SKIP_HEADER_INSTALL" in os.environ
+    platform.python_implementation() == "PyPy"
+    or (sysconfig.get_config_var("HOST_GNU_TYPE") or "").endswith("emscripten")
+    or "SKIP_HEADER_INSTALL" in os.environ
 )
 
 ###########################################################################
@@ -302,7 +302,10 @@ def _compile_in(
         # On macOS, compile the C core with the same macOS deployment target as
         # the one that was used to compile Python itself
         if sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"):
-            args.append("-DCMAKE_OSX_DEPLOYMENT_TARGET=" + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET"))
+            args.append(
+                "-DCMAKE_OSX_DEPLOYMENT_TARGET="
+                + sysconfig.get_config_var("MACOSX_DEPLOYMENT_TARGET")
+            )
 
         # Compile the C core with sanitizers if needed
         if building_with_sanitizers():
@@ -312,7 +315,12 @@ def _compile_in(
 
         # Add any extra CMake args from environment variables
         if "IGRAPH_CMAKE_EXTRA_ARGS" in os.environ:
-            args.extend(shlex.split(os.environ["IGRAPH_CMAKE_EXTRA_ARGS"], posix=not building_on_windows_msvc()))
+            args.extend(
+                shlex.split(
+                    os.environ["IGRAPH_CMAKE_EXTRA_ARGS"],
+                    posix=not building_on_windows_msvc(),
+                )
+            )
 
         # Finally, add the source folder path
         args.append(str(build_to_source_folder))
@@ -369,7 +377,9 @@ def _parse_pkgconfig_file(self, filename: Path) -> List[str]:
                         )
                     # Remap known library names in Requires and Requires.private with
                     # prior knowledge -- we don't want to rebuild pkg-config in Python
-                    if line.startswith("Requires: ") or line.startswith("Requires.private: "):
+                    if line.startswith("Requires: ") or line.startswith(
+                        "Requires.private: "
+                    ):
                         for word in line.strip().split():
                             if word.startswith("libxml-"):
                                 libraries.append("xml2")
@@ -457,7 +467,7 @@ def build_ext(self) -> Command:
         class custom_build_ext(build_ext):
             def run(self):
                 # Bail out if we don't have the Python include files
-                include_dir = sysconfig.get_path('include')
+                include_dir = sysconfig.get_path("include")
                 if not os.path.isfile(os.path.join(include_dir, "Python.h")):
                     fail("You will need the Python headers to compile this extension.")
 
@@ -511,8 +521,16 @@ def run(self):
 
                 # Add sanitizer flags
                 if buildcfg.use_sanitizers:
-                    buildcfg.extra_link_args += ["-fsanitize=address", "-fsanitize=undefined"]
-                    buildcfg.extra_compile_args += ["-g", "-Og", "-fno-omit-frame-pointer", "-fdiagnostics-color"]
+                    buildcfg.extra_link_args += [
+                        "-fsanitize=address",
+                        "-fsanitize=undefined",
+                    ]
+                    buildcfg.extra_compile_args += [
+                        "-g",
+                        "-Og",
+                        "-fno-omit-frame-pointer",
+                        "-fdiagnostics-color",
+                    ]
 
                 # Add extra libraries that may have been specified
                 if "IGRAPH_EXTRA_DYNAMIC_LIBRARIES" in os.environ:
@@ -619,8 +637,7 @@ def run(self):
                     parser_dir = igraph_build_dir / "src" / "io" / "parsers"
                     if parser_dir.is_dir():
                         shutil.copytree(
-                            parser_dir,
-                            igraph_source_repo / "src" / "io" / "parsers"
+                            parser_dir, igraph_source_repo / "src" / "io" / "parsers"
                         )
                     else:
                         raise RuntimeError(
@@ -778,6 +795,7 @@ def process_environment_variables(self):
         pass the same options to ``setup.py build`` and ``setup.py install``
         at the same time.
         """
+
         def process_envvar(name, attr, value):
             name = "IGRAPH_" + name.upper()
             if name in os.environ:
@@ -881,6 +899,7 @@ def use_educated_guess(self) -> None:
 ###########################################################################
 
 if bdist_wheel is not None:
+
     class bdist_wheel_abi3(bdist_wheel):
         def get_tag(self):
             python, abi, plat = super().get_tag()
@@ -889,6 +908,7 @@ def get_tag(self):
                 return "cp39", "abi3", plat
 
             return python, abi, plat
+
 else:
     bdist_wheel_abi3 = None
 
@@ -897,9 +917,9 @@ def get_tag(self):
 # 3.8 so we cannot use an abi3 wheel built with CPython 3.7 or 3.8 on
 # CPython 3.9
 should_build_abi3_wheel = (
-    bdist_wheel_abi3 and
-    platform.python_implementation() == "CPython" and
-    sys.version_info >= (3, 9)
+    bdist_wheel_abi3
+    and platform.python_implementation() == "CPython"
+    and sys.version_info >= (3, 9)
 )
 
 ###########################################################################
@@ -975,22 +995,18 @@ def get_tag(self):
     },
     "packages": find_packages(where="src"),
     "install_requires": ["texttable>=1.6.2"],
-    "entry_points": {
-        "console_scripts": ["igraph=igraph.app.shell:main"]
-    },
+    "entry_points": {"console_scripts": ["igraph=igraph.app.shell:main"]},
     "extras_require": {
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
-
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": ["matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"],
-
+        "matplotlib": [
+            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+        ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
-
         # Compatibility alias to 'cairo' for python-igraph <= 0.9.6
         "plotting": ["cairocffi>=1.2.0"],
-
         # Dependencies needed for testing only
         "test": [
             "cairocffi>=1.2.0",
@@ -1006,7 +1022,6 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
-
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI
@@ -1016,14 +1031,13 @@ def get_tag(self):
             "pytest>=7.0.1",
             "pytest-timeout>=2.1.0",
         ],
-
         # Dependencies needed for building the documentation
         "doc": [
             "Sphinx>=7.0.0",
             "sphinx-rtd-theme>=1.3.0",
             "sphinx-gallery>=0.14.0",
-            "pydoctor>=23.4.0"
-        ]
+            "pydoctor>=23.4.0",
+        ],
     },
     "python_requires": ">=3.7",
     "headers": headers,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 98c54274d..54b476c86 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -255,7 +255,7 @@
     _outdegree,
     _degree_distribution,
     _pagerank,
-    _shortest_paths
+    _shortest_paths,
 )
 from igraph.summary import GraphSummary, summary
 from igraph.utils import (
@@ -1130,128 +1130,126 @@ def write(graph, filename, *args, **kwds):
 # Because _igraph starts with an underscore, pydoctor skips the whole docs
 # except for the objects mentioned down here.
 __all__ = (
-    'config',
-    'AdvancedGradientPalette',
-    'BoundingBox',
-    'CairoGraphDrawer',
-    'ClusterColoringPalette',
-    'Clustering',
-    'CohesiveBlocks',
-    'Configuration',
-    'Cover',
-    'Cut',
-    'DefaultGraphDrawer',
-    'Dendrogram',
-    'DyadCensus',
-    'Edge',
-    'EdgeSeq',
-    'FittedPowerLaw',
-    'Flow',
-    'GradientPalette',
-    'Graph',
-    'GraphBase',
-    'GraphSummary',
-    'Histogram',
-    'InternalError',
-    'Layout',
-    'Matching',
-    'MatplotlibGraphDrawer',
-    'Matrix',
-    'Palette',
-    'Plot',
-    'Point',
-    'PrecalculatedPalette',
-    'RainbowPalette',
-    'Rectangle',
-    'RunningMean',
-    'TriadCensus',
-    'UniqueIdGenerator',
-    'Vertex',
-    'VertexClustering',
-    'VertexCover',
-    'VertexDendrogram',
-    'VertexSeq',
-    'autocurve',
-    'color_name_to_rgb',
-    'color_name_to_rgba',
-    'community_to_membership',
-    'compare_communities',
-    'convex_hull',
-    'default_arpack_options',
-    'disjoint_union',
-    'get_include',
-    'hsla_to_rgba',
-    'hsl_to_rgb',
-    'hsva_to_rgba',
-    'hsv_to_rgb',
-    'is_bigraphical',
-    'is_degree_sequence',
-    'is_graphical',
-    'is_graphical_degree_sequence',
-    'intersection',
-    'known_colors',
-    'load',
-    'mean',
-    'median',
-    'palettes',
-    'percentile',
-    'plot',
-    'power_law_fit',
-    'quantile',
-    'read',
-    'rescale',
-    'rgba_to_hsla',
-    'rgb_to_hsl',
-    'rgba_to_hsva',
-    'rgb_to_hsv',
-    'save',
-    'set_progress_handler',
-    'set_random_number_generator',
-    'set_status_handler',
-    'split_join_distance',
-    'summary',
-    'umap_compute_weights',
-    'union',
-    'write',
-    '__igraph_version__',
-    '__version__',
-    '__version_info__',
-
+    "config",
+    "AdvancedGradientPalette",
+    "BoundingBox",
+    "CairoGraphDrawer",
+    "ClusterColoringPalette",
+    "Clustering",
+    "CohesiveBlocks",
+    "Configuration",
+    "Cover",
+    "Cut",
+    "DefaultGraphDrawer",
+    "Dendrogram",
+    "DyadCensus",
+    "Edge",
+    "EdgeSeq",
+    "FittedPowerLaw",
+    "Flow",
+    "GradientPalette",
+    "Graph",
+    "GraphBase",
+    "GraphSummary",
+    "Histogram",
+    "InternalError",
+    "Layout",
+    "Matching",
+    "MatplotlibGraphDrawer",
+    "Matrix",
+    "Palette",
+    "Plot",
+    "Point",
+    "PrecalculatedPalette",
+    "RainbowPalette",
+    "Rectangle",
+    "RunningMean",
+    "TriadCensus",
+    "UniqueIdGenerator",
+    "Vertex",
+    "VertexClustering",
+    "VertexCover",
+    "VertexDendrogram",
+    "VertexSeq",
+    "autocurve",
+    "color_name_to_rgb",
+    "color_name_to_rgba",
+    "community_to_membership",
+    "compare_communities",
+    "convex_hull",
+    "default_arpack_options",
+    "disjoint_union",
+    "get_include",
+    "hsla_to_rgba",
+    "hsl_to_rgb",
+    "hsva_to_rgba",
+    "hsv_to_rgb",
+    "is_bigraphical",
+    "is_degree_sequence",
+    "is_graphical",
+    "is_graphical_degree_sequence",
+    "intersection",
+    "known_colors",
+    "load",
+    "mean",
+    "median",
+    "palettes",
+    "percentile",
+    "plot",
+    "power_law_fit",
+    "quantile",
+    "read",
+    "rescale",
+    "rgba_to_hsla",
+    "rgb_to_hsl",
+    "rgba_to_hsva",
+    "rgb_to_hsv",
+    "save",
+    "set_progress_handler",
+    "set_random_number_generator",
+    "set_status_handler",
+    "split_join_distance",
+    "summary",
+    "umap_compute_weights",
+    "union",
+    "write",
+    "__igraph_version__",
+    "__version__",
+    "__version_info__",
     # enums and stuff
-    'ADJ_DIRECTED',
-    'ADJ_LOWER',
-    'ADJ_MAX',
-    'ADJ_MIN',
-    'ADJ_PLUS',
-    'ADJ_UNDIRECTED',
-    'ADJ_UPPER',
-    'ALL',
-    'ARPACKOptions',
-    'BFSIter',
-    'BLISS_F',
-    'BLISS_FL',
-    'BLISS_FLM',
-    'BLISS_FM',
-    'BLISS_FS',
-    'BLISS_FSM',
-    'DFSIter',
-    'GET_ADJACENCY_BOTH',
-    'GET_ADJACENCY_LOWER',
-    'GET_ADJACENCY_UPPER',
-    'IN',
-    'OUT',
-    'REWIRING_SIMPLE',
-    'REWIRING_SIMPLE_LOOPS',
-    'STAR_IN',
-    'STAR_MUTUAL',
-    'STAR_OUT',
-    'STAR_UNDIRECTED',
-    'STRONG',
-    'TRANSITIVITY_NAN',
-    'TRANSITIVITY_ZERO',
-    'TREE_IN',
-    'TREE_OUT',
-    'TREE_UNDIRECTED',
-    'WEAK',
-
+    "ADJ_DIRECTED",
+    "ADJ_LOWER",
+    "ADJ_MAX",
+    "ADJ_MIN",
+    "ADJ_PLUS",
+    "ADJ_UNDIRECTED",
+    "ADJ_UPPER",
+    "ALL",
+    "ARPACKOptions",
+    "BFSIter",
+    "BLISS_F",
+    "BLISS_FL",
+    "BLISS_FLM",
+    "BLISS_FM",
+    "BLISS_FS",
+    "BLISS_FSM",
+    "DFSIter",
+    "GET_ADJACENCY_BOTH",
+    "GET_ADJACENCY_LOWER",
+    "GET_ADJACENCY_UPPER",
+    "IN",
+    "OUT",
+    "REWIRING_SIMPLE",
+    "REWIRING_SIMPLE_LOOPS",
+    "STAR_IN",
+    "STAR_MUTUAL",
+    "STAR_OUT",
+    "STAR_UNDIRECTED",
+    "STRONG",
+    "TRANSITIVITY_NAN",
+    "TRANSITIVITY_ZERO",
+    "TREE_IN",
+    "TREE_OUT",
+    "TREE_UNDIRECTED",
+    "WEAK",
 )
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index beced4497..9a55c1bc4 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -99,7 +99,9 @@ def _get_adjacency_sparse(self, attribute=None):
     try:
         from scipy import sparse
     except ImportError:
-        raise ImportError("You should install scipy in order to use this function") from None
+        raise ImportError(
+            "You should install scipy in order to use this function"
+        ) from None
 
     edges = self.get_edgelist()
     if attribute is None:
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 02215c2e3..6a22eb097 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -497,8 +497,8 @@ def main():
         shell_classes = []
         available_classes = {
             k: v
-                for k, v in globals().items()
-                if isinstance(v, type) and issubclass(v, Shell)
+            for k, v in globals().items()
+            if isinstance(v, type) and issubclass(v, Shell)
         }
         for part in parts:
             cls = available_classes.get(part, None)
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index aba63fc3e..9164b5a66 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -791,9 +791,7 @@ class VertexDendrogram(Dendrogram):
     """The dendrogram resulting from the hierarchical clustering of the
     vertex set of a graph."""
 
-    def __init__(
-        self, graph, merges, optimal_count=None, modularity_params=None
-    ):
+    def __init__(self, graph, merges, optimal_count=None, modularity_params=None):
         """Creates a dendrogram object for a given graph.
 
         @param graph: the graph that will be associated to the clustering
@@ -1622,5 +1620,7 @@ def _connected_components(graph, mode="strong"):
 
 def _clusters(graph, mode="strong"):
     """Deprecated alias to L{Graph.connected_components()}."""
-    deprecated("Graph.clusters() is deprecated; use Graph.connected_components() instead")
+    deprecated(
+        "Graph.clusters() is deprecated; use Graph.connected_components() instead"
+    )
     return graph.connected_components(mode=mode)
diff --git a/src/igraph/community.py b/src/igraph/community.py
index af8ffcb29..42a5ed6b2 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -194,9 +194,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
         result = []
         for level, q in zip(levels, qs):
             result.append(
-                VertexClustering(
-                    graph, level, q, modularity_params=modularity_params
-                )
+                VertexClustering(graph, level, q, modularity_params=modularity_params)
             )
     else:
         membership = GraphBase.community_multilevel(
@@ -257,7 +255,9 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     merges, qs = GraphBase.community_edge_betweenness(graph, directed, weights)
     if clusters is None:
         if qs is not None:
-            clusters = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
+            clusters = _optimal_cluster_count_from_merges_and_modularity(
+                graph, merges, qs
+            )
         else:
             clusters = 1
 
@@ -440,7 +440,7 @@ def _community_leiden(
         resolution = kwds.pop("resolution_parameter")
 
     if kwds:
-        raise TypeError('unexpected keyword argument')
+        raise TypeError("unexpected keyword argument")
 
     membership, quality = GraphBase.community_leiden(
         graph,
diff --git a/src/igraph/drawing/baseclasses.py b/src/igraph/drawing/baseclasses.py
index 0d7abc5eb..d9da2e4a6 100644
--- a/src/igraph/drawing/baseclasses.py
+++ b/src/igraph/drawing/baseclasses.py
@@ -154,8 +154,12 @@ def get_label_position(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                    x1, y1, x2, y2, edge.curved,
-                )
+                x1,
+                y1,
+                x2,
+                y2,
+                edge.curved,
+            )
             pos = evaluate_cubic_bezier(x1, y1, *aux1, *aux2, x2, y2, 0.5)
         else:
             pos = (
@@ -204,12 +208,13 @@ def get_label_rotation(self, edge, src_vertex, dest_vertex):
         @return: a float with the desired angle, in degrees (out of 360).
         """
         (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-        rotation = (360 + 180. / pi * atan2(y2 - y1, x2 - x1)) % 360
+        rotation = (360 + 180.0 / pi * atan2(y2 - y1, x2 - x1)) % 360
         # Try to keep text on its head
         if 90 < rotation <= 270:
             rotation = (180 + rotation) % 360
         return rotation
 
+
 #####################################################################
 
 
@@ -290,9 +295,12 @@ def ensure_layout(layout, graph=None):
             layout = Layout(layout.coords)
         elif isinstance(layout, str):
             layout = graph.layout(layout)
-        elif (layout is None) and hasattr(graph, "attributes") and \
-                ('layout' in graph.attributes()):
-            layout = AbstractGraphDrawer.ensure_layout(graph['layout'], graph=graph)
+        elif (
+            (layout is None)
+            and hasattr(graph, "attributes")
+            and ("layout" in graph.attributes())
+        ):
+            layout = AbstractGraphDrawer.ensure_layout(graph["layout"], graph=graph)
         elif layout is None:
             layout = graph.layout(layout)
         else:
diff --git a/src/igraph/drawing/cairo/dendrogram.py b/src/igraph/drawing/cairo/dendrogram.py
index 566a5ebff..202e057df 100644
--- a/src/igraph/drawing/cairo/dendrogram.py
+++ b/src/igraph/drawing/cairo/dendrogram.py
@@ -136,7 +136,8 @@ def draw(self, dendro, **kwds):
         # Calculate space needed for individual items at the
         # bottom of the dendrogram
         item_boxes = [
-            self._item_box_size(dendro, context, horiz, idx) for idx in range(dendro._nitems)
+            self._item_box_size(dendro, context, horiz, idx)
+            for idx in range(dendro._nitems)
         ]
 
         # Small correction for cases when the right edge of the labels is
diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index 7785622dc..1b0c46731 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -105,7 +105,11 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
-                x1, y1, x2, y2, edge.curved,
+                x1,
+                y1,
+                x2,
+                y2,
+                edge.curved,
             )
             ctx.curve_to(aux1[0], aux1[1], aux2[0], aux2[1], *dest_vertex.position)
         else:
diff --git a/src/igraph/drawing/cairo/graph.py b/src/igraph/drawing/cairo/graph.py
index e8b25c073..355e16f74 100644
--- a/src/igraph/drawing/cairo/graph.py
+++ b/src/igraph/drawing/cairo/graph.py
@@ -120,7 +120,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         bbox = kwds.pop("bbox", None)
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index 19a6014c7..fb82c8542 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -280,7 +280,14 @@ def redraw(self, context=None):
                     ctx.push_group()
                 else:
                     ctx.save()
-                plotter("cairo", ctx, bbox=bbox, palette=palette, *args, **kwds)  # noqa: B026
+                plotter(
+                    "cairo",
+                    ctx,
+                    bbox=bbox,
+                    palette=palette,
+                    *args,  # noqa: B026
+                    **kwds
+                )
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
                     ctx.paint_with_alpha(opacity)
@@ -312,7 +319,9 @@ def save(self, fname=None):
             return self._surface.write_to_png(str(fname))
 
         if fname is not None:
-            warn("filename is ignored for surfaces other than ImageSurface", stacklevel=1)
+            warn(
+                "filename is ignored for surfaces other than ImageSurface", stacklevel=1
+            )
 
         self._ctx.show_page()
         self._surface.finish()
diff --git a/src/igraph/drawing/colors.py b/src/igraph/drawing/colors.py
index 4f0e41cf7..687b6871d 100644
--- a/src/igraph/drawing/colors.py
+++ b/src/igraph/drawing/colors.py
@@ -86,8 +86,8 @@ def get(self, v):
             pass
         if isinstance(v, str):
             result = color_name_to_rgba(v)
-        elif hasattr(v, "__iter__"):    # lists, tuples etc
-            return v   # no need to cache
+        elif hasattr(v, "__iter__"):  # lists, tuples etc
+            return v  # no need to cache
         else:
             if v < 0:
                 raise IndexError("color index must be non-negative")
@@ -468,7 +468,9 @@ def color_name_to_rgba(color, palette=None):
             try:
                 components = palette.get(color)
             except AttributeError:
-                raise ValueError("palette index used when no palette was given") from None
+                raise ValueError(
+                    "palette index used when no palette was given"
+                ) from None
         if len(components) < 4:
             components += [1.0] * (4 - len(components))
     else:
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index a9980080c..ec326c48d 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -69,7 +69,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         cy = self.service
@@ -82,7 +82,7 @@ def draw(self, graph, name="Network from igraph", create_view=True, *args, **kwd
                 warn(
                     "CytoscapeRPC too old, cannot create network without view."
                     " Consider upgrading CytoscapeRPC to use this feature.",
-                    stacklevel=1
+                    stacklevel=1,
                 )
                 network_id = cy.createNetwork(name)
         else:
@@ -355,7 +355,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         self.streamer.post(graph, self.connection, encoder=kwds.get("encoder"))
diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 48f5fc82f..8e8adb9a2 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -109,7 +109,7 @@ def _compute_edge_angles(path, trans, directed, curved):
         positions = trans(path.vertices)
 
         # first angle
-        if (not directed):
+        if not directed:
             x1, y1 = positions[0]
             x2, y2 = positions[1]
         elif not curved:
@@ -145,20 +145,19 @@ def _compute_paths(self, transform=None):
         # (ii) While going through the edges, record the angles
         #      for vertices with loops
         # (iii) Plot each loop based on the recorded angles
-        loop_vertex_dict = {
-        }
+        loop_vertex_dict = {}
         for i, edge_vertices in enumerate(visual_vertices):
             if edge_vertices[0] == edge_vertices[1]:
                 if edge_vertices[0] not in loop_vertex_dict:
                     loop_vertex_dict[edge_vertices[0]] = {
-                        'indices': [],
-                        'sizes': [],
-                        'edge_angles': [],
+                        "indices": [],
+                        "sizes": [],
+                        "edge_angles": [],
                     }
                     if self._directed:
-                        loop_vertex_dict[edge_vertices[0]]['arrow_sizes'] = []
-                        loop_vertex_dict[edge_vertices[0]]['arrow_widths'] = []
-                loop_vertex_dict[edge_vertices[0]]['indices'].append(i)
+                        loop_vertex_dict[edge_vertices[0]]["arrow_sizes"] = []
+                        loop_vertex_dict[edge_vertices[0]]["arrow_widths"] = []
+                loop_vertex_dict[edge_vertices[0]]["indices"].append(i)
 
         # Get actual coordinates of the vertex border (rough)
         paths = []
@@ -174,14 +173,14 @@ def _compute_paths(self, transform=None):
             # Loops are positioned post-facto in the space left by the othter edges
             if edge_vertices[0] == edge_vertices[1]:
                 paths.append(None)
-                loop_vertex_dict[edge_vertices[0]]['sizes'].append(
+                loop_vertex_dict[edge_vertices[0]]["sizes"].append(
                     self._loop_sizes[i],
                 )
                 if self._directed:
-                    loop_vertex_dict[edge_vertices[0]]['arrow_sizes'].append(
+                    loop_vertex_dict[edge_vertices[0]]["arrow_sizes"].append(
                         arrow_size,
                     )
-                    loop_vertex_dict[edge_vertices[0]]['arrow_widths'].append(
+                    loop_vertex_dict[edge_vertices[0]]["arrow_widths"].append(
                         arrow_width,
                     )
                 continue
@@ -219,9 +218,9 @@ def _compute_paths(self, transform=None):
             # Collect angles for this vertex, to be used for loops plotting below
             angles = self._compute_edge_angles(path, trans, self._directed, curved)
             if edge_vertices[0] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[0]]['edge_angles'].append(angles[0])
+                loop_vertex_dict[edge_vertices[0]]["edge_angles"].append(angles[0])
             if edge_vertices[1] in loop_vertex_dict:
-                loop_vertex_dict[edge_vertices[1]]['edge_angles'].append(angles[1])
+                loop_vertex_dict[edge_vertices[1]]["edge_angles"].append(angles[1])
 
             # Add the path for this non-loop edge
             paths.append(path)
@@ -232,12 +231,14 @@ def _compute_paths(self, transform=None):
             coordst = trans(coords)
             vertex_size = self._get_edge_vertex_sizes([visual_vertex])[0]
 
-            edge_angles = ldict['edge_angles']
+            edge_angles = ldict["edge_angles"]
             if edge_angles:
                 edge_angles.sort()
                 # Circle around
                 edge_angles.append(edge_angles[0] + 2 * pi)
-                wedges = [(a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])]
+                wedges = [
+                    (a2 - a1) for a1, a2 in zip(edge_angles[:-1], edge_angles[1:])
+                ]
                 # Argsort
                 imax = max(range(len(wedges)), key=lambda i: wedges[i])
                 angle1, angle2 = edge_angles[imax], edge_angles[imax + 1]
@@ -245,36 +246,43 @@ def _compute_paths(self, transform=None):
                 # Isolated vertices with loops
                 angle1, angle2 = -pi, pi
 
-            nloops = len(ldict['indices'])
+            nloops = len(ldict["indices"])
             for i in range(nloops):
                 angle1i = angle1 + (angle2 - angle1) * i / nloops
                 angle2i = angle1 + (angle2 - angle1) * (i + 1) / nloops
                 if self._directed:
                     loop_kwargs = {
-                        'arrow_size': ldict['arrow_sizes'][i],
-                        'arrow_width': ldict['arrow_widths'][i],
+                        "arrow_size": ldict["arrow_sizes"][i],
+                        "arrow_width": ldict["arrow_widths"][i],
                     }
                 else:
                     loop_kwargs = {}
                 path = self._compute_path_loop(
                     coordst[0],
                     vertex_size,
-                    ldict['sizes'][i],
-                    angle1i, angle2i,
+                    ldict["sizes"][i],
+                    angle1i,
+                    angle2i,
                     trans_inv,
                     angle_padding_fraction=0.1,
                     **loop_kwargs,
                 )
-                paths[ldict['indices'][i]] = path
-
+                paths[ldict["indices"][i]] = path
 
         return paths
 
     def _compute_path_loop(
-            self, coordt, vertex_size, loop_size, angle1, angle2, trans_inv,
-            angle_padding_fraction=0.1,
-            arrow_size=None, arrow_width=None,
-            ):
+        self,
+        coordt,
+        vertex_size,
+        loop_size,
+        angle1,
+        angle2,
+        trans_inv,
+        angle_padding_fraction=0.1,
+        arrow_size=None,
+        arrow_width=None,
+    ):
         import numpy as np
 
         # Special argument for loop size to scale with vertices
@@ -296,14 +304,31 @@ def _compute_path_loop(
         start = vertex_size / 2 * np.array([cos(angle1), sin(angle1)])
         end = vertex_size / 2 * np.array([cos(angle2), sin(angle2)])
         amix = 0.05
-        aux1 = loop_size * np.array([cos(angle1 * (1 - amix) + angle2 * amix), sin(angle1 * (1 - amix) + angle2 * amix)])
-        aux2 = loop_size * np.array([cos(angle1 * amix + angle2 * (1 - amix)), sin(angle1 * amix + angle2 * (1 - amix))])
+        aux1 = loop_size * np.array(
+            [
+                cos(angle1 * (1 - amix) + angle2 * amix),
+                sin(angle1 * (1 - amix) + angle2 * amix),
+            ]
+        )
+        aux2 = loop_size * np.array(
+            [
+                cos(angle1 * amix + angle2 * (1 - amix)),
+                sin(angle1 * amix + angle2 * (1 - amix)),
+            ]
+        )
 
         if not self._directed:
-            vertices = np.vstack([
-                start, aux1, aux2, end,
-                aux2, aux1, start,
-            ])
+            vertices = np.vstack(
+                [
+                    start,
+                    aux1,
+                    aux2,
+                    end,
+                    aux2,
+                    aux1,
+                    start,
+                ]
+            )
             codes = ["MOVETO"] + ["CURVE4"] * 6
         else:
             # Tweak the bezier points
@@ -316,20 +341,29 @@ def _compute_path_loop(
             headbase = end + arrow_size * voff_unity
             headleft = headbase + 0.5 * arrow_width * voff_unity_90
             headright = headbase - 0.5 * arrow_width * voff_unity_90
-            vertices = np.vstack([
-                start,
-                aux1, aux2, headbase,
-                headleft, end, headright, headbase,
-                aux2, aux1, start,
-            ])
+            vertices = np.vstack(
+                [
+                    start,
+                    aux1,
+                    aux2,
+                    headbase,
+                    headleft,
+                    end,
+                    headright,
+                    headbase,
+                    aux2,
+                    aux1,
+                    start,
+                ]
+            )
             codes = ["MOVETO"] + ["CURVE4"] * 3 + ["LINETO"] * 4 + ["CURVE4"] * 3
 
-
         # Offset to place and transform to data coordinates
         vertices = trans_inv(coordt + vertices)
-        codes=[getattr(mpl.path.Path, x) for x in codes]
+        codes = [getattr(mpl.path.Path, x) for x in codes]
         path = mpl.path.Path(
-            vertices, codes=codes,
+            vertices,
+            codes=codes,
         )
         return path
 
@@ -448,19 +482,21 @@ def _compute_path_directed(
             # This is a dirty trick to make the facecolor work
             # without making a separate Patch, which would be a little messy
             path["codes"].extend(["CURVE4"] * 6 + ["LINETO"] * 4)
-            path["vertices"].extend([
-                headbase,
-                aux2,
-                aux1,
-                start,
-                aux1,
-                aux2,
-                headbase,
-                headleft,
-                tip,
-                headright,
-                headbase,
-            ])
+            path["vertices"].extend(
+                [
+                    headbase,
+                    aux2,
+                    aux1,
+                    start,
+                    aux1,
+                    aux2,
+                    headbase,
+                    headleft,
+                    tip,
+                    headright,
+                    headbase,
+                ]
+            )
 
         path = mpl.path.Path(
             path["vertices"],
diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 4c5c922cf..9b09b7f50 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -335,7 +335,7 @@ def _draw_vertex_labels(self):
                 vertex.label,
                 coords,
                 xytext=xytext,
-                textcoords='offset points',
+                textcoords="offset points",
                 fontsize=label_size,
                 ha="center",
                 va="center",
@@ -599,7 +599,9 @@ def _reprocess(self):
 
         # Construct the vertex, edge and label drawers
         if not hasattr(self, "_vertex_drawer"):
-            self._vertex_drawer = self._vertex_drawer_factory(self.axes, palette, layout)
+            self._vertex_drawer = self._vertex_drawer_factory(
+                self.axes, palette, layout
+            )
         if not hasattr(self, "_edge_drawer"):
             self._edge_drawer = self._edge_drawer_factory(self.axes, palette)
 
@@ -607,10 +609,10 @@ def _reprocess(self):
         # provided by the vertex_drawer and the edge_drawer
         if not hasattr(self, "_vertex_builder"):
             self._vertex_builder = self._vertex_drawer.VisualVertexBuilder(
-                graph.vs, kwds)
+                graph.vs, kwds
+            )
         if not hasattr(self, "_edge_builder"):
-            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(
-                graph.es, kwds)
+            self._edge_builder = self._edge_drawer.VisualEdgeBuilder(graph.es, kwds)
 
         # Determine the order in which we will draw the vertices and edges
         # These methods come from AbstractGraphDrawer
@@ -673,6 +675,7 @@ def edge_stale_callback(artist):
                 # Sync facecolor from edgecolor
                 if mpl_prop == "edgecolor":
                     artist._facecolors = artist._edgecolors
+
         self._vertices.stale_callback_post = vertex_stale_callback
         self._edges.stale_callback_post = edge_stale_callback
 
@@ -792,7 +795,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         # Some abbreviations for sake of simplicity
diff --git a/src/igraph/drawing/matplotlib/polygon.py b/src/igraph/drawing/matplotlib/polygon.py
index 193bfeeb2..53f53dbe5 100644
--- a/src/igraph/drawing/matplotlib/polygon.py
+++ b/src/igraph/drawing/matplotlib/polygon.py
@@ -23,6 +23,7 @@ class HullCollection(PathCollection):
     vertices into round corners. This argument can be a float or a sequence
     of floats, one for each hull to be drawn.
     """
+
     def __init__(self, *args, **kwargs):
         self._corner_radii = kwargs.pop("corner_radius", None)
         super().__init__(*args, **kwargs)
@@ -40,7 +41,10 @@ def _update_paths(self):
 
         for i, (path_orig, radius) in enumerate(zip(paths_original, corner_radii)):
             self._paths[i] = self._compute_path_with_corner_radius(
-                path_orig, radius, trans, trans_inv,
+                path_orig,
+                radius,
+                trans,
+                trans_inv,
             )
 
     @staticmethod
@@ -104,13 +108,15 @@ def _expand_path(coordst, radius):
             center = Point(
                 *[sum(coords) / float(len(coords)) for coords in zip(*coordst)]
             )
-            polygon = [
-                Point(*point).towards(center, -radius) for point in coordst
-            ]
+            polygon = [Point(*point).towards(center, -radius) for point in coordst]
         return polygon
 
     def _compute_path_with_corner_radius(
-            self, path_orig, radius, trans, trans_inv,
+        self,
+        path_orig,
+        radius,
+        trans,
+        trans_inv,
     ):
         # Move to point/canvas coordinates
         coordst = trans(path_orig.vertices)
diff --git a/src/igraph/drawing/matplotlib/vertex.py b/src/igraph/drawing/matplotlib/vertex.py
index 7bf6644bc..fb5b7cdec 100644
--- a/src/igraph/drawing/matplotlib/vertex.py
+++ b/src/igraph/drawing/matplotlib/vertex.py
@@ -94,6 +94,7 @@ class VertexCollection(PatchCollection):
     @param size_callback: A function to be triggered after vertex sizes are
         changed. Typically this redraws the edges.
     """
+
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self._stale_size = False
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index d98c8f818..304c7e2cd 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -73,7 +73,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             # Calculate the curve
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             # Coordinates of the control points of the Bezier curve
             xc1, yc1 = aux1
@@ -111,7 +113,9 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ), (aux_points[0][1] - aux_points[1][1])
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x_src, y_src, x_arrow_mid, y_arrow_mid, edge.curved
+            )
 
             # Offset the second control point (aux2) such that it falls precisely
             # on the normal to the arrow base vector. Strictly speaking,
@@ -238,7 +242,9 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
 
         if edge.curved:
             (x1, y1), (x2, y2) = src_vertex.position, dest_vertex.position
-            aux1, aux2 = get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, edge.curved)
+            aux1, aux2 = get_bezier_control_points_for_curved_edge(
+                x1, y1, x2, y2, edge.curved
+            )
 
             path.append(
                 format_path_step(
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index bdd7b324f..681d8f766 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -58,7 +58,7 @@ def draw(self, graph, *args, **kwds):
                 "Positional arguments to plot functions are ignored "
                 "and will be deprecated soon.",
                 DeprecationWarning,
-                stacklevel=1
+                stacklevel=1,
             )
 
         # Some abbreviations for sake of simplicity
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 340121d77..4f0ea97b5 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -96,7 +96,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             return mpl.patches.Rectangle(
-                (- width / 2, - height / 2),
+                (-width / 2, -height / 2),
                 width,
                 height,
                 clip_on=True,
@@ -244,7 +244,7 @@ def draw_path(ctx, center_x, center_y, width, height=None, **kwargs):
         height = height or width
         if hasattr(plt, "Axes") and isinstance(ctx, plt.Axes):
             vertices = [
-                [- 0.5 * width, 0.333 * height],
+                [-0.5 * width, 0.333 * height],
                 [0.5 * width, 0.333 * height],
                 [0, -0.667 * height],
             ]
diff --git a/src/igraph/drawing/utils.py b/src/igraph/drawing/utils.py
index e049bd2c1..c96e6d146 100644
--- a/src/igraph/drawing/utils.py
+++ b/src/igraph/drawing/utils.py
@@ -498,7 +498,7 @@ def interpolate(self, other, ratio=0.5):
     def length(self):
         """Returns the length of the vector pointing from the origin to this
         point."""
-        return (self.x ** 2 + self.y ** 2) ** 0.5
+        return (self.x**2 + self.y**2) ** 0.5
 
     def normalized(self):
         """Normalizes the coordinates of the point s.t. its length will be 1
@@ -511,7 +511,7 @@ def normalized(self):
     def sq_length(self):
         """Returns the squared length of the vector pointing from the origin
         to this point."""
-        return self.x ** 2 + self.y ** 2
+        return self.x**2 + self.y**2
 
     def towards(self, other, distance=0):
         """Returns the point that is at a given distance from this point
@@ -565,14 +565,14 @@ def evaluate_cubic_bezier(x0, y0, x1, y1, x2, y2, x3, y3, t):
     xt = (
         (1.0 - t) ** 3 * x0
         + 3.0 * t * (1.0 - t) ** 2 * x1
-        + 3.0 * t ** 2 * (1.0 - t) * x2
-        + t ** 3 * x3
+        + 3.0 * t**2 * (1.0 - t) * x2
+        + t**3 * x3
     )
     yt = (
         (1.0 - t) ** 3 * y0
         + 3.0 * t * (1.0 - t) ** 2 * y1
-        + 3.0 * t ** 2 * (1.0 - t) * y2
-        + t ** 3 * y3
+        + 3.0 * t**2 * (1.0 - t) * y2
+        + t**3 * y3
     )
     return xt, yt
 
@@ -583,11 +583,11 @@ def get_bezier_control_points_for_curved_edge(x1, y1, x2, y2, curvature):
     """
     aux1 = (
         (2 * x1 + x2) / 3.0 - curvature * 0.5 * (y2 - y1),
-        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+        (2 * y1 + y2) / 3.0 + curvature * 0.5 * (x2 - x1),
     )
     aux2 = (
         (x1 + 2 * x2) / 3.0 - curvature * 0.5 * (y2 - y1),
-        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1)
+        (y1 + 2 * y2) / 3.0 + curvature * 0.5 * (x2 - x1),
     )
     return aux1, aux2
 
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index b0cda6048..d47490292 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -1,5 +1,7 @@
 def _export_graph_to_networkx(
-    graph, create_using=None, vertex_attr_hashable: str = "_nx_name",
+    graph,
+    create_using=None,
+    vertex_attr_hashable: str = "_nx_name",
 ):
     """Converts the graph to networkx format.
 
@@ -68,7 +70,7 @@ def _export_graph_to_networkx(
     return g
 
 
-def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_name"):
+def _construct_graph_from_networkx(cls, g, vertex_attr_hashable: str = "_nx_name"):
     """Converts the graph from networkx
 
     Vertex names will be stored as a vertex_attr_hashable attribute (usually
@@ -131,14 +133,14 @@ def _construct_graph_from_networkx(cls, g, vertex_attr_hashable : str = "_nx_nam
     # Multigraphs need a hidden attribute for multiedges
     if isinstance(g, (nx.MultiGraph, nx.MultiDiGraph)):
         eattr["_nx_multiedge_key"] = []
-        for (u, v, edgekey, data) in g.edges.data(keys=True):
+        for u, v, edgekey, data in g.edges.data(keys=True):
             edges.append((vd[u], vd[v]))
             for name in eattr_names:
                 eattr[name].append(data.get(name))
             eattr["_nx_multiedge_key"].append(edgekey)
 
     else:
-        for (u, v, data) in g.edges.data():
+        for u, v, data in g.edges.data():
             edges.append((vd[u], vd[v]))
             for name in eattr_names:
                 eattr[name].append(data.get(name))
diff --git a/src/igraph/io/objects.py b/src/igraph/io/objects.py
index 230d54c02..0a78c5fe4 100644
--- a/src/igraph/io/objects.py
+++ b/src/igraph/io/objects.py
@@ -405,7 +405,9 @@ def _construct_graph_from_dataframe(
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     if edges.shape[1] < 2:
         raise ValueError("The 'edges' DataFrame must contain at least two columns")
@@ -413,17 +415,16 @@ def _construct_graph_from_dataframe(
         raise ValueError("The 'vertices' DataFrame must contain at least one column")
 
     if use_vids:
-        if (
-            str(edges.dtypes.iloc[0]).startswith(("int", "Int"))
-            and str(edges.dtypes.iloc[1]).startswith(("int", "Int"))
-        ):
+        if str(edges.dtypes.iloc[0]).startswith(("int", "Int")) and str(
+            edges.dtypes.iloc[1]
+        ).startswith(("int", "Int")):
             # Check pandas nullable integer data type:
             # https://pandas.pydata.org/docs/user_guide/integer_na.html
             if (edges.iloc[:, :2].isna()).any(axis=None):
-                 raise ValueError("Source and target IDs must not be null")
+                raise ValueError("Source and target IDs must not be null")
 
             if (edges.iloc[:, :2] < 0).any(axis=None):
-                 raise ValueError("Source and target IDs must not be negative")
+                raise ValueError("Source and target IDs must not be negative")
         else:
             raise TypeError(
                 f"Source and target IDs must be 0-based integers, found types {edges.dtypes.tolist()[:2]}"
@@ -449,7 +450,7 @@ def _construct_graph_from_dataframe(
         if edges.iloc[:, :2].isna().any(axis=None):
             warn(
                 "In the first two columns of 'edges' NA elements were replaced with string \"NA\"",
-                stacklevel=1
+                stacklevel=1,
             )
             edges = edges.copy()
             edges.iloc[:, :2].fillna("NA", inplace=True)
@@ -461,7 +462,7 @@ def _construct_graph_from_dataframe(
         if vertices.iloc[:, 0].isna().any():
             warn(
                 "In the first column of 'vertices' NA elements were replaced with string \"NA\"",
-                stacklevel=1
+                stacklevel=1,
             )
             vertices = vertices.copy()
             vertices.iloc[:, 0].fillna("NA", inplace=True)
@@ -791,7 +792,9 @@ def _export_vertex_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     df = pd.DataFrame(
         {attr: graph.vs[attr] for attr in graph.vertex_attributes()},
@@ -835,7 +838,9 @@ def _export_edge_dataframe(graph):
     try:
         import pandas as pd
     except ImportError:
-        raise ImportError("You should install pandas in order to use this function") from None
+        raise ImportError(
+            "You should install pandas in order to use this function"
+        ) from None
 
     df = pd.DataFrame(
         {attr: graph.es[attr] for attr in graph.edge_attributes()},
diff --git a/src/igraph/io/utils.py b/src/igraph/io/utils.py
index ae56a1281..527090a58 100644
--- a/src/igraph/io/utils.py
+++ b/src/igraph/io/utils.py
@@ -1,7 +1,7 @@
 from contextlib import contextmanager
 from typing import Iterator
 
-__all__ = ("safe_locale", )
+__all__ = ("safe_locale",)
 
 
 @contextmanager
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index a5ab35d09..b305f5cb8 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -9,6 +9,7 @@
 
 from warnings import warn
 
+
 def name_set(names):
     """Converts a list of names to a set of names while checking for duplicates.
 
@@ -22,7 +23,7 @@ def name_set(names):
         RuntimeError: if the input name list has duplicates
     """
     nameset = set(names)
-    if (len(nameset) != len(names)):
+    if len(nameset) != len(names):
         raise AttributeError("Graph contains duplicate vertex names")
     return nameset
 
@@ -151,7 +152,7 @@ def union(graphs, byname="auto"):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
                 f"{ngr-n_named} unnamed), not using vertex names",
-                stacklevel=1
+                stacklevel=1,
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
@@ -346,7 +347,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
             warn(
                 f"Some, but not all graphs are named (got {n_named} named, "
                 f"{ngr-n_named} unnamed), not using vertex names",
-                stacklevel=1
+                stacklevel=1,
             )
     elif byname and (n_named != ngr):
         raise RuntimeError(
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index fdf2d5090..6107cfc9c 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -745,7 +745,6 @@ def decorated(*args, **kwds):
 
 
 def _add_proxy_methods():
-
     # Proxy methods for VertexSeq and EdgeSeq that forward their arguments to
     # the corresponding Graph method are constructed here. Proxy methods for
     # Vertex and Edge are added in the C source code. Make sure that you update
@@ -795,4 +794,6 @@ def _add_proxy_methods():
             new_method_name = rename_methods[cls].get(method, method)
             setattr(cls, new_method_name, _graphmethod(None, method))
 
-    EdgeSeq.edge_betweenness = _graphmethod(lambda self, result: [result[i] for i in self.indices], "edge_betweenness")
+    EdgeSeq.edge_betweenness = _graphmethod(
+        lambda self, result: [result[i] for i in self.indices], "edge_betweenness"
+    )
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index 3b7622828..fe9565a79 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -59,7 +59,7 @@ def _maybe_halve_diagonal(m, condition):
         # modifying the array in-place and the end user wouldn't like if we
         # messed with their matrix. So we make a copy.
         data_array = data_array.copy()
-        idxs, = (m.row == m.col).nonzero()
+        (idxs,) = (m.row == m.col).nonzero()
         for i in idxs:
             data_array[i] /= 2
 
@@ -94,7 +94,7 @@ def _graph_from_sparse_matrix(klass, matrix, mode="directed", loops="once"):
 
     mode = _convert_mode_argument(mode)
 
-    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    keep_loops = loops == "twice" or loops == "once" or loops is True
     m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
 
     if mode == "directed":
@@ -181,7 +181,7 @@ def _graph_from_weighted_sparse_matrix(
 
     mode = _convert_mode_argument(mode)
 
-    keep_loops = (loops == "twice" or loops == "once" or loops is True)
+    keep_loops = loops == "twice" or loops == "once" or loops is True
     m_row, m_col, m_data = _maybe_halve_diagonal(m, loops == "twice")
 
     if mode == "directed":
@@ -191,7 +191,7 @@ def _graph_from_weighted_sparse_matrix(
                 if i != j:
                     edges.append((i, j))
                     weights.append(n)
-        else:   # loops == "once" or True
+        else:  # loops == "once" or True
             edges = list(zip(m_row, m_col))
             weights = list(m_data)
 
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index ca655eb54..c660bee15 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -405,7 +405,7 @@ def sd(self):
     @property
     def var(self):
         """Returns the current variation"""
-        return self._sd ** 2
+        return self._sd**2
 
     def __repr__(self):
         return "%s(n=%r, mean=%r, sd=%r)" % (
diff --git a/tests/drawing/cairo/utils.py b/tests/drawing/cairo/utils.py
index ac2bff166..08b7a9360 100644
--- a/tests/drawing/cairo/utils.py
+++ b/tests/drawing/cairo/utils.py
@@ -9,13 +9,13 @@
 from igraph.drawing import find_cairo
 
 cairo = find_cairo()
-if not hasattr(cairo, 'version'):
+if not hasattr(cairo, "version"):
     cairo = None
 
 __all__ = ("find_image_comparison", "result_image_folder")
 
 
-result_image_folder = Path('result_images') / 'cairo'
+result_image_folder = Path("result_images") / "cairo"
 
 
 def find_open_image_png_function():
@@ -24,6 +24,7 @@ def find_open_image_png_function():
 
         def fun(filename):
             return imread(str(filename))
+
         return fun
     except ImportError:
         pass
@@ -35,11 +36,12 @@ def fun(filename):
         def fun(filename):
             with Image.open(filename) as f:
                 return np.asarray(f)
+
         return fun
     except ImportError:
         pass
 
-    raise ImportError('PIL+NumPy or OpenCV required to run Cairo tests')
+    raise ImportError("PIL+NumPy or OpenCV required to run Cairo tests")
 
 
 def find_image_comparison():
@@ -64,28 +66,28 @@ def are_tests_supported():
 
 
 def _load_image(filename, fmt):
-    if fmt == 'png':
+    if fmt == "png":
         return find_open_image_png_function()(filename)
 
-    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
 
 
-def _load_baseline_images(filenames, fmt='png'):
-    baseline_folder = Path(__file__).parent / 'baseline_images'
+def _load_baseline_images(filenames, fmt="png"):
+    baseline_folder = Path(__file__).parent / "baseline_images"
 
     images = []
     for fn in filenames:
-        fn_abs = baseline_folder / f'{fn}.{fmt}'
+        fn_abs = baseline_folder / f"{fn}.{fmt}"
         image = _load_image(fn_abs, fmt)
         assert image is not None
         images.append(image)
     return images
 
 
-def _load_result_images(filenames, fmt='png'):
+def _load_result_images(filenames, fmt="png"):
     images = []
     for fn in filenames:
-        fn_abs = result_image_folder / f'{fn}.{fmt}'
+        fn_abs = result_image_folder / f"{fn}.{fmt}"
         image = _load_image(fn_abs, fmt)
         assert image is not None
         images.append(image)
@@ -102,21 +104,23 @@ def _compare_image_png(baseline, fig, tol=0):
         return diff
 
 
-def compare_image(baseline, fig, tol=0, fmt='png'):
-    if fmt == 'png':
+def compare_image(baseline, fig, tol=0, fmt="png"):
+    if fmt == "png":
         return _compare_image_png(baseline, fig, tol=tol)
 
-    raise NotImplementedError(f'Image format {fmt} not implemented yet')
+    raise NotImplementedError(f"Image format {fmt} not implemented yet")
 
 
 def _unittest_image_comparison(
-    baseline_images, tol,
+    baseline_images,
+    tol,
 ):
     """
     Decorate function with image comparison for unittest.
     This function creates a decorator that wraps a figure-generating function
     with image comparison code.
     """
+
     def decorator(func):
         old_sig = inspect.signature(func)
 
@@ -172,7 +176,7 @@ def image_comparison(
         Due to expected small differences in floating-point calculations, on
         32-bit systems an additional 0.06 is added to this threshold.
     """
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 42730f7b1..0b3302d8b 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -74,7 +74,9 @@ def test_directed_curved_loops(self):
         ax.set_xlim(-1.2, 1.2)
         ax.set_ylim(-1.2, 1.2)
         plot(
-            g, target=ax, layout=self.layout_small_ring,
+            g,
+            target=ax,
+            layout=self.layout_small_ring,
             edge_curved=[0] * 4 + [0.3],
             edge_loop_size=[0] * 5 + [30, 50, 40],
         )
@@ -132,7 +134,9 @@ def test_graph_with_curved_edges(self):
         lo = g.layout("circle")
         lo.scale(3)
         plot(
-            g, target=ax, layout=lo,
+            g,
+            target=ax,
+            layout=lo,
             vertex_size=15,
             edge_arrow_size=5,
             edge_arrow_width=5,
diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 5bad32b44..b7ec998b4 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -108,7 +108,7 @@ def image_comparison(
     """
     if savefig_kwarg is None:
         savefig_kwarg = {}  # default no kwargs to savefig
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index be32326c4..6505f1bd9 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -55,30 +55,31 @@ def test_directed(self):
     def test_mark_groups(self):
         g = Graph.Ring(5, directed=True)
         fig = go.Figure()
-        plot(g, target=fig, mark_groups=True,
-             layout=self.layout_small_ring)
+        plot(g, target=fig, mark_groups=True, layout=self.layout_small_ring)
         return fig
 
-    @image_comparison(
-        baseline_images=["graph_mark_groups_squares_directed"]
-    )
+    @image_comparison(baseline_images=["graph_mark_groups_squares_directed"])
     def test_mark_groups_squares(self):
         g = Graph.Ring(5, directed=True)
         fig = go.Figure()
-        plot(g, target=fig, mark_groups=True, vertex_shape="square",
-             layout=self.layout_small_ring)
+        plot(
+            g,
+            target=fig,
+            mark_groups=True,
+            vertex_shape="square",
+            layout=self.layout_small_ring,
+        )
         return fig
 
     @image_comparison(baseline_images=["graph_edit_children"])
     def test_graph_edit_children(self):
         g = Graph.Ring(5)
         fig = go.Figure()
-        plot(g, target=fig, vertex_shape="circle",
-             layout=self.layout_small_ring)
+        plot(g, target=fig, vertex_shape="circle", layout=self.layout_small_ring)
         # FIXME
-        #dot = ax.get_children()[0]
-        #dot.set_facecolor("blue")
-        #dot.radius *= 0.5
+        # dot = ax.get_children()[0]
+        # dot.set_facecolor("blue")
+        # dot.radius *= 0.5
         return fig
 
 
@@ -174,10 +175,12 @@ def test_clustering_directed_large(self):
 def suite():
     graph = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTestRunner)
     clustering = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTestRunner)
-    return unittest.TestSuite([
-        graph,
-        clustering,
-    ])
+    return unittest.TestSuite(
+        [
+            graph,
+            clustering,
+        ]
+    )
 
 
 def test():
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index e43e74ff5..3d27e8707 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -60,7 +60,7 @@ def _store_result_image_json(fig, result_fn):
 
 
 def _store_result_image(image, filename, fmt="json"):
-    result_folder = Path("result_images") / 'plotly'
+    result_folder = Path("result_images") / "plotly"
     result_fn = result_folder / (filename + f".{fmt}")
 
     if fmt == "json":
@@ -70,11 +70,12 @@ def _store_result_image(image, filename, fmt="json"):
 
 
 def _compare_image_json(baseline, fig, tol=0.001):
-    '''This function compares the two JSON dictionaries within some tolerance'''
+    """This function compares the two JSON dictionaries within some tolerance"""
+
     def is_coords(path_element):
-        if ',' not in path_element:
+        if "," not in path_element:
             return False
-        coords = path_element.split(',')
+        coords = path_element.split(",")
         for coord in coords:
             try:
                 float(coord)
@@ -83,8 +84,8 @@ def is_coords(path_element):
         return True
 
     def same_coords(path_elem1, path_elem2, tol):
-        coords1 = [float(x) for x in path_elem1.split(',')]
-        coords2 = [float(x) for x in path_elem2.split(',')]
+        coords1 = [float(x) for x in path_elem1.split(",")]
+        coords2 = [float(x) for x in path_elem2.split(",")]
         for coord1, coord2 in zip(coords1, coords2):
             if abs(coord1 - coord2) > tol:
                 return False
@@ -93,11 +94,11 @@ def same_coords(path_elem1, path_elem2, tol):
     # Fig has two keys, 'data' and 'layout'
     figd = fig.to_dict()
     # 'data' has a list of dots and lines. The order is required to match
-    if len(baseline['data']) != len(figd['data']):
+    if len(baseline["data"]) != len(figd["data"]):
         return False
-    for stroke1, stroke2 in zip(baseline['data'], figd['data']):
+    for stroke1, stroke2 in zip(baseline["data"], figd["data"]):
         # Some properties are strings, no tolerance
-        for prop in ['fillcolor', 'mode', 'type']:
+        for prop in ["fillcolor", "mode", "type"]:
             if (prop in stroke1) != (prop in stroke2):
                 return False
             if prop not in stroke1:
@@ -106,7 +107,7 @@ def same_coords(path_elem1, path_elem2, tol):
                 return False
 
         # Other properties are numeric, recast as float and use tolerance
-        for prop in ['x', 'y']:
+        for prop in ["x", "y"]:
             if (prop in stroke1) != (prop in stroke2):
                 return False
             if prop not in stroke1:
@@ -118,34 +119,34 @@ def same_coords(path_elem1, path_elem2, tol):
                     return False
 
     # 'layout' has a dict of various things, some of which should be identical
-    if sorted(baseline['layout'].keys()) != sorted(figd['layout'].keys()):
+    if sorted(baseline["layout"].keys()) != sorted(figd["layout"].keys()):
         return False
-    if baseline['layout']['xaxis'] != baseline['layout']['xaxis']:
+    if baseline["layout"]["xaxis"] != baseline["layout"]["xaxis"]:
         return False
-    if baseline['layout']['yaxis'] != baseline['layout']['yaxis']:
+    if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
-    if len(baseline['layout']['shapes']) != len(figd['layout']['shapes']):
+    if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
-    for shape1, shape2 in zip(baseline['layout']['shapes'], figd['layout']['shapes']):
+    for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):
         if sorted(shape1.keys()) != sorted(shape2.keys()):
             return False
-        if shape1['type'] != shape2['type']:
+        if shape1["type"] != shape2["type"]:
             return False
-        if 'line' in shape1:
-            if shape1['line']['color'] != shape2['line']['color']:
+        if "line" in shape1:
+            if shape1["line"]["color"] != shape2["line"]["color"]:
                 return False
-            if ('width' in shape1['line']) != ('width' in shape2['line']):
+            if ("width" in shape1["line"]) != ("width" in shape2["line"]):
                 return False
-            if 'width' in shape1['line']:
-                w1 = float(shape1['line']['width'])
-                w2 = float(shape2['line']['width'])
+            if "width" in shape1["line"]:
+                w1 = float(shape1["line"]["width"])
+                w2 = float(shape2["line"]["width"])
                 if abs(w1 - w2) > tol:
                     return False
 
-        if 'path' in shape1:
+        if "path" in shape1:
             # SVG path
-            path1, path2 = shape1['path'].split(), shape2['path'].split()
+            path1, path2 = shape1["path"].split(), shape2["path"].split()
             if len(path1) != len(path2):
                 return False
             for path_elem1, path_elem2 in zip(path1, path2):
@@ -189,7 +190,6 @@ def decorator(func):
         # probably redundant in this adaptation
         @functools.wraps(func)
         def wrapper(*args, **kwargs):
-
             # Three steps:
             # 1. run the function and store the results
             figs = func(*args, **kwargs)
@@ -262,7 +262,7 @@ def image_comparison(
         can also apply additional styles if desired. Defaults to ``["classic",
         "_classic_test_patch"]``.
     """
-    if sys.maxsize <= 2 ** 32:
+    if sys.maxsize <= 2**32:
         tol += 0.06
     return _unittest_image_comparison(
         baseline_images=baseline_images,
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 84c56a276..1f36f5f44 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -39,7 +39,6 @@ def testEigenvectorCentrality(self):
 
         try:
             for idx, g in enumerate(self.__class__.graphs):
-
                 try:
                     ec, eval = g.evcent(return_eigenvalue=True)
                 except Exception as ex:
@@ -157,19 +156,21 @@ class GraphAtlasTests(unittest.TestCase, AtlasTestBase):
 
 
 # Skip some problematic graphs
-GraphAtlasTests.graphs = [g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}]
+GraphAtlasTests.graphs = [
+    g for idx, g in enumerate(GraphAtlasTests.graphs) if idx not in {70, 180}
+]
 
 
 class IsoclassTests(unittest.TestCase, AtlasTestBase):
-    graphs = [
-        Graph.Isoclass(3, i, directed=True) for i in range(16)
-    ] + [
+    graphs = [Graph.Isoclass(3, i, directed=True) for i in range(16)] + [
         Graph.Isoclass(4, i, directed=True) for i in range(218)
     ]
 
 
 # Skip some problematic graphs
-IsoclassTests.graphs = [g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}]
+IsoclassTests.graphs = [
+    g for idx, g in enumerate(IsoclassTests.graphs) if idx not in {136}
+]
 
 
 def suite():
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 304414d2f..4b6683d32 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -267,13 +267,19 @@ def testUnicodeAttributeNameCombination(self):
 
 def suite():
     attribute_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeTests)
-    attribute_combination_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AttributeCombinationTests)
-    unicode_attributes_suite = unittest.defaultTestLoader.loadTestsFromTestCase(UnicodeAttributeTests)
-    return unittest.TestSuite([
-        attribute_suite,
-        attribute_combination_suite,
-        unicode_attributes_suite,
-    ])
+    attribute_combination_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        AttributeCombinationTests
+    )
+    unicode_attributes_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        UnicodeAttributeTests
+    )
+    return unittest.TestSuite(
+        [
+            attribute_suite,
+            attribute_combination_suite,
+            unicode_attributes_suite,
+        ]
+    )
 
 
 def test():
diff --git a/tests/test_basic.py b/tests/test_basic.py
index 262188577..ddda4f2d2 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -18,7 +18,7 @@
     is_graphical_degree_sequence,
     Matrix,
     Vertex,
-    VertexSeq
+    VertexSeq,
 )
 from igraph._igraph import EdgeSeq as _EdgeSeq, VertexSeq as _VertexSeq
 
@@ -663,7 +663,7 @@ def setUp(self):
             "David": {"Alice": {}, "Bob": {}},
         }
         self.eids_with_props = {
-            0: {1: {"weight": 5.6, "additional": 'abc'}},
+            0: {1: {"weight": 5.6, "additional": "abc"}},
             2: {1: {"weight": 3.4}, 0: {"weight": 2}},
             3: {0: {"weight": 1}, 1: {"weight": 5.6}},
         }
@@ -948,13 +948,27 @@ def testVertexSeqReferenceCounting(self):
 def suite():
     basic_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BasicTests)
     datatype_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DatatypeTests)
-    graph_dict_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictListTests)
-    graph_tuple_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphTupleListTests)
-    graph_list_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphListDictTests)
-    graph_dict_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphDictDictTests)
-    degree_sequence_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeSequenceTests)
-    inheritance_suite = unittest.defaultTestLoader.loadTestsFromTestCase(InheritanceTests)
-    refcount_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ReferenceCountTests)
+    graph_dict_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphDictListTests
+    )
+    graph_tuple_list_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphTupleListTests
+    )
+    graph_list_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphListDictTests
+    )
+    graph_dict_dict_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphDictDictTests
+    )
+    degree_sequence_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DegreeSequenceTests
+    )
+    inheritance_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        InheritanceTests
+    )
+    refcount_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        ReferenceCountTests
+    )
     return unittest.TestSuite(
         [
             basic_suite,
@@ -965,7 +979,7 @@ def suite():
             graph_dict_dict_suite,
             degree_sequence_suite,
             inheritance_suite,
-            refcount_suite
+            refcount_suite,
         ]
     )
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 2b7e6692a..3d63dd363 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -242,7 +242,7 @@ def testGRG(self):
         print("Geometric random graphs")
         print("       n        d #cliques        t1        t2")
         for n in ns:
-            d = 2.0 / (n ** 0.5)
+            d = 2.0 / (n**0.5)
             g = Graph.GRG(n, d)
             result = self.timeit(g)
             print("%8d %8.3f %8d %8.4fs %8.4fs" % tuple([n, d] + list(result)))
@@ -250,7 +250,9 @@ def testGRG(self):
 
 def suite():
     clique_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CliqueTests)
-    indvset_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IndependentVertexSetTests)
+    indvset_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IndependentVertexSetTests
+    )
     return unittest.TestSuite([clique_suite, indvset_suite])
 
 
diff --git a/tests/test_coloring.py b/tests/test_coloring.py
index 7d3f6c0c2..b765e09f7 100644
--- a/tests/test_coloring.py
+++ b/tests/test_coloring.py
@@ -24,7 +24,9 @@ def testGreedyVertexColoring(self):
 
 
 def suite():
-    vertex_coloring_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexColoringTests)
+    vertex_coloring_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        VertexColoringTests
+    )
     return unittest.TestSuite([vertex_coloring_suite])
 
 
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 5349196ff..91838df3c 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -65,8 +65,7 @@ def testToDirectedAcyclic(self):
         self.assertTrue(graph.is_directed())
         self.assertTrue(graph.vcount() == 5)
         self.assertTrue(
-            sorted(graph.get_edgelist())
-            == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
+            sorted(graph.get_edgelist()) == [(0, 1), (0, 2), (0, 3), (0, 3), (2, 4)]
         )
 
     def testToDirectedRandom(self):
@@ -174,8 +173,12 @@ def testGetSparseAdjacency(self):
 
 
 def suite():
-    direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DirectedUndirectedTests)
-    representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphRepresentationTests)
+    direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DirectedUndirectedTests
+    )
+    representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphRepresentationTests
+    )
     return unittest.TestSuite([direction_suite, representation_suite])
 
 
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 325a9ca9d..48a37f2f7 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -127,7 +127,9 @@ def test_minimum_cycle_basis(self):
         ]
         assert len(cycles) == len(expected)
         for expected_cycle, observed_cycle in zip(expected, cycles):
-            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+            assert expected_cycle == observed_cycle or expected_cycle == (
+                observed_cycle[0],
+            ) + tuple(reversed(observed_cycle[1:]))
 
         g = Graph.Lattice((5, 6), circular=True)
         cycles = g.minimum_cycle_basis(cutoff=2, complete=False)
@@ -166,7 +168,9 @@ def test_minimum_cycle_basis(self):
         ]
         assert len(cycles) == len(expected) - 1
         for expected_cycle, observed_cycle in zip(expected[:-1], cycles):
-            assert expected_cycle == observed_cycle or expected_cycle == (observed_cycle[0], ) + tuple(reversed(observed_cycle[1:]))
+            assert expected_cycle == observed_cycle or expected_cycle == (
+                observed_cycle[0],
+            ) + tuple(reversed(observed_cycle[1:]))
 
 
 def suite():
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 145941246..0bfdd1b6a 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -493,7 +493,6 @@ def testWalktrap(self):
         self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2])
 
     def testLeiden(self):
-
         # Example from paper (Fig. C.1)
         high_weight = 3.0
         low_weight = 3.0 / 2.0
@@ -664,12 +663,18 @@ def testRemoveNone(self):
 
 
 def suite():
-    decomposition_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DecompositionTests)
+    decomposition_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        DecompositionTests
+    )
     clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ClusteringTests)
-    vertex_clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(VertexClusteringTests)
+    vertex_clustering_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        VertexClusteringTests
+    )
     cover_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CoverTests)
     community_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CommunityTests)
-    cohesive_blocks_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CohesiveBlocksTests)
+    cohesive_blocks_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        CohesiveBlocksTests
+    )
     comparison_suite = unittest.defaultTestLoader.loadTestsFromTestCase(ComparisonTests)
     return unittest.TestSuite(
         [
diff --git a/tests/test_edgeseq.py b/tests/test_edgeseq.py
index 11dde6079..7b4d64959 100644
--- a/tests/test_edgeseq.py
+++ b/tests/test_edgeseq.py
@@ -86,8 +86,7 @@ def testPhantomEdge(self):
         self.assertRaises(ValueError, getattr, e, "vertex_tuple")
 
     @unittest.skipIf(
-        is_pypy,
-        "skipped on PyPy because we do not have access to docstrings"
+        is_pypy, "skipped on PyPy because we do not have access to docstrings"
     )
     def testProxyMethods(self):
         g = Graph.GRG(10, 0.5)
@@ -343,7 +342,7 @@ def testIncidentFilteringDirected(self):
         # Test case from https://igraph.discourse.group/t/edge-select-using-incident-on-directed-graphs/1645
         g = Graph([(0, 1), (1, 2), (2, 3)], directed=True)
 
-        vs = (1, )
+        vs = (1,)
         es = g.es.select(_incident=vs)
         self.assertEqual(2, len(es))
         self.assertTrue(all((e.source in vs or e.target in vs) for e in es))
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69b98d791..69657062e 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -68,6 +68,7 @@
 </graphml>
 """
 
+
 class ForeignTests(unittest.TestCase):
     def testDIMACS(self):
         with temporary_file(
@@ -251,7 +252,8 @@ def testNCOL(self):
     def testNCOLWithDataFrame(self):
         # Regression test for https://github.com/igraph/python-igraph/issues/446
         from pandas import DataFrame
-        df = DataFrame({'from': [1, 2], 'to': [2, 3]})
+
+        df = DataFrame({"from": [1, 2], "to": [2, 3]})
         self.assertRaises(TypeError, Graph.Read_Ncol, df)
 
     def testLGL(self):
@@ -360,7 +362,9 @@ def testGraphML(self):
             g.write_graphml(tmpfname)
 
     def testGraphMLz(self):
-        with temporary_file(gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))) as tmpfname:
+        with temporary_file(
+            gzip.compress(GRAPHML_EXAMPLE_FILE.encode("utf-8"))
+        ) as tmpfname:
             try:
                 g = Graph.Read_GraphMLz(tmpfname)
             except NotImplementedError as e:
@@ -636,9 +640,7 @@ def testEdgeDataFrames(self):
         df = g.get_edge_dataframe()
         self.assertEqual(df.shape, (5, 5))
         self.assertEqual(list(df.index), [0, 1, 2, 3, 4])
-        self.assertEqual(
-            set(df.columns), {"source", "target", "name", "weight"}
-        )
+        self.assertEqual(set(df.columns), {"source", "target", "name", "weight"})
         self.assertEqual(list(df["name"]), g.es["name"])
         self.assertEqual(list(df["weight"]), g.es["weight"])
 
@@ -694,10 +696,12 @@ def testGraphNetworkx(self):
         # In this case each node is a tuple of ints
         g_nx = nx.DiGraph()
         inf = float("inf")
-        g_nx.add_edges_from((
-            ((0, 0), (1, 1), {"weight": 3.0}),
-            ((0, 0), (1, 0), {"weight": inf}),
-        ))
+        g_nx.add_edges_from(
+            (
+                ((0, 0), (1, 1), {"weight": 3.0}),
+                ((0, 0), (1, 0), {"weight": inf}),
+            )
+        )
         g = Graph.from_networkx(g_nx)
         self.assertTrue(g.is_directed())
         self.assertEqual(g.vcount(), 3)
diff --git a/tests/test_games.py b/tests/test_games.py
index c93a00742..3e78637dc 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -43,7 +43,12 @@ def testAsymmetricPreference(self):
         types = g.vs.get_attribute_values("type")
         types1 = [i[0] for i in types]
         types2 = [i[1] for i in types]
-        self.assertTrue(min(types1) == 0 and max(types1) == 1 and min(types2) == 0 and max(types2) == 1)
+        self.assertTrue(
+            min(types1) == 0
+            and max(types1) == 1
+            and min(types2) == 0
+            and max(types2) == 1
+        )
 
         g = Graph.Asymmetric_Preference(100, [[0, 1], [1, 0]], [[1, 0], [0, 1]])
         self.assertTrue(isinstance(g, Graph))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 104f27cf3..31b8692bc 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -131,9 +131,25 @@ def testFullCitation(self):
 
     def testHexagonalLattice(self):
         el = [
-            (0, 1), (0, 6), (1, 2), (2, 3), (2, 8), (3, 4), (4, 10),
-            (5, 6), (5, 11), (6, 7), (7, 8), (7, 13), (8, 9), (9, 10),
-            (9, 15), (11, 12), (12, 13), (13, 14), (14, 15)
+            (0, 1),
+            (0, 6),
+            (1, 2),
+            (2, 3),
+            (2, 8),
+            (3, 4),
+            (4, 10),
+            (5, 6),
+            (5, 11),
+            (6, 7),
+            (7, 8),
+            (7, 13),
+            (8, 9),
+            (9, 10),
+            (9, 15),
+            (11, 12),
+            (12, 13),
+            (13, 14),
+            (14, 15),
         ]
         g = Graph.Hexagonal_Lattice([2, 2])
         self.assertEqual(sorted(g.get_edgelist()), el)
@@ -142,10 +158,7 @@ def testHexagonalLattice(self):
         self.assertEqual(sorted(g.get_edgelist()), el)
 
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
-        self.assertEqual(
-            sorted(g.get_edgelist()),
-            sorted(el + [(y, x) for x, y in el])
-        )
+        self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
@@ -378,7 +391,18 @@ def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(
             sorted(g.get_edgelist()),
-            [(0, 1), (0, 2), (0, 3), (1, 0), (1, 3), (2, 0), (2, 3), (3, 0), (3, 1), (3, 2)]
+            [
+                (0, 1),
+                (0, 2),
+                (0, 3),
+                (1, 0),
+                (1, 3),
+                (2, 0),
+                (2, 3),
+                (3, 0),
+                (3, 1),
+                (3, 2),
+            ],
         )
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
diff --git a/tests/test_homepage.py b/tests/test_homepage.py
index f25c0e08d..a54cde8c7 100644
--- a/tests/test_homepage.py
+++ b/tests/test_homepage.py
@@ -38,7 +38,9 @@ def distance(p1, p2):
 
 
 def suite():
-    homepage_example_suite = unittest.defaultTestLoader.loadTestsFromTestCase(HomepageExampleTests)
+    homepage_example_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        HomepageExampleTests
+    )
     return unittest.TestSuite([homepage_example_suite])
 
 
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 2a6423550..56f368738 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -41,7 +41,9 @@ def testSingleEdgeRetrievalAttrName(self):
 
 
 def suite():
-    adjacency_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GraphAdjacencyMatrixLikeIndexingTests)
+    adjacency_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        GraphAdjacencyMatrixLikeIndexingTests
+    )
     return unittest.TestSuite([adjacency_suite])
 
 
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 16d848790..3c1b62bbd 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -423,22 +423,32 @@ def testAutomorphismGroup(self):
             [
                 [0, 1, 2, 7, 5, 4, 6, 3, 9, 8],
                 [0, 4, 3, 8, 5, 1, 9, 2, 6, 7],
-                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9]
-            ]
+                [1, 2, 3, 8, 6, 0, 7, 4, 5, 9],
+            ],
         )
 
 
 def suite():
-    isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsomorphismTests)
-    subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SubisomorphismTests)
-    permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PermutationTests)
-    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(AutomorphismTests)
-    return unittest.TestSuite([
-        isomorphism_suite,
-        subisomorphism_suite,
-        permutation_suite,
-        automorphism_suite,
-    ])
+    isomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IsomorphismTests
+    )
+    subisomorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        SubisomorphismTests
+    )
+    permutation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PermutationTests
+    )
+    automorphism_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        AutomorphismTests
+    )
+    return unittest.TestSuite(
+        [
+            isomorphism_suite,
+            subisomorphism_suite,
+            permutation_suite,
+            automorphism_suite,
+        ]
+    )
 
 
 def test():
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 17133a231..0bf6d863f 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -177,7 +177,7 @@ def test_is_proper_circular_layout(graph, layout):
             self.assertAlmostEqual(0, sum(xs))
             self.assertAlmostEqual(0, sum(ys))
             for x, y in zip(xs, ys):
-                self.assertAlmostEqual(1, x ** 2 + y ** 2)
+                self.assertAlmostEqual(1, x**2 + y**2)
 
         g = Graph.Ring(8)
         layout = g.layout("circle")
@@ -256,19 +256,22 @@ def testUMAP(self):
         g = Graph()
 
         self.assertRaises(
-                InternalError, g.layout_umap,
-                min_dist=-0.01,
-            )
+            InternalError,
+            g.layout_umap,
+            min_dist=-0.01,
+        )
 
         self.assertRaises(
-                ValueError, g.layout_umap,
-                epochs=-1,
-            )
+            ValueError,
+            g.layout_umap,
+            epochs=-1,
+        )
 
         self.assertRaises(
-                ValueError, g.layout_umap,
-                dim=1,
-            )
+            ValueError,
+            g.layout_umap,
+            dim=1,
+        )
 
         # Empty graph
         lo = g.layout_umap()
@@ -282,17 +285,76 @@ def testUMAP(self):
 
         # Graph with two articulation points
         edges = [
-            0, 1, 0, 2, 0, 3, 1, 2, 1, 3, 2, 3,
-            3, 4, 4, 5, 5, 6,
-            6, 7, 7, 8, 6, 8, 7, 9, 6, 9, 8, 9, 7, 10, 8, 10, 9, 10,
-            10, 11, 9, 11, 8, 11, 7, 11,
-            ]
+            0,
+            1,
+            0,
+            2,
+            0,
+            3,
+            1,
+            2,
+            1,
+            3,
+            2,
+            3,
+            3,
+            4,
+            4,
+            5,
+            5,
+            6,
+            6,
+            7,
+            7,
+            8,
+            6,
+            8,
+            7,
+            9,
+            6,
+            9,
+            8,
+            9,
+            7,
+            10,
+            8,
+            10,
+            9,
+            10,
+            10,
+            11,
+            9,
+            11,
+            8,
+            11,
+            7,
+            11,
+        ]
         edges = list(zip(edges[::2], edges[1::2]))
         dist = [
-            0.1, 0.09, 0.12, 0.09, 0.1, 0.1,
-            0.9, 0.9, 0.9,
-            0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.08, 0.05, 0.1, 0.08, 0.12, 0.09, 0.11
-            ]
+            0.1,
+            0.09,
+            0.12,
+            0.09,
+            0.1,
+            0.1,
+            0.9,
+            0.9,
+            0.9,
+            0.2,
+            0.1,
+            0.1,
+            0.1,
+            0.1,
+            0.1,
+            0.08,
+            0.05,
+            0.1,
+            0.08,
+            0.12,
+            0.09,
+            0.11,
+        ]
         g = Graph(edges)
         lo = g.layout_umap(dist=dist, epochs=500)
         self.assertTrue(isinstance(lo, Layout))
@@ -302,8 +364,8 @@ def testUMAP(self):
         xmax, ymax, xmin, ymin = max(x), max(y), min(x), min(y)
         distmax = max(xmax - xmin, ymax - ymin)
         for iclu in range(0, 8, 7):
-            xclu = sum(x[iclu:iclu + 4]) / 4
-            yclu = sum(y[iclu:iclu + 4]) / 4
+            xclu = sum(x[iclu : iclu + 4]) / 4
+            yclu = sum(y[iclu : iclu + 4]) / 4
             for i in range(4):
                 dx = x[iclu + i] - xclu
                 dy = y[iclu + i] - yclu
@@ -327,8 +389,8 @@ def testUMAPComputeWeights(self):
         g = Graph(edges, directed=True)
         weights = umap_compute_weights(g, dist)
         self.assertEqual(
-            weights,
-            [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0])
+            weights, [1.0, 1.0, 1.0, 1.1253517471925912e-07, 6.14421235332821e-06, 0.0]
+        )
 
     def testLGL(self):
         g = Graph.Barabasi(100)
@@ -355,7 +417,6 @@ def testReingoldTilford(self):
         lo = g.layout("rt", root=["v0", "v100"])
         self.assertEqual(lo[100][1] - lo[0][1], 0)
 
-
     def testBipartite(self):
         g = Graph.Full_Bipartite(3, 2)
 
@@ -368,12 +429,8 @@ def testBipartite(self):
         self.assertEqual([3, 3, 3, 0, 0], ys)
 
         lo = g.layout("bipartite", hgap=5)
-        self.assertEqual(
-            {0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1}
-        )
-        self.assertEqual(
-            {2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0}
-        )
+        self.assertEqual({0, 5, 10}, {coord[0] for coord in lo if coord[1] == 1})
+        self.assertEqual({2.5, 7.5}, {coord[0] for coord in lo if coord[1] == 0})
 
     def testDRL(self):
         # Regression test for bug #1091891
@@ -384,7 +441,9 @@ def testDRL(self):
 
 def suite():
     layout_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutTests)
-    layout_algorithm_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutAlgorithmTests)
+    layout_algorithm_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        LayoutAlgorithmTests
+    )
     return unittest.TestSuite([layout_suite, layout_algorithm_suite])
 
 
diff --git a/tests/test_matching.py b/tests/test_matching.py
index 384df76e4..f6410cb2c 100644
--- a/tests/test_matching.py
+++ b/tests/test_matching.py
@@ -90,7 +90,9 @@ def testBipartiteMatchingErrors(self):
 
 def suite():
     matching_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MatchingTests)
-    bipartite_unweighted_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MaximumBipartiteMatchingTests)
+    bipartite_unweighted_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        MaximumBipartiteMatchingTests
+    )
     return unittest.TestSuite([matching_suite, bipartite_unweighted_suite])
 
 
diff --git a/tests/test_operators.py b/tests/test_operators.py
index 47237347b..523181311 100644
--- a/tests/test_operators.py
+++ b/tests/test_operators.py
@@ -111,9 +111,9 @@ def testUnion(self):
 
     def testUnionWithConflict(self):
         g1 = Graph.Tree(7, 2)
-        g1['name'] = 'Tree'
+        g1["name"] = "Tree"
         g2 = Graph.Lattice([7])
-        g2['name'] = 'Lattice'
+        g2["name"] = "Lattice"
         g = union([g1, g2])  # Issue 422
         self.assertTrue(
             sorted(g.get_edgelist())
@@ -134,7 +134,7 @@ def testUnionWithConflict(self):
         )
         self.assertTrue(
             sorted(g.attributes()),
-            ['name_1', 'name_2'],
+            ["name_1", "name_2"],
         )
 
     def testUnionMethod(self):
@@ -274,7 +274,9 @@ def testInPlaceAddition(self):
         # Adding two edges
         g += [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and g.connected_components().membership == [0] * 6
+            g.vcount() == 6
+            and g.ecount() == 7
+            and g.connected_components().membership == [0] * 6
         )
 
         # Adding two more vertices
@@ -338,8 +340,9 @@ def testAddition(self):
         # Adding two edges
         g = g0 + [(3, 4), (2, 4), (4, 5)]
         self.assertTrue(
-            g.vcount() == 6 and g.ecount() == 7 and
-            g.connected_components().membership == [0] * 6
+            g.vcount() == 6
+            and g.ecount() == 7
+            and g.connected_components().membership == [0] * 6
         )
         g0 = g
 
@@ -524,17 +527,7 @@ def testReverseEdges(self):
         g.reverse_edges([0, 1, 2])
         self.assertEqual(
             g.get_edgelist(),
-            [
-                (1, 0),
-                (2, 0),
-                (3, 0),
-                (1, 4),
-                (1, 5),
-                (1, 6),
-                (2, 7),
-                (2, 8),
-                (2, 9)
-            ]
+            [(1, 0), (2, 0), (3, 0), (1, 4), (1, 5), (1, 6), (2, 7), (2, 8), (2, 9)],
         )
 
         g = Graph.Tree(13, 3, mode="in")
diff --git a/tests/test_rng.py b/tests/test_rng.py
index e32490214..23055ada8 100644
--- a/tests/test_rng.py
+++ b/tests/test_rng.py
@@ -43,7 +43,9 @@ def testSeeding(self):
 
 
 def suite():
-    random_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomNumberGeneratorTests)
+    random_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        RandomNumberGeneratorTests
+    )
     return unittest.TestSuite([random_suite])
 
 
diff --git a/tests/test_separators.py b/tests/test_separators.py
index a9267976e..98a226b2b 100644
--- a/tests/test_separators.py
+++ b/tests/test_separators.py
@@ -60,7 +60,9 @@ def testMinimumSizeSeparators(self):
 
 
 def suite():
-    is_separator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(IsSeparatorTests)
+    is_separator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        IsSeparatorTests
+    )
     return unittest.TestSuite([is_separator_suite])
 
 
diff --git a/tests/test_spectral.py b/tests/test_spectral.py
index 5a959bf79..a415b9470 100644
--- a/tests/test_spectral.py
+++ b/tests/test_spectral.py
@@ -32,9 +32,9 @@ def testLaplacian(self):
         )
 
         mx0 = [
-            [1.0, -1 / (12 ** 0.5), -2 / (15 ** 0.5)],
-            [-1 / (12 ** 0.5), 1.0, -3 / (20 ** 0.5)],
-            [-2 / (15 ** 0.5), -3 / (20 ** 0.5), 1.0],
+            [1.0, -1 / (12**0.5), -2 / (15**0.5)],
+            [-1 / (12**0.5), 1.0, -3 / (20**0.5)],
+            [-2 / (15**0.5), -3 / (20**0.5), 1.0],
         ]
         self.assertAlmostEqualMatrix(g.laplacian("weight", True), mx0)
 
@@ -55,19 +55,43 @@ def testLaplacian(self):
         g = Graph.Formula("A --> B --> C --> D --> E --> A, A --> C")
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="out"),
-            [[2, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [2, -1, -1, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="in"),
-            [[1, -1, -1, 0, 0], [0, 1, -1, 0, 0], [0, 0, 2, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -1, -1, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 2, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="out", normalized="left"),
-            [[1, -0.5, -0.5, 0, 0], [0, 1, -1, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -0.5, -0.5, 0, 0],
+                [0, 1, -1, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
         self.assertAlmostEqualMatrix(
             g.laplacian(mode="in", normalized="right"),
-            [[1, -1, -0.5, 0, 0], [0, 1, -0.5, 0, 0], [0, 0, 1, -1, 0], [0, 0, 0, 1, -1], [-1, 0, 0, 0, 1]]
+            [
+                [1, -1, -0.5, 0, 0],
+                [0, 1, -0.5, 0, 0],
+                [0, 0, 1, -1, 0],
+                [0, 0, 0, 1, -1],
+                [-1, 0, 0, 0, 1],
+            ],
         )
 
 
diff --git a/tests/test_structural.py b/tests/test_structural.py
index c107e1c27..cde4f62aa 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -59,15 +59,13 @@ def testEccentricity(self):
     def testWeightedEccentricity(self):
         self.assertEqual(
             self.gfull.eccentricity(weights=[2] * self.gfull.ecount()),
-            [2] * self.gfull.vcount()
+            [2] * self.gfull.vcount(),
         )
         self.assertEqual(
-            self.gempty.eccentricity(weights=[]),
-            [0] * self.gempty.vcount()
+            self.gempty.eccentricity(weights=[]), [0] * self.gempty.vcount()
         )
         self.assertEqual(
-            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)),
-            [4, 5, 6, 6]
+            self.g.eccentricity(weights=range(1, self.g.ecount() + 1)), [4, 5, 6, 6]
         )
         self.assertEqual(Graph().eccentricity(), [])
 
@@ -271,9 +269,13 @@ def testBetweennessCentrality(self):
 
         observed = g.betweenness(sources=[0, 8], targets=[0, 8])
         self.assertEqual(len(observed), g.vcount())
-        for x, y in zip(observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]):
+        for x, y in zip(
+            observed, [0, 1 / 2, 1 / 6, 1 / 2, 2 / 3, 1 / 2, 1 / 6, 1 / 2, 0]
+        ):
             self.assertAlmostEqual(x, y)
-        self.assertRaises(ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+        self.assertRaises(
+            ValueError, g.betweenness, cutoff=2, sources=[0, 8], targets=[0, 8]
+        )
 
     def testEdgeBetweennessCentrality(self):
         g = Graph.Star(5)
@@ -293,9 +295,27 @@ def testEdgeBetweennessCentrality(self):
         g = Graph.Lattice([3, 3], circular=False)
         observed = g.edge_betweenness(sources=[0, 8], targets=[0, 8])
         self.assertEqual(len(observed), g.ecount())
-        for x, y in zip(observed, [1 / 2, 1 / 2, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 6, 1 / 3, 1 / 3, 1 / 2, 1 / 6, 1 / 2]):
+        for x, y in zip(
+            observed,
+            [
+                1 / 2,
+                1 / 2,
+                1 / 6,
+                1 / 3,
+                1 / 6,
+                1 / 3,
+                1 / 6,
+                1 / 3,
+                1 / 3,
+                1 / 2,
+                1 / 6,
+                1 / 2,
+            ],
+        ):
             self.assertAlmostEqual(x, y)
-        self.assertRaises(ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8])
+        self.assertRaises(
+            ValueError, g.edge_betweenness, cutoff=2, sources=[0, 8], targets=[0, 8]
+        )
 
     def testClosenessCentrality(self):
         g = Graph.Star(5)
@@ -624,7 +644,9 @@ def testIsTree(self):
         self.assertTrue(g.is_tree())
 
         g = Graph(1, directed=True)
-        self.assertTrue(g.is_tree() and g.is_tree("out") and g.is_tree("in") and g.is_tree("all"))
+        self.assertTrue(
+            g.is_tree() and g.is_tree("out") and g.is_tree("in") and g.is_tree("all")
+        )
 
         g = Graph(5, [(0, 1), (1, 2), (1, 3), (3, 4)])
         self.assertTrue(g.is_tree())
@@ -649,8 +671,7 @@ def testIsTree(self):
 
         g = Graph.Ring(10)
         self.assertFalse(
-            g.is_tree() or g.is_tree("in") or g.is_tree("out") or
-            g.is_tree("all")
+            g.is_tree() or g.is_tree("in") or g.is_tree("out") or g.is_tree("all")
         )
 
     def testIsChordal(self):
@@ -777,8 +798,12 @@ def testDistances(self):
             == [row[2:4] for row in expected]
         )
         self.assertRaises(
-            ValueError, g.distances,
-            weights="weight", target=[2, 3], algorithm="johnson", mode="in"
+            ValueError,
+            g.distances,
+            weights="weight",
+            target=[2, 3],
+            algorithm="johnson",
+            mode="in",
         )
 
     def testGetShortestPath(self):
@@ -795,7 +820,9 @@ def testGetShortestPathManualAlgorithmSelection(self):
 
         self.assertEqual([0, 1, 3], g.get_shortest_path(0, 3, algorithm="bellman_ford"))
         self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson")
-        self.assertRaises(ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in")
+        self.assertRaises(
+            ValueError, g.get_shortest_path, 0, 3, algorithm="johnson", mode="in"
+        )
 
     def testGetShortestPaths(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
@@ -979,8 +1006,7 @@ def heuristics(graph, u, v):
             return ((ux - vx) ** 2 + (uy - vy) ** 2) ** 0.5
 
         self.assertEqual(
-            [0, 1, 5, 6, 10, 11],
-            g.get_shortest_path_astar(0, 11, heuristics)
+            [0, 1, 5, 6, 10, 11], g.get_shortest_path_astar(0, 11, heuristics)
         )
 
 
@@ -1122,12 +1148,20 @@ def testDominators(self):
 
 
 def suite():
-    simple_suite = unittest.defaultTestLoader.loadTestsFromTestCase(SimplePropertiesTests)
+    simple_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        SimplePropertiesTests
+    )
     degree_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DegreeTests)
-    local_transitivity_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LocalTransitivityTests)
-    biconnected_suite = unittest.defaultTestLoader.loadTestsFromTestCase(BiconnectedComponentTests)
+    local_transitivity_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        LocalTransitivityTests
+    )
+    biconnected_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        BiconnectedComponentTests
+    )
     centrality_suite = unittest.defaultTestLoader.loadTestsFromTestCase(CentralityTests)
-    neighborhood_suite = unittest.defaultTestLoader.loadTestsFromTestCase(NeighborhoodTests)
+    neighborhood_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        NeighborhoodTests
+    )
     path_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PathTests)
     misc_suite = unittest.defaultTestLoader.loadTestsFromTestCase(MiscTests)
     dominator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(DominatorTests)
diff --git a/tests/test_vertexseq.py b/tests/test_vertexseq.py
index e8009e3a7..57154d4e2 100644
--- a/tests/test_vertexseq.py
+++ b/tests/test_vertexseq.py
@@ -99,7 +99,9 @@ def testNeighbors(self):
                     [edge.index for edge in vertex.neighbors(mode=mode)],
                 )
 
-    @unittest.skipIf(is_pypy, "skipped on PyPy because we do not have access to docstrings")
+    @unittest.skipIf(
+        is_pypy, "skipped on PyPy because we do not have access to docstrings"
+    )
     def testProxyMethods(self):
         # We only test with connected graphs because disconnected graphs might
         # print a warning when distances() is invoked on them and we want
diff --git a/tests/test_walks.py b/tests/test_walks.py
index 7d2de1cab..4217565d1 100644
--- a/tests/test_walks.py
+++ b/tests/test_walks.py
@@ -26,7 +26,9 @@ def validate_edge_walk(self, g, walk, start, length, mode="out"):
         for edgeid in walk:
             vertices = g.es[edgeid].tuple
             if prev_vertices is not None:
-                self.assertTrue(vertices[0] in prev_vertices or vertices[1] in prev_vertices)
+                self.assertTrue(
+                    vertices[0] in prev_vertices or vertices[1] in prev_vertices
+                )
             else:
                 self.assertTrue(start in vertices)
             prev_vertices = vertices
@@ -77,7 +79,7 @@ def testRandomWalkUndirectedVertices(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, return_type='vertices')
+            walk = g.random_walk(start, length, return_type="vertices")
             self.validate_walk(g, walk, start, length)
 
     def testRandomWalkUndirectedEdges(self):
@@ -85,7 +87,7 @@ def testRandomWalkUndirectedEdges(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, return_type='edges')
+            walk = g.random_walk(start, length, return_type="edges")
             self.validate_edge_walk(g, walk, start, length)
 
     def testRandomWalkUndirectedBoth(self):
@@ -93,24 +95,26 @@ def testRandomWalkUndirectedBoth(self):
         for _i in range(10):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk_dic = g.random_walk(start, length, return_type='both')
-            self.assertTrue('vertices' in walk_dic)
-            self.assertTrue('edges' in walk_dic)
-            self.validate_edge_walk(g, walk_dic['edges'], start, length)
-            self.validate_walk(g, walk_dic['vertices'], start, length)
+            walk_dic = g.random_walk(start, length, return_type="both")
+            self.assertTrue("vertices" in walk_dic)
+            self.assertTrue("edges" in walk_dic)
+            self.validate_edge_walk(g, walk_dic["edges"], start, length)
+            self.validate_walk(g, walk_dic["vertices"], start, length)
 
     def testRandomWalkUndirectedWeighted(self):
         g = Graph.GRG(100, 0.2)
-        g.es['weight'] = [1.0 for i in range(g.ecount())]
+        g.es["weight"] = [1.0 for i in range(g.ecount())]
         for _i in range(100):
             start = random.randint(0, g.vcount() - 1)
             length = random.randint(0, 10)
-            walk = g.random_walk(start, length, weights='weight')
+            walk = g.random_walk(start, length, weights="weight")
             self.validate_walk(g, walk, start, length)
 
 
 def suite():
-    random_walk_suite = unittest.defaultTestLoader.loadTestsFromTestCase(RandomWalkTests)
+    random_walk_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        RandomWalkTests
+    )
     return unittest.TestSuite([random_walk_suite])
 
 
diff --git a/tests/utils.py b/tests/utils.py
index 0d0a8067e..19b177181 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -7,7 +7,7 @@
 from contextlib import contextmanager
 from textwrap import dedent
 
-__all__ = ("temporary_file", )
+__all__ = ("temporary_file",)
 
 
 @contextmanager

From 9d72d1e51e4124f1c066a53dce53670b07d57016 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Tue, 26 Sep 2023 13:23:47 +1000
Subject: [PATCH 181/681] Vertex label color in mpl

---
 src/igraph/drawing/matplotlib/graph.py          |   6 ++++++
 .../baseline_images/test_graph/graph_labels.png | Bin 0 -> 12996 bytes
 tests/drawing/matplotlib/test_graph.py          |  12 ++++++++++++
 3 files changed, 18 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 9b09b7f50..139f122c6 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -315,6 +315,11 @@ def _draw_vertex_labels(self):
                 vertex.label_size,
             )
 
+            label_color = kwds.get(
+                "vertex_label_color",
+                vertex.label_color,
+            )
+
             # Locate text relative to vertex in data units. This is consistent
             # with the vertex size being in data units, but might be not fully
             # satisfactory when zooming in/out. In that case, revisit this
@@ -337,6 +342,7 @@ def _draw_vertex_labels(self):
                 xytext=xytext,
                 textcoords="offset points",
                 fontsize=label_size,
+                color=label_color,
                 ha="center",
                 va="center",
                 clip_on=True,
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_labels.png
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 0b3302d8b..d6130accc 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -48,6 +48,18 @@ def test_basic(self):
         fig, ax = plt.subplots()
         plot(g, target=ax, layout=self.layout_small_ring)
 
+    @image_comparison(baseline_images=["graph_labels"], remove_text=True)
+    def test_labels(self):
+        plt.close("all")
+        g = Graph.Ring(5)
+        fig, ax = plt.subplots(figsize=(3, 3))
+        plot(
+            g, target=ax, layout=self.layout_small_ring,
+            vertex_label=['1', '2', '3', '4', '5'],
+            vertex_label_color='white',
+            vertex_label_size=16,
+        )
+
     @image_comparison(baseline_images=["graph_layout_attribute"], remove_text=True)
     def test_layout_attribute(self):
         plt.close("all")

From 1991813d3f87116bced523e511d9d3a2760b5801 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 26 Sep 2023 12:53:23 +0200
Subject: [PATCH 182/681] doc: fix documentation of 'n' argument in
 Graph.__init__, closes #716

---
 src/igraph/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 466f7344f..c34035ab5 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -354,7 +354,7 @@ def __init__(self, *args, **kwds):
 
         @keyword n: the number of vertices. Can be omitted, the default is
           zero. Note that if the edge list contains vertices with indexes
-          larger than or equal to M{m}, then the number of vertices will
+          larger than or equal to M{n}, then the number of vertices will
           be adjusted accordingly.
         @keyword edges: the edge list where every list item is a pair of
           integers. If any of the integers is larger than M{n-1}, the number

From 4c0990437780072590eab19798ae01238c33bfaf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 29 Sep 2023 15:36:57 +0200
Subject: [PATCH 183/681] doc: removed @newfield from Python docstrings --
 docstrings in C are still TBD

---
 src/igraph/__init__.py   | 39 ++++++++--------
 src/igraph/clustering.py | 45 ++++++++++---------
 src/igraph/community.py  | 96 +++++++++++++++++++---------------------
 src/igraph/cut.py        | 14 +++---
 src/igraph/layout.py     | 16 ++++---
 src/igraph/statistics.py | 13 +++---
 6 files changed, 111 insertions(+), 112 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index b84a2adc0..4ce6ebd24 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -785,6 +785,9 @@ def dfs(self, vid, mode=OUT):
     def spanning_tree(self, weights=None, return_tree=True):
         """Calculates a minimum spanning tree for a graph.
 
+        B{Reference}: Prim, R.C. Shortest connection networks and some
+        generalizations. I{Bell System Technical Journal} 36:1389-1401, 1957.
+
         @param weights: a vector containing weights for every edge in
           the graph. C{None} means that the graph is unweighted.
         @param return_tree: whether to return the minimum spanning tree (when
@@ -795,10 +798,6 @@ def spanning_tree(self, weights=None, return_tree=True):
         @return: the spanning tree as a L{Graph} object if C{return_tree}
           is C{True} or the IDs of the edges that constitute the spanning
           tree if C{return_tree} is C{False}.
-
-        @newfield ref: Reference
-        @ref: Prim, R.C.: I{Shortest connection networks and some
-          generalizations}. Bell System Technical Journal 36:1389-1401, 1957.
         """
         result = GraphBase._spanning_tree(self, weights)
         if return_tree:
@@ -816,23 +815,23 @@ def dyad_census(self, *args, **kwds):
         from I{a} to I{b} or from I{b} to I{a} but not the other way round)
         and null (there is no connection between I{a} and I{b}).
 
+        B{Reference}: Holland, P.W. and Leinhardt, S. A Method for Detecting
+        Structure in Sociometric Data. I{American Journal of Sociology}, 70,
+        492-513, 1970.
+
         @return: a L{DyadCensus} object.
-        @newfield ref: Reference
-        @ref: Holland, P.W. and Leinhardt, S.  (1970).  A Method for Detecting
-          Structure in Sociometric Data.  American Journal of Sociology, 70,
-          492-513.
         """
         return DyadCensus(GraphBase.dyad_census(self, *args, **kwds))
 
     def triad_census(self, *args, **kwds):
         """Calculates the triad census of the graph.
 
+        B{Reference}: Davis, J.A. and Leinhardt, S. The Structure of
+        Positive Interpersonal Relations in Small Groups. In:
+        J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
+        218-251. Boston: Houghton Mifflin (1972).
+
         @return: a L{TriadCensus} object.
-        @newfield ref: Reference
-        @ref: Davis, J.A. and Leinhardt, S.  (1972).  The Structure of
-          Positive Interpersonal Relations in Small Groups.  In:
-          J. Berger (Ed.), Sociological Theories in Progress, Volume 2,
-          218-251. Boston: Houghton Mifflin.
         """
         return TriadCensus(GraphBase.triad_census(self, *args, **kwds))
 
@@ -855,6 +854,14 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
         measure (see L{transitivity_undirected()}) as it simply takes the
         average local transitivity across the whole network.
 
+        B{References}
+
+          - Watts DJ and Strogatz S: Collective dynamics of small-world
+            networks. I{Nature} 393(6884):440-442, 1998.
+          - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
+            The architecture of complex weighted networks. I{PNAS} 101, 3747
+            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
           transitivity. If C{TRANSITIVITY_NAN} or C{"nan"}, these vertices
@@ -863,12 +870,6 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
           or even an edge attribute name.
 
         @see: L{transitivity_undirected()}, L{transitivity_local_undirected()}
-        @newfield ref: Reference
-        @ref: Watts DJ and Strogatz S: I{Collective dynamics of small-world
-          networks}. Nature 393(6884):440-442, 1998.
-        @ref: Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
-          I{The architecture of complex weighted networks}. PNAS 101, 3747 (2004).
-          U{http://arxiv.org/abs/cond-mat/0311416}.
         """
         if weights is None:
             return GraphBase.transitivity_avglocal_undirected(self, mode)
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 9164b5a66..b06e886e8 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,24 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    B{References}
+
+      - Meila M: Comparing clusterings by the variation of information. In:
+        Scholkopf B, Warmuth MK (eds). Learning Theory and Kernel Machines: 16th
+        Annual Conference on Computational Learning Theory and 7th Kernel
+        Workship, COLT/Kernel 2003, Washington, DC, USA. Lecture Notes in Computer
+        Science, vol. 2777, Springer, 2003. ISBN: 978-3-540-40720-1.
+      - Danon L, Diaz-Guilera A, Duch J, Arenas A: Comparing community structure
+        identification. I{J Stat Mech} P09008, 2005.
+      - van Dongen S: Performance criteria for graph clustering and Markov
+        cluster experiments. Technical Report INS-R0012, National Research
+        Institute for Mathematics and Computer Science in the Netherlands,
+        Amsterdam, May 2000.
+      - Rand WM: Objective criteria for the evaluation of clustering
+        methods. I{J Am Stat Assoc} 66(336):846-850, 1971.
+      - Hubert L and Arabie P: Comparing partitions. I{Journal of
+        Classification} 2:193-218, 1985.
+
     @param comm1: the first community structure as a membership list or
       as a L{Clustering} object.
     @param comm2: the second community structure as a membership list or
@@ -1478,23 +1496,6 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       are compared.
 
     @return: the calculated measure.
-    @newfield ref: Reference
-    @ref: Meila M: Comparing clusterings by the variation of information.
-          In: Scholkopf B, Warmuth MK (eds). Learning Theory and Kernel
-          Machines: 16th Annual Conference on Computational Learning Theory
-          and 7th Kernel Workship, COLT/Kernel 2003, Washington, DC, USA.
-          Lecture Notes in Computer Science, vol. 2777, Springer, 2003.
-          ISBN: 978-3-540-40720-1.
-    @ref: Danon L, Diaz-Guilera A, Duch J, Arenas A: Comparing community
-          structure identification. J Stat Mech P09008, 2005.
-    @ref: van Dongen D: Performance criteria for graph clustering and Markov
-          cluster experiments. Technical Report INS-R0012, National Research
-          Institute for Mathematics and Computer Science in the Netherlands,
-          Amsterdam, May 2000.
-    @ref: Rand WM: Objective criteria for the evaluation of clustering
-          methods. J Am Stat Assoc 66(336):846-850, 1971.
-    @ref: Hubert L and Arabie P: Comparing partitions. Journal of
-          Classification 2:193-218, 1985.
     """
     import igraph._igraph
 
@@ -1528,6 +1529,11 @@ def split_join_distance(comm1, comm2, remove_none=False):
     it is close to zero, then one of the partitions is close to being a
     subpartition of the other).
 
+    B{Reference}: van Dongen S: Performance criteria for graph clustering and
+    Markov cluster experiments. Technical Report INS-R0012, National Research
+    Institute for Mathematics and Computer Science in the Netherlands,
+    Amsterdam, May 2000.
+
     @param comm1: the first community structure as a membership list or
       as a L{Clustering} object.
     @param comm2: the second community structure as a membership list or
@@ -1542,11 +1548,6 @@ def split_join_distance(comm1, comm2, remove_none=False):
 
     @return: the projection distance of C{comm1} from C{comm2} and vice versa
       in a tuple. The split-join distance is the sum of the two.
-    @newfield ref: Reference
-    @ref: van Dongen D: Performance criteria for graph clustering and Markov
-          cluster experiments. Technical Report INS-R0012, National Research
-          Institute for Mathematics and Computer Science in the Netherlands,
-          Amsterdam, May 2000.
 
     @see: L{compare_communities()} with C{method = "split-join"} if you are
       not interested in the individual projection distances but only the
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 42a5ed6b2..b890b97b2 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -15,13 +15,12 @@ def _community_fastgreedy(graph, weights=None):
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
+    B{Reference}: A Clauset, MEJ Newman and C Moore: Finding community structure
+    in very large networks. I{Phys Rev E} 70, 066111 (2004).
+
     @param weights: edge attribute name or a list containing edge
       weights
     @return: an appropriate L{VertexDendrogram} object.
-
-    @newfield ref: Reference
-    @ref: A Clauset, MEJ Newman and C Moore: Finding community structure
-      in very large networks. Phys Rev E 70, 066111 (2004).
     """
     merges, qs = GraphBase.community_fastgreedy(graph, weights)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
@@ -34,6 +33,17 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
     """Finds the community structure of the network according to the Infomap
     method of Martin Rosvall and Carl T. Bergstrom.
 
+    B{References}
+
+      - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
+        community structure in complex networks, I{PNAS} 105, 1118 (2008).
+        U{http://dx.doi.org/10.1073/pnas.0706851105},
+        U{http://arxiv.org/abs/0707.0609}.
+      - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
+        I{Eur Phys. J Special Topics} 178, 13 (2009).
+        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
+        U{http://arxiv.org/abs/0906.1405}.
+
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
     @param vertex_weights: name of an vertex attribute or a list containing
@@ -42,16 +52,6 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{codelength} that stores the code length determined by the
       algorithm.
-
-    @newfield ref: Reference
-    @ref: M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
-      community structure in complex networks, PNAS 105, 1118 (2008).
-      U{http://dx.doi.org/10.1073/pnas.0706851105},
-      U{http://arxiv.org/abs/0707.0609}.
-    @ref: M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
-      Eur. Phys. J. Special Topics 178, 13 (2009).
-      U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-      U{http://arxiv.org/abs/0906.1405}.
     """
     membership, codelength = GraphBase.community_infomap(
         graph, edge_weights, vertex_weights, trials
@@ -73,6 +73,9 @@ def _community_leading_eigenvector(
     each split is done by maximizing the modularity regarding the
     original network.
 
+    B{Reference}: MEJ Newman: Finding community structure in networks using the
+    eigenvectors of matrices, arXiv:physics/0605087
+
     @param clusters: the desired number of communities. If C{None}, the
       algorithm tries to do as many splits as possible. Note that the
       algorithm won't split a community further if the signs of the leading
@@ -84,10 +87,7 @@ def _community_leading_eigenvector(
       the ARPACK eigenvector calculation. If omitted, the module-level
       variable called C{arpack_options} is used.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: MEJ Newman: Finding community structure in networks using the
-    eigenvectors of matrices, arXiv:physics/0605087"""
+    """
     if clusters is None:
         clusters = -1
 
@@ -123,6 +123,10 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
     labels that belonged to different communities, they will still be in
     different communities at the end.
 
+    B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
+    time algorithm to detect community structures in large-scale networks.
+    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+
     @param weights: name of an edge attribute or a list containing
       edge weights
     @param initial: name of a vertex attribute or a list containing
@@ -136,12 +140,6 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
       vertices cannot be fixed. It may also be the name of a vertex
       attribute; each attribute value will be interpreted as a Boolean.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
-      time algorithm to detect community structures in large-scale
-      networks. Phys Rev E 76:036106, 2007.
-      U{http://arxiv.org/abs/0709.2938}.
     """
     if isinstance(fixed, str):
         fixed = [bool(o) for o in graph.vs[fixed]]
@@ -165,6 +163,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
+    B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
+    unfolding of community hierarchies in large networks, I{J Stat Mech}
+    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+
     @param weights: edge attribute name or a list containing edge
       weights
     @param return_levels: if C{True}, the communities at each level are
@@ -177,11 +179,6 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     @return: a list of L{VertexClustering} objects, one corresponding to
       each level (if C{return_levels} is C{True}), or a L{VertexClustering}
       corresponding to the best modularity.
-
-    @newfield ref: Reference
-    @ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
-      unfolding of community hierarchies in large networks, J Stat Mech
-      P10008 (2008), http://arxiv.org/abs/0803.0476
     """
     if graph.is_directed():
         raise ValueError("input graph must be undirected")
@@ -270,6 +267,16 @@ def _community_spinglass(graph, *args, **kwds):
     """Finds the community structure of the graph according to the
     spinglass community detection method of Reichardt & Bornholdt.
 
+    B{References}
+
+      - Reichardt J and Bornholdt S: Statistical mechanics of community
+        detection. I{Phys Rev E} 74:016110 (2006).
+        U{http://arxiv.org/abs/cond-mat/0603718}.
+
+      - Traag VA and Bruggeman J: Community detection in networks
+        with positive and negative links. I{Phys Rev E} 80:036115 (2009).
+        U{http://arxiv.org/abs/0811.2329}.
+
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
     @keyword spins: integer, the number of spins to use. This is the
@@ -304,14 +311,6 @@ def _community_spinglass(graph, *args, **kwds):
       at the end of the argument name; this is due to the fact that
       lambda is a reserved keyword in Python.
     @return: an appropriate L{VertexClustering} object.
-
-    @newfield ref: Reference
-    @ref: Reichardt J and Bornholdt S: Statistical mechanics of
-      community detection. Phys Rev E 74:016110 (2006).
-      U{http://arxiv.org/abs/cond-mat/0603718}.
-    @ref: Traag VA and Bruggeman J: Community detection in networks
-      with positive and negative links. Phys Rev E 80:036115 (2009).
-      U{http://arxiv.org/abs/0811.2329}.
     """
     membership = GraphBase.community_spinglass(graph, *args, **kwds)
     if "weights" in kwds:
@@ -329,16 +328,15 @@ def _community_walktrap(graph, weights=None, steps=4):
     in the same community. The result of the clustering will be represented
     as a dendrogram.
 
+    B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
+    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+
     @param weights: name of an edge attribute or a list containing
       edge weights
     @param steps: length of random walks to perform
 
     @return: a L{VertexDendrogram} object, initially cut at the maximum
       modularity.
-
-    @newfield ref: Reference
-    @ref: Pascal Pons, Matthieu Latapy: Computing communities in large
-      networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
     """
     merges, qs = GraphBase.community_walktrap(graph, weights, steps)
     optimal_count = _optimal_cluster_count_from_merges_and_modularity(graph, merges, qs)
@@ -399,6 +397,10 @@ def _community_leiden(
     """Finds the community structure of the graph using the Leiden
     algorithm of Traag, van Eck & Waltman.
 
+    B{Reference}: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
+    to Leiden: guaranteeing well-connected communities. I{Scientific Reports},
+    9(1), 5233. doi: 10.1038/s41598-019-41695-z
+
     @param objective_function: whether to use the Constant Potts
       Model (CPM) or modularity. Must be either C{"CPM"} or C{"modularity"}.
     @param weights: edge weights to be used. Can be a sequence or
@@ -423,11 +425,6 @@ def _community_leiden(
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{quality} that stores the value of the internal quality function
       optimized by the algorithm.
-
-    @newfield ref: Reference
-    @ref: Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain
-      to Leiden: guaranteeing well-connected communities. Scientific
-      reports, 9(1), 5233. doi: 10.1038/s41598-019-41695-z
     """
     if objective_function.lower() not in ("cpm", "modularity"):
         raise ValueError('objective_function must be "CPM" or "modularity".')
@@ -484,6 +481,9 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
     total weight of edges adjacent to vertex M{j} and M{m} is the total
     edge weight in the graph.
 
+    B{Reference}: MEJ Newman and M Girvan: Finding and evaluating community
+    structure in networks. I{Phys Rev E} 69 026113, 2004.
+
     @param membership: a membership list or a L{VertexClustering} object
     @param weights: optional edge weights or C{None} if all edges are
       weighed equally. Attribute names are also allowed.
@@ -495,10 +495,6 @@ def _modularity(self, membership, weights=None, resolution=1, directed=True):
       in- and out-degrees of nodes are treated separately; C{False} will treat
       directed graphs as undirected.
     @return: the modularity score
-
-    @newfield ref: Reference
-    @ref: MEJ Newman and M Girvan: Finding and evaluating community
-      structure in networks. Phys Rev E 69 026113, 2004.
     """
     if isinstance(membership, VertexClustering):
         if membership.graph != self:
diff --git a/src/igraph/cut.py b/src/igraph/cut.py
index cca6e6093..5aa26d9de 100644
--- a/src/igraph/cut.py
+++ b/src/igraph/cut.py
@@ -200,13 +200,12 @@ def _all_st_cuts(graph, source, target):
     This function lists all edge-cuts between a source and a target vertex.
     Every cut is listed exactly once.
 
+    B{Reference}: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+    graphs. I{Algorithmica} 15, 351-372, 1996.
+
     @param source: the source vertex ID
     @param target: the target vertex ID
     @return: a list of L{Cut} objects.
-
-    @newfield ref: Reference
-    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-      graphs. Algorithmica 15, 351--372, 1996.
     """
     return [
         Cut(graph, cut=cut, partition=part)
@@ -222,15 +221,14 @@ def _all_st_mincuts(graph, source, target, capacity=None):
     This function lists all minimum edge-cuts between a source and a target
     vertex.
 
+    B{Reference}: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
+    graphs. I{Algorithmica} 15, 351-372, 1996.
+
     @param source: the source vertex ID
     @param target: the target vertex ID
     @param capacity: the edge capacities (weights). If C{None}, all
       edges have equal weight. May also be an attribute name.
     @return: a list of L{Cut} objects.
-
-    @newfield ref: Reference
-    @ref: JS Provan and DR Shier: A paradigm for listing (s,t)-cuts in
-      graphs. Algorithmica 15, 351--372, 1996.
     """
     value, cuts, parts = GraphBase.all_st_mincuts(graph, source, target, capacity)
     return [
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 6ed163b05..a846be7bd 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -624,6 +624,15 @@ def _layout_sugiyama(
     returned layout therefore contains more rows than the number of nodes in
     the original graph; the extra rows correspond to the dummy vertices.
 
+    B{References}:
+
+      - K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
+        hierarchical system structures. I{IEEE Systems, Man and Cybernetics}
+        11(2):109-125, 1981.
+
+      - P Eades, X Lin and WF Smyth: A fast effective heuristic for the
+        feedback arc set problem. I{Information Processing Letters} 47:319-323, 1993.
+
     @param layers: a vector specifying a non-negative integer layer index for
       each vertex, or the name of a numeric vertex attribute that contains
       the layer indices. If C{None}, a layering will be determined
@@ -655,13 +664,6 @@ def _layout_sugiyama(
       than the number of vertices; the remaining rows correspond to the dummy
       nodes introduced in the layering step. When C{return_extended_graph} is
       C{True}, it will also contain the extended graph.
-
-    @newfield ref: Reference
-    @ref: K Sugiyama, S Tagawa, M Toda: Methods for visual understanding of
-      hierarchical system structures. IEEE Systems, Man and Cybernetics\
-      11(2):109-125, 1981.
-    @ref: P Eades, X Lin and WF Smyth: A fast effective heuristic for the
-      feedback arc set problem. Information Processing Letters 47:319-323, 1993.
     """
     if not return_extended_graph:
         return Layout(
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index c660bee15..98a53cc7f 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -505,6 +505,13 @@ def percentile(xs, p=(25, 50, 75), sort=True):
 def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
     """Fitting a power-law distribution to empirical data
 
+    B{References}
+
+      - MEJ Newman: Power laws, Pareto distributions and Zipf's law.
+        I{Contemporary Physics} 46, 323-351 (2005)
+      - A Clauset, CR Shalizi, MEJ Newman: Power-law distributions
+        in empirical data. E-print (2007). arXiv:0706.1062
+
     @param data: the data to fit, a list containing integer values
     @param xmin: the lower bound for fitting the power-law. If C{None},
       the optimal xmin value will be estimated as well. Zero means that
@@ -539,12 +546,6 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
     @return: a L{FittedPowerLaw} object. The fitted C{xmin} value and the
       power-law exponent can be queried from the C{xmin} and C{alpha}
       properties of the returned object.
-
-    @newfield ref: Reference
-    @ref: MEJ Newman: Power laws, Pareto distributions and Zipf's law.
-      Contemporary Physics 46, 323-351 (2005)
-    @ref: A Clauset, CR Shalizi, MEJ Newman: Power-law distributions
-      in empirical data. E-print (2007). arXiv:0706.1062
     """
     from igraph._igraph import _power_law_fit
 

From 6fdbc5f0f6b836a65e0a07c05ca6f534bae623f1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 29 Sep 2023 16:40:40 +0200
Subject: [PATCH 184/681] doc: API documentation now builds without warnings,
 all occurrences of @newfield removed

---
 src/_igraph/edgeseqobject.c   |   3 +-
 src/_igraph/graphobject.c     | 259 ++++++++++++++++------------------
 src/_igraph/vertexobject.c    |   2 +-
 src/_igraph/vertexseqobject.c |   3 +-
 4 files changed, 124 insertions(+), 143 deletions(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index ce57c51d3..fcdbce41a 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -1078,8 +1078,7 @@ PyMemberDef igraphmodule_EdgeSeq_members[] = {
 PyDoc_STRVAR(
   igraphmodule_EdgeSeq_doc,
   "Low-level representation of an edge sequence.\n\n" /* tp_doc */
-  "Don't use it directly, use L{igraph.EdgeSeq} instead.\n\n"
-  "@deffield ref: Reference"
+  "Don't use it directly, use L{igraph.EdgeSeq} instead.\n"
 );
 
 int igraphmodule_EdgeSeq_register_type() {
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a3bd20ac4..5d96bb267 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13769,6 +13769,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Atlas(idx)\n--\n\n"
    "Generates a graph from the Graph Atlas.\n\n"
+   "B{Reference}: Ronald C. Read and Robin J. Wilson: I{An Atlas of Graphs}.\n"
+   "Oxford University Press, 1998.\n\n"
    "@param idx: The index of the graph to be generated.\n"
    "  Indices start from zero, graphs are listed:\n\n"
    "    1. in increasing order of number of vertices;\n"
@@ -13777,9 +13779,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    3. for fixed numbers of vertices and edges, in increasing order\n"
    "       of the degree sequence, for example 111223 < 112222;\n"
    "    4. for fixed degree sequence, in increasing number of automorphisms.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: I{An Atlas of Graphs} by Ronald C. Read and Robin J. Wilson,\n"
-   "  Oxford University Press, 1998."},
+  },
 
   // interface to igraph_barabasi_game
   {"Barabasi", (PyCFunction) igraphmodule_Graph_Barabasi,
@@ -13787,6 +13787,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
    "Generates a graph based on the Barabasi-Albert model.\n\n"
+   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
    "  each vertex or a list containing the number of outgoing\n"
@@ -13820,9 +13822,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param start_from: if given and not C{None}, this must be another\n"
    "      L{GraphBase} object. igraph will use this graph as a starting\n"
    "      point for the preferential attachment model.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
-   "  in random networks. Science, 286 509-512."},
+  },
 
   /* interface to igraph_create_bipartite */
   {"_Bipartite", (PyCFunction) igraphmodule_Graph_Bipartite,
@@ -14120,6 +14120,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "multiple or loop edges are allowed) are specified in the C{allowed_edge_types}\n"
     "parameter.\n"
     "\n"
+    "B{References}\n\n"
+    "  - V. Havel, Poznámka o existenci konečných grafů (A remark on the\n"
+    "    existence of finite graphs), Časopis pro pěstování matematiky 80,\n"
+    "    477-480 (1955). U{http://eudml.org/doc/19050}\n"
+    "  - S. L. Hakimi, On Realizability of a Set of Integers as Degrees of the\n"
+    "    Vertices of a Linear Graph, I{Journal of the SIAM} 10, 3 (1962).\n"
+    "    U{https://www.jstor.org/stable/2098770}\n"
+    "  - D. J. Kleitman and D. L. Wang, Algorithms for Constructing Graphs and\n"
+    "    Digraphs with Given Valences and Factors, I{Discrete Mathematics} 6, 1 (1973).\n"
+    "    U{https://doi.org/10.1016/0012-365X%2873%2990037-X}\n"
+    "  - Sz. Horvát and C. D. Modes, Connectedness matters: construction and\n"
+    "    exact random sampling of connected networks (2021).\n"
+    "    U{https://doi.org/10.1088/2632-072X/abced5}\n"
+    "\n"
     "@param out: the degree sequence of an undirected graph (if in_=None),\n"
     "  or the out-degree sequence of a directed graph.\n"
     "@param in_: None to generate an undirected graph, the in-degree sequence\n"
@@ -14143,23 +14157,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "\n"
     "  In the undirected case, C{smallest} is guaranteed to produce a connected graph.\n"
     "  See Horvát and Modes (2021) for details.\n"
-    "\n"
-    "@newfield ref: Reference\n"
-    "@ref: V. Havel,\n"
-    "  Poznámka o existenci konečných grafů (A remark on the existence of finite graphs),\n"
-    "  Časopis pro pěstování matematiky 80, 477-480 (1955).\n"
-    "  U{http://eudml.org/doc/19050}\n"
-    "@ref: S. L. Hakimi,\n"
-    "  On Realizability of a Set of Integers as Degrees of the Vertices of a Linear Graph,\n"
-    "  Journal of the SIAM 10, 3 (1962).\n"
-    "  U{https://www.jstor.org/stable/2098770}\n"
-    "@ref: D. J. Kleitman and D. L. Wang,\n"
-    "  Algorithms for Constructing Graphs and Digraphs with Given Valences and Factors,\n"
-    "  Discrete Mathematics 6, 1 (1973).\n"
-    "  U{https://doi.org/10.1016/0012-365X%2873%2990037-X}\n"
-    "@ref: Sz. Horvát and C. D. Modes,\n"
-    "  Connectedness matters: construction and exact random sampling of connected networks (2021).\n"
-    "  U{https://doi.org/10.1088/2632-072X/abced5}\n"
   },
 
   // interface to igraph_ring
@@ -14202,6 +14199,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False, "
    "multiple=False, finite_size_correction=True)\n--\n\n"
    "Generates a non-growing graph with prescribed power-law degree distributions.\n\n"
+   "B{References}\n\n"
+   "  - Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
+   "    in scale-free networks. I{Phys Rev Lett} 87(27):278701, 2001.\n"
+   "  - Cho YS, Kim JS, Park J, Kahng B, Kim D: Percolation transitions in\n"
+   "    scale-free networks under the Achlioptas process. I{Phys Rev Lett}\n"
+   "    103:135702, 2009.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param m: the number of edges in the graph\n"
    "@param exponent_out: the exponent of the out-degree distribution, which\n"
@@ -14219,19 +14222,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  paper of Cho et al for more details.\n"
    "@return: a directed or undirected graph with the prescribed power-law\n"
    "  degree distributions.\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
-   "  in scale-free networks. Phys Rev Lett 87(27):278701, 2001.\n"
-   "@ref: Cho YS, Kim JS, Park J, Kahng B, Kim D: Percolation transitions in\n"
-   "  scale-free networks under the Achlioptas process. Phys Rev Lett\n"
-   "  103:135702, 2009.\n"
   },
 
   // interface to igraph_tree
   {"Tree", (PyCFunction) igraphmodule_Graph_Tree,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Tree(n, children, type=\"undirected\")\n--\n\n"
+   "Tree(n, children, mode=\"undirected\")\n--\n\n"
    "Generates a tree in which almost all vertices have the same number of children.\n\n"
    "@param n: the number of vertices in the graph\n"
    "@param children: the number of children of a vertex in the graph\n"
@@ -14339,6 +14335,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "become fully random even for <code>p=1</code>.\n\n"
    "For appropriate choices of I{p}, both models exhibit the property of\n"
    "simultaneously having short path lengths and high clustering.\n\n"
+   "B{Reference}: Duncan J Watts and Steven H Strogatz: Collective dynamics of\n"
+   "small world networks, I{Nature} 393, 440-442, 1998\n\n"
    "@param dim: the dimension of the lattice\n"
    "@param size: the size of the lattice along all dimensions\n"
    "@param nei: value giving the distance (number of steps) within which\n"
@@ -14348,9 +14346,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param multiple: specifies whether multiple edges are allowed\n"
    "@see: L{Lattice()}, L{rewire()}, L{rewire_edges()} if more flexibility is\n"
    "  needed\n"
-   "@newfield ref: Reference\n"
-   "@ref: Duncan J Watts and Steven H Strogatz: I{Collective dynamics of\n"
-   "  small world networks}, Nature 393, 440-442, 1998\n"},
+  },
 
   /* interface to igraph_weighted_adjacency */
   {"_Weighted_Adjacency", (PyCFunction) igraphmodule_Graph_Weighted_Adjacency,
@@ -14416,6 +14412,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "performed using equation (26) in the same paper for directed graphs, and\n"
    "equation (4) in Newman MEJ: Assortative mixing in networks, Phys Rev Lett\n"
    "89:208701 (2002) for undirected graphs.\n\n"
+   "B{References}\n\n"
+   "  - Newman MEJ: Mixing patterns in networks, I{Phys Rev E} 67:026126, 2003.\n"
+   "  - Newman MEJ: Assortative mixing in networks, I{Phys Rev Lett} 89:208701, 2002.\n\n"
    "@param types1: vertex types in a list or the name of a vertex attribute\n"
    "  holding vertex types. Types are ideally denoted by numeric values.\n"
    "@param types2: in directed assortativity calculations, each vertex can\n"
@@ -14428,10 +14427,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  Pearson correlation. Supply True here to compute the standard\n"
    "  assortativity.\n"
    "@return: the assortativity coefficient\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
-   "@ref: Newman MEJ: Assortative mixing in networks, Phys Rev Lett 89:208701,\n"
-   "  2002.\n"
    "@see: L{assortativity_degree()} when the types are the vertex degrees\n"
   },
 
@@ -14462,6 +14457,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "asymptotically zero.\n\n"
    "See equation (2) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition.\n\n"
+   "B{Reference}: Newman MEJ: Mixing patterns in networks, I{Phys Rev E}\n"
+   "67:026126, 2003.\n\n"
    "@param types: vertex types in a list or the name of a vertex attribute\n"
    "  holding vertex types. Types should be denoted by numeric values.\n"
    "@param directed: whether to consider edge directions or not.\n"
@@ -14469,8 +14466,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  The unnormalized version is identical to modularity. Supply True here to\n"
    "  compute the standard assortativity.\n"
    "@return: the assortativity coefficient\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Newman MEJ: Mixing patterns in networks, Phys Rev E 67:026126, 2003.\n"
   },
 
   /* interface to igraph_average_path_length */
@@ -14802,15 +14797,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Shannon entropy of the weights of the edges incident on the vertex.\n\n"
    "The measure is defined for undirected graphs only; edge directions are\n"
    "ignored.\n\n"
+   "B{Reference}: Eagle N, Macy M and Claxton R: Network diversity and economic\n"
+   "development, I{Science} 328, 1029-1031, 2010.\n\n"
    "@param vertices: the vertices for which the diversity indices must\n"
    "  be returned. If C{None}, uses all of the vertices in the graph.\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
    "@return: the calculated diversity indices in a list, or a single number if\n"
    "  a single vertex was supplied.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Eagle N, Macy M and Claxton R: Network diversity and economic\n"
-   "  development, Science 328, 1029--1031, 2010."
   },
 
   /* interface to igraph_eccentricity */
@@ -14933,6 +14927,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "set. Note that the task is trivial for an undirected graph as it is enough\n"
    "to find a spanning tree and then remove all the edges not in the spanning\n"
    "tree. Of course it is more complicated for directed graphs.\n\n"
+   "B{Reference}: Eades P, Lin X and Smyth WF: A fast and effective heuristic for the\n"
+   "feedback arc set problem. In: I{Proc Inf Process Lett} 319-323, 1993.\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name. When given, the algorithm will strive to\n"
    "  remove lightweight edges in order to minimize the total weight of the\n"
@@ -14944,9 +14940,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  an integer programming formulation which is guaranteed to yield an optimal\n"
    "  result, but is too slow for large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Eades P, Lin X and Smyth WF: A fast and effective heuristic for the\n"
-   "  feedback arc set problem. In: Proc Inf Process Lett 319-323, 1993.\n"
   },
 
   /* interface to igraph_get_shortest_path */
@@ -15610,14 +15603,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that this measure is different from the local transitivity\n"
    "measure (see L{transitivity_local_undirected()}) as it calculates\n"
    "a single value for the whole graph.\n\n"
+   "B{Reference}: S. Wasserman and K. Faust: I{Social Network Analysis: Methods\n"
+   "and Applications}. Cambridge: Cambridge University Press, 1994.\n\n"
    "@param mode: if C{TRANSITIVITY_ZERO} or C{\"zero\"}, the result will\n"
    "  be zero if the graph does not have any triplets. If C{\"nan\"} or\n"
    "  C{TRANSITIVITY_NAN}, the result will be C{NaN} (not a number).\n"
    "@return: the transitivity\n"
    "@see: L{transitivity_local_undirected()}, L{transitivity_avglocal_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wasserman and K. Faust: I{Social Network Analysis: Methods and\n"
-   "  Applications}. Cambridge: Cambridge University Press, 1994."
   },
 
   /* interface to igraph_transitivity_local_undirected and
@@ -15637,6 +15629,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "The traditional local transitivity measure applies for unweighted graphs\n"
    "only. When the C{weights} argument is given, this function calculates\n"
    "the weighted local transitivity proposed by Barrat et al (see references).\n\n"
+   "B{References}:\n\n"
+   "  - D. J. Watts and S. Strogatz: Collective dynamics of\n"
+   "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
+   "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
+   "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
+   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -15647,12 +15645,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  even an edge attribute name.\n"
    "@return: the transitivities for the given vertices in a list\n"
    "@see: L{transitivity_undirected()}, L{transitivity_avglocal_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: Watts DJ and Strogatz S: I{Collective dynamics of small-world\n"
-   "  networks}. Nature 393(6884):440-442, 1998.\n"
-   "@ref: Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
-   "  I{The architecture of complex weighted networks}. PNAS 101, 3747 (2004).\n"
-   "  U{http://arxiv.org/abs/cond-mat/0311416}."
   },
 
   /* interface to igraph_transitivity_avglocal_undirected */
@@ -15671,14 +15663,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that this measure is different from the global transitivity measure\n"
    "(see L{transitivity_undirected()}) as it simply takes the average local\n"
    "transitivity across the whole network.\n\n"
+   "B{Reference}: D. J. Watts and S. Strogatz: Collective dynamics of\n"
+   "small-world networks. I{Nature} 393(6884):440-442, 1998.\n\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
    "  If C{TRANSITIVITT_ZERO} or C{\"zero\"}, these vertices will have\n"
    "  zero transitivity. If C{TRANSITIVITY_NAN} or C{\"nan\"}, these\n"
    "  vertices will be excluded from the average.\n"
    "@see: L{transitivity_undirected()}, L{transitivity_local_undirected()}\n"
-   "@newfield ref: Reference\n"
-   "@ref: D. J. Watts and S. Strogatz: I{Collective dynamics of small-world\n"
-   "  networks}. Nature 393(6884):440-442, 1998."
   },
 
   /* interface to igraph_unfold_tree */
@@ -15834,9 +15825,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "method can be used. This function is capable of doing sampling via\n"
    "the I{cut_prob} argument. This argument gives the probability that\n"
    "a branch of the motif search tree will not be explored.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -15858,9 +15848,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "assigning isomorphism classes to them.\n\n"
    "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
    "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -15878,9 +15867,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "sample of vertices.\n\n"
    "Currently we support motifs of size 3 and 4 for directed graphs, and\n"
    "motifs of size 3, 4, 5 or 6 for undirected graphs.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
-   "  motif detection, Bioinformatics 22(9), 1152--1153, 2006.\n\n"
+   "B{Reference}: S. Wernicke and F. Rasche: FANMOD: a tool for fast network\n"
+   "motif detection, I{Bioinformatics} 22(9), 1152--1153, 2006.\n\n"
    "@param size: the size of the motifs\n"
    "@param cut_prob: the cut probabilities for different levels of the search\n"
    "  tree. This must be a list of length I{size} or C{None} to find all\n"
@@ -16288,6 +16276,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "For unconnected graphs, the method will decompose the graph into\n"
    "weakly connected components and then lay out the components\n"
    "individually using the appropriate parts of the distance matrix.\n\n"
+   "B{Reference}: Cox & Cox: Multidimensional Scaling (1994), Chapman and\n"
+   "Hall, London.\n\n"
    "@param dist: the distance matrix. It must be symmetric and the\n"
    "  symmetry is not checked -- results are unspecified when a\n"
    "  non-symmetric distance matrix is used. If this parameter is\n"
@@ -16299,10 +16289,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
-   "@return: the calculated layout.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Cox & Cox: Multidimensional Scaling (1994), Chapman and\n"
-   "  Hall, London.\n"
+   "@return: the calculated layout.\n"
   },
 
   /* interface to igraph_layout_reingold_tilford */
@@ -16314,6 +16301,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "layout algorithm.\n\n"
    "This is a tree layout. If the given graph is not a tree, a breadth-first\n"
    "search is executed first to obtain a possible spanning tree.\n\n"
+   "B{Reference}: EM Reingold, JS Tilford: Tidier Drawings of Trees. I{IEEE\n"
+   "Transactions on Software Engineering} 7:22, 223-228, 1981.\n\n"
    "@param mode: specifies which edges to consider when builing the tree.\n"
    "  If it is C{OUT} then only the outgoing, if it is C{IN} then only the\n"
    "  incoming edges of a parent are considered. If it is C{ALL} then all\n"
@@ -16335,9 +16324,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  in the forest.\n"
    "@return: the calculated layout.\n\n"
    "@see: layout_reingold_tilford_circular\n"
-   "@newfield ref: Reference\n"
-   "@ref: EM Reingold, JS Tilford: I{Tidier Drawings of Trees.}\n"
-   "IEEE Transactions on Software Engineering 7:22, 223-228, 1981."},
+  },
 
   /* interface to igraph_layout_reingold_tilford_circular */
   {"layout_reingold_tilford_circular",
@@ -16348,11 +16335,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "This layout is similar to the Reingold-Tilford layout, but the vertices\n"
    "are placed in a circular way, with the root vertex in the center.\n\n"
    "See L{layout_reingold_tilford} for the explanation of the parameters.\n\n"
+   "B{Reference}: EM Reingold, JS Tilford: Tidier Drawings of Trees. I{IEEE\n"
+   "Transactions on Software Engineering} 7:22, 223-228, 1981.\n\n"
    "@return: the calculated layout.\n\n"
    "@see: layout_reingold_tilford\n"
-   "@newfield ref: Reference\n"
-   "@ref: EM Reingold, JS Tilford: I{Tidier Drawings of Trees.}\n"
-   "IEEE Transactions on Software Engineering 7:22, 223-228, 1981."},
+  },
 
   /* interface to igraph_layout_random */
   {"layout_random", (PyCFunction) igraphmodule_Graph_layout_random,
@@ -16380,6 +16367,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Uniform Manifold Approximation and Projection (UMAP).\n\n"
    "This layout is a probabilistic algorithm that places vertices that are connected\n"
    "and have a short distance close by in the embedded space.\n\n"
+   "B{Reference}: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
+   "and Projection for Dimension Reduction. arXiv:1802.03426.\n\n"
    "@param dist: distances associated with the graph edges. If None, all edges will\n"
    "  be assumed to convey the same distance between the vertices. Either this\n"
    "  argument of the C{weights} argument can be set, but not both. It is fine to\n"
@@ -16408,10 +16397,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "computed by igraph.umap_compute_weights(). For example:\n"
    "C{weights = igraph.umap_compute_weights(graph, dist)}\n"
    "C{layout = graph.layout_umap(weights=weights)}\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: L McInnes, J Healy, J Melville: UMAP: Uniform Manifold Approximation\n"
-   "  and Projection for Dimension Reduction. arXiv:1802.03426.\n"
-   "@see: igraph.umap_compute_weights()\n\n"},
+   "@see: igraph.umap_compute_weights()\n"},
 
   ////////////////////////////
   // VISITOR-LIKE FUNCTIONS //
@@ -17363,6 +17349,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{Cut} object. It is advised\n"
    "to use that.\n\n"
+   "B{References}\n\n"
+   "  - M. Stoer, F. Wagner: A simple min-cut algorithm. I{Journal of the ACM}\n"
+   "    44(4):585-591, 1997.\n"
+   "  - A. V. Goldberg, R. E. Tarjan: A new approach to the maximum-flow problem.\n"
+   "    I{Journal of the ACM} 35(4):921-940, 1988.\n\n"
    "@param source: the source vertex ID. If C{None}, target must also be\n"
    "  {None} and the calculation will be done for the entire graph (i.e. all\n"
    "  possible vertex pairs).\n"
@@ -17374,12 +17365,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  same capacity.\n"
    "@return: the value of the minimum cut, the IDs of vertices in the\n"
    "  first and second partition, and the IDs of edges in the cut,\n"
-   "  packed in a 4-tuple\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: M. Stoer, F. Wagner: A simple min-cut algorithm. Journal of\n"
-   "  the ACM 44(4):585-591, 1997.\n"
-   "@ref: A. V. Goldberg, R. E. Tarjan: A new approach to the maximum-flow problem.\n"
-   "  Journal of the ACM 35(4):921-940, 1988.\n"
+   "  packed in a 4-tuple\n"
   },
 
   {"st_mincut", (PyCFunction) igraphmodule_Graph_st_mincut,
@@ -17416,13 +17402,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Returns a list containing all the minimal s-t separators of a graph.\n\n"
    "A minimal separator is a set of vertices whose removal disconnects the graph,\n"
    "while the removal of any subset of the set keeps the graph connected.\n\n"
+   "B{Reference}: Anne Berry, Jean-Paul Bordat and Olivier Cogis: Generating all the\n"
+   "minimal separators of a graph. In: Peter Widmayer, Gabriele Neyer and\n"
+   "Stephan Eidenbenz (eds.): Graph-theoretic concepts in computer science,\n"
+   "1665, 167-172, 1999. Springer.\n\n"
    "@return: a list where each item lists the vertex indices of a given\n"
    "  minimal s-t separator.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Anne Berry, Jean-Paul Bordat and Olivier Cogis: Generating all the\n"
-   "  minimal separators of a graph. In: Peter Widmayer, Gabriele Neyer and\n"
-   "  Stephan Eidenbenz (eds.): Graph-theoretic concepts in computer science,\n"
-   "  1665, 167--172, 1999. Springer.\n"},
+  },
 
   {"is_minimal_separator", (PyCFunction) igraphmodule_Graph_is_minimal_separator,
    METH_VARARGS | METH_KEYWORDS,
@@ -17448,11 +17434,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "A vertex set is a separator if its removal disconnects the graph. This method\n"
    "lists all the separators for which no smaller separator set exists in the\n"
    "given graph.\n\n"
+   "B{Reference}: Arkady Kanevsky: Finding all minimum-size separating vertex\n"
+   "sets in a graph. I{Networks} 23:533-541, 1993.\n\n"
    "@return: a list where each item lists the vertex indices of a given\n"
    "  separator of minimum size.\n"
-   "@newfield ref: Reference\n"
-   "@ref: Arkady Kanevsky: Finding all minimum-size separating vertex sets\n"
-   "  in a graph. Networks 23:533--541, 1993.\n"},
+  },
 
   /*******************/
   /* COHESIVE BLOCKS */
@@ -17559,12 +17545,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "which can't be extended by adding any other vertex to it. A maximal\n"
    "independent vertex set is not necessarily one of the largest\n"
    "independent vertex sets in the graph.\n\n"
+   "B{Reference}: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: A new\n"
+   "algorithm for generating all the maximal independent sets.\n"
+   "I{SIAM J Computing}, 6:505-517, 1977.\n\n"
    "@see: L{largest_independent_vertex_sets()} for the largest independent\n"
-   "  vertex sets\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: I{A new\n"
-   "  algorithm for generating all the maximal independent sets}.\n"
-   "  SIAM J Computing, 6:505--517, 1977."},
+   "  vertex sets\n"
+  },
   {"independence_number",
    (PyCFunction) igraphmodule_Graph_independence_number,
    METH_NOARGS,
@@ -17600,6 +17586,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: method overridden in L{Graph} to allow L{VertexClustering}\n"
    "objects as a parameter. This method is not strictly necessary, since\n"
    "the L{VertexClustering} class provides a variable called C{modularity}.\n\n"
+   "B{Reference}: MEJ Newman and M Girvan: Finding and evaluating community\n"
+   "structure in networks. I{Phys Rev E} 69 026113, 2004.\n\n"
    "@param membership: the membership vector, e.g. the vertex type index for\n"
    "  each vertex.\n"
    "@param weights: optional edge weights or C{None} if all edges are weighed\n"
@@ -17612,9 +17600,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  in- and out-degrees of nodes are treated separately; C{False} will treat\n"
    "  directed graphs as undirected.\n"
    "@return: the modularity score.\n"
-   "@newfield ref: Reference\n"
-   "@ref: MEJ Newman and M Girvan: Finding and evaluating community structure\n"
-   "  in networks. Phys Rev E 69 026113, 2004.\n"
   },
   {"modularity_matrix", (PyCFunction) igraphmodule_Graph_modularity_matrix,
    METH_VARARGS | METH_KEYWORDS,
@@ -17639,13 +17624,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "has at least degree k. (Degree here means the degree in the\n"
    "subgraph of course). The coreness of a vertex is M{k} if it\n"
    "is a member of the M{k}-core but not a member of the M{k+1}-core.\n\n"
+   "B{Reference}: Vladimir Batagelj, Matjaz Zaversnik: An M{O(m)} Algorithm\n"
+   "for Core Decomposition of Networks.\n\n"
    "@param mode: whether to compute the in-corenesses (C{\"in\"}), the\n"
    "  out-corenesses (C{\"out\"}) or the undirected corenesses (C{\"all\"}).\n"
    "  Ignored and assumed to be C{\"all\"} for undirected graphs.\n"
    "@return: the corenesses for each vertex.\n\n"
-   "@newfield ref: Reference\n"
-   "@ref: Vladimir Batagelj, Matjaz Zaversnik: I{An M{O(m)} Algorithm\n"
-   "  for Core Decomposition of Networks.}"},
+  },
   {"community_fastgreedy",
    (PyCFunction) igraphmodule_Graph_community_fastgreedy,
    METH_VARARGS | METH_KEYWORDS,
@@ -17658,15 +17643,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "in modularity.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: A. Clauset, M. E. J. Newman and C. Moore: Finding community\n"
+   "structure in very large networks. I{Phys Rev E} 70, 066111 (2004).\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the following elements:\n"
    "  1. The list of merges\n"
    "  2. The modularity scores before each merge\n"
    "\n"
-   "@newfield ref: Reference\n"
-   "@ref: A. Clauset, M. E. J. Newman and C. Moore: I{Finding community\n"
-   "  structure in very large networks.} Phys Rev E 70, 066111 (2004).\n"
    "@see: modularity()\n"
   },
   {"community_infomap",
@@ -17676,7 +17660,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
-   "or one of the references provided below.\n\n"
+   "or one of the references provided below.\n"
+   "B{References}\n"
+   "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
+   "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
+   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
+   "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
+   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
    "@param vertex_weights: name of an vertex attribute or a list containing\n"
@@ -17684,13 +17676,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param trials: the number of attempts to partition the network.\n"
    "@return: the calculated membership vector and the corresponding\n"
    "  codelength in a tuple.\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
-   "  community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "  U{http://arxiv.org/abs/0707.0609}\n"
-   "@ref: M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
-   "  Eur Phys J Special Topics 178, 13 (2009). U{http://arxiv.org/abs/0906.1405}\n"
   },
   {"community_label_propagation",
    (PyCFunction) igraphmodule_Graph_community_label_propagation,
@@ -17706,7 +17691,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Note that since ties are broken randomly, there is no guarantee that\n"
    "the algorithm returns the same community structure after each run.\n"
    "In fact, they frequently differ. See the paper of Raghavan et al\n"
-   "on how to come up with an aggregated community structure.\n\n"
+   "on how to come up with an aggregated community structure.\n"
+   "\n"
+   "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
+   "time algorithm to detect community structures in large-scale\n"
+   "networks. I{Phys Rev E} 76:036106, 2007.\n"
+   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@param initial: name of a vertex attribute or a list containing\n"
@@ -17720,11 +17711,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  vertices cannot be fixed. Note that vertex attribute names are not\n"
    "  accepted here.\n"
    "@return: the resulting membership vector\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
-   "  time algorithm to detect community structures in large-scale\n"
-   "  networks. Phys Rev E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.\n"
   },
   {"community_leading_eigenvector", (PyCFunction) igraphmodule_Graph_community_leading_eigenvector,
    METH_VARARGS | METH_KEYWORDS,
@@ -17734,6 +17720,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "the original network. See the reference for details.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: MEJ Newman: Finding community structure in networks using the\n"
+   "eigenvectors of matrices, arXiv:physics/0605087\n\n"
    "@param n: the desired number of communities. If negative, the algorithm\n"
    "  tries to do as many splits as possible. Note that the algorithm\n"
    "  won't split a community further if the signs of the leading eigenvector\n"
@@ -17744,10 +17732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple where the first element is the membership vector of the\n"
-   "  clustering and the second element is the merge matrix.\n\n"
-   "@newfield ref: Reference\n"
-  "@ref: MEJ Newman: Finding community structure in networks using the\n"
-  "  eigenvectors of matrices, arXiv:physics/0605087\n"
+   "  clustering and the second element is the merge matrix.\n"
   },
   {"community_multilevel",
    (PyCFunction) igraphmodule_Graph_community_multilevel,
@@ -17762,7 +17747,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community in the original graph is shrank to a single vertex (while\n"
    "keeping the total weight of the incident edges) and the process continues\n"
    "on the next level. The algorithm stops when it is not possible to increase\n"
-   "the modularity any more after shrinking the communities to vertices.\n\n"
+   "the modularity any more after shrinking the communities to vertices.\n"
+   "\n"
+   "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
+   "unfolding of community hierarchies in large networks. J Stat Mech\n"
+   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
@@ -17778,11 +17768,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  vertex (if C{return_levels} is C{False}), or a list of community membership\n"
    "  vectors, one corresponding to each level and a list of corresponding\n"
    "  modularities (if C{return_levels} is C{True}).\n"
-   "\n"
-   "@newfield ref: Reference\n"
-   "@ref: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
-   "  unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "  P10008 (2008), http://arxiv.org/abs/0803.0476\n"
    "@see: modularity()\n"
   },
   {"community_edge_betweenness",
@@ -17904,14 +17889,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "in the same community. The method provides a dendrogram.\n\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
+   "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
+   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
    "  to each merge\n"
    "\n"
-   "@newfield ref: Reference\n"
-   "@ref: Pascal Pons, Matthieu Latapy: Computing communities in large networks\n"
-   "  using random walks, U{http://arxiv.org/abs/physics/0512106}.\n"
    "@see: modularity()\n"
   },
 
@@ -18007,8 +17991,7 @@ PyMemberDef igraphmodule_Graph_members[] = {
 PyDoc_STRVAR(
   igraphmodule_Graph_doc,
   "Low-level representation of a graph.\n\n"
-  "Don't use it directly, use L{igraph.Graph} instead.\n\n"
-  "@deffield ref: Reference"  /* tp_doc */
+  "Don't use it directly, use L{igraph.Graph} instead.\n" /* tp_doc */
 );
 
 int igraphmodule_Graph_register_type() {
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index abda44833..b15e67d90 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -829,6 +829,7 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC(constraint, "constraint"),
   GRAPH_PROXY_METHOD_SPEC(degree, "degree"),
   GRAPH_PROXY_METHOD_SPEC_2(delete, "delete", "delete_vertices"),
+  GRAPH_PROXY_METHOD_SPEC(distances, "distances"),
   GRAPH_PROXY_METHOD_SPEC(diversity, "diversity"),
   GRAPH_PROXY_METHOD_SPEC(eccentricity, "eccentricity"),
   GRAPH_PROXY_METHOD_SPEC(get_shortest_paths, "get_shortest_paths"),
@@ -841,7 +842,6 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC_3(pagerank, "pagerank"),
   GRAPH_PROXY_METHOD_SPEC(predecessors, "predecessors"),
   GRAPH_PROXY_METHOD_SPEC(personalized_pagerank, "personalized_pagerank"),
-  GRAPH_PROXY_METHOD_SPEC(shortest_paths, "shortest_paths"),
   GRAPH_PROXY_METHOD_SPEC(strength, "strength"),
   GRAPH_PROXY_METHOD_SPEC(successors, "successors"),
   {NULL}
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index bc22196bf..d511cd1d0 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -1121,8 +1121,7 @@ PyMemberDef igraphmodule_VertexSeq_members[] = {
 PyDoc_STRVAR(
   igraphmodule_VertexSeq_doc,
   "Low-level representation of a vertex sequence.\n\n" /* tp_doc */
-  "Don't use it directly, use L{igraph.VertexSeq} instead.\n\n"
-  "@deffield ref: Reference"
+  "Don't use it directly, use L{igraph.VertexSeq} instead.\n"
 );
 
 int igraphmodule_VertexSeq_register_type() {

From 4e2cc77c56827d555a3a985de7b4f3548bf6d3e7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Oct 2023 13:21:54 +0000
Subject: [PATCH 185/681] build(deps): bump pypa/cibuildwheel from 2.16.0 to
 2.16.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.0 to 2.16.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.0...v2.16.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c3c73944d..77dfb499d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.0
+        uses: pypa/cibuildwheel@v2.16.1
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 466bbdbacc736e288f92dc067bed5ec645d20ce6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Oct 2023 12:38:26 +0200
Subject: [PATCH 186/681] feat: added weights=... argument to
 Graph.layout_kamada_kawait()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 26 ++++++++++++++++++++------
 tests/test_layouts.py     | 14 ++++++++++++++
 3 files changed, 38 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49f117207..a698f6eac 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [develop]
 
+### Added
+
+- Added `weights=...` keyword argument to `Graph.layout_kamada_kawai()`.
+
 ### Changed
 
 - The `matplotlib` plotting infrastructure underwent major surgery and is now able to show consistent vertex and edge drawings at any level of zoom, including with animations, and for any aspect ratio.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5d96bb267..562d39e82 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7685,7 +7685,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
 {
   static char *kwlist[] =
     { "maxiter", "epsilon", "kkconst", "seed", "minx", "maxx",
-      "miny", "maxy", "minz", "maxz", "dim", NULL };
+      "miny", "maxy", "minz", "maxz", "dim", "weights", NULL };
   igraph_matrix_t m;
   igraph_bool_t use_seed = false;
   igraph_error_t ret;
@@ -7697,9 +7697,11 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   PyObject *minx_o=Py_None, *maxx_o=Py_None;
   PyObject *miny_o=Py_None, *maxy_o=Py_None;
   PyObject *minz_o=Py_None, *maxz_o=Py_None;
+  PyObject *weights_o=Py_None;
   igraph_vector_t *minx=0, *maxx=0;
   igraph_vector_t *miny=0, *maxy=0;
   igraph_vector_t *minz=0, *maxz=0;
+  igraph_vector_t *weights=0;
 
 #define DESTROY_VECTORS { \
   if (minx)    { igraph_vector_destroy(minx); free(minx); } \
@@ -7708,17 +7710,18 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   if (maxy)    { igraph_vector_destroy(maxy); free(maxy); } \
   if (minz)    { igraph_vector_destroy(minz); free(minz); } \
   if (maxz)    { igraph_vector_destroy(maxz); free(maxz); } \
+  if (weights) { igraph_vector_destroy(weights); free(weights); } \
 }
 
   kkconst = igraph_vcount(&self->g);
   maxiter = 50 * igraph_vcount(&self->g);
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdOOOOOOOOn", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OdOOOOOOOOnO", kwlist,
                                    &maxiter_o, &epsilon,
                                    &kkconst_o, &seed_o,
                                    &minx_o, &maxx_o,
                                    &miny_o, &maxy_o,
-                                   &minz_o, &maxz_o, &dim))
+                                   &minz_o, &maxz_o, &dim, &weights_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(dim, "number of dimensions");
@@ -7794,14 +7797,22 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
       return NULL;
     }
   }
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_matrix_destroy(&m);
+    DESTROY_VECTORS;
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
   if (dim == 2)
     ret = igraph_layout_kamada_kawai
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
-       /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy);
+       weights, /*bounds*/ minx, maxx, miny, maxy);
   else
     ret = igraph_layout_kamada_kawai_3d
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
-       /*weights=*/ 0, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
+       weights, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
 
   DESTROY_VECTORS;
 
@@ -16035,7 +16046,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_layout_kamada_kawai,
    METH_VARARGS | METH_KEYWORDS,
    "layout_kamada_kawai(maxiter=None, epsilon=0, kkconst=None, seed=None, "
-   "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2)\n--\n\n"
+   "minx=None, maxx=None, miny=None, maxy=None, minz=None, maxz=None, dim=2, "
+   "weights=None)\n--\n\n"
    "Places the vertices on a plane according to the Kamada-Kawai algorithm.\n\n"
    "This is a force directed layout, see Kamada, T. and Kawai, S.:\n"
    "An Algorithm for Drawing General Undirected Graphs.\n"
@@ -16062,6 +16074,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  for 3D layouts (C{dim}=3).\n"
    "@param dim: the desired number of dimensions for the layout. dim=2\n"
    "  means a 2D layout, dim=3 means a 3D layout.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the calculated layout."
   },
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index 0bf6d863f..ac32e0210 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -229,9 +229,23 @@ def testFruchtermanReingoldGrid(self):
 
     def testKamadaKawai(self):
         g = Graph.Barabasi(100)
+
         lo = g.layout(
             "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100
         )
+
+        self.assertTrue(isinstance(lo, Layout))
+        bbox = lo.bounding_box()
+        self.assertTrue(bbox.top >= 2)
+        self.assertTrue(bbox.bottom <= 3)
+        self.assertTrue(bbox.left >= 4)
+        self.assertTrue(bbox.right <= 6)
+
+        lo = g.layout(
+            "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100,
+            weights=range(10, g.ecount() + 10)
+        )
+
         self.assertTrue(isinstance(lo, Layout))
         bbox = lo.bounding_box()
         self.assertTrue(bbox.top >= 2)

From 6fc33ed53b962a3b82690e62e4d96c27914cabca Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 7 Oct 2023 23:56:09 +0200
Subject: [PATCH 187/681] chore: dropped Python 3.8 support, added Python 3.12

---
 .github/workflows/build.yml | 25 +++++++------------------
 CHANGELOG.md                |  6 ++++++
 README.md                   |  2 +-
 setup.py                    | 17 +++++++----------
 src/_igraph/pyhelpers.h     | 20 +++++---------------
 tox.ini                     |  5 +++--
 6 files changed, 29 insertions(+), 46 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 2fb25a0f8..8c7ebed19 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-*"
+  CIBW_SKIP: "cp36-* cp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -34,9 +34,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.12 until
-          # NumPy 1.26 is out (with Python 3.12 wheels)
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
+          # 32-bit wheels for Linux
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.16.0
@@ -69,9 +68,6 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -98,9 +94,6 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -168,9 +161,6 @@ jobs:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
-          # Skip tests for Python 3.12 until NumPy 1.26 is out (with Python
-          # 3.12 wheels)
-          CIBW_TEST_SKIP: "cp312-*"
 
       - uses: actions/upload-artifact@v3
         with:
@@ -189,7 +179,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.0'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
@@ -259,9 +249,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows. Also skip tests for Python 3.12 until
-          # NumPy 1.26 is out (with Python 3.12 wheels)
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp312-*"
+          # 32-bit wheels for Windows
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
@@ -344,7 +333,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.11'
+          python-version: '3.12'
 
       - name: Build C core
         env:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index a698f6eac..cb84e13d3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,8 @@
 
 ### Added
 
+- `python-igraph` is now tested in Python 3.12.
+
 - Added `weights=...` keyword argument to `Graph.layout_kamada_kawai()`.
 
 ### Changed
@@ -14,6 +16,10 @@
 - As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
 - As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 
+### Removed
+
+- Dropped support for Python 3.7 as it has reached its end of life.
+
 ## [0.10.8] - 2023-09-12
 
 ### Added
diff --git a/README.md b/README.md
index b9afc1875..a94f33f5a 100644
--- a/README.md
+++ b/README.md
@@ -290,7 +290,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.7 to 3.11, inclusive. Please refer to [this
+means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index de93dd482..f556a6bed 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 7):
-    print("This module requires Python >= 3.7")
+if sys.version_info < (3, 8):
+    print("This module requires Python >= 3.8")
     sys.exit(0)
 
 ###########################################################################
@@ -913,9 +913,8 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.7 and
-# 3.8 so we cannot use an abi3 wheel built with CPython 3.7 or 3.8 on
-# CPython 3.9
+# This is because the C code contains conditionals for CPython 3.8 so we cannot
+# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1016,9 +1015,7 @@ def get_tag(self):
             "numpy>=1.19.0; platform_python_implementation != 'PyPy'",
             "pandas>=1.1.0; platform_python_implementation != 'PyPy'",
             "scipy>=1.5.0; platform_python_implementation != 'PyPy'",
-            # Matplotlib 3.6.0 does not support Python 3.7 any more, but we need
-            # it because Python 3.11 support came in Matplotlib 3.6.0 first
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy' and python_version >= '3.8'",
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'",
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
@@ -1039,7 +1036,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.7",
+    "python_requires": ">=3.8",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,11 +1054,11 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",
diff --git a/src/_igraph/pyhelpers.h b/src/_igraph/pyhelpers.h
index a14fc2bab..68d63d06c 100644
--- a/src/_igraph/pyhelpers.h
+++ b/src/_igraph/pyhelpers.h
@@ -51,21 +51,11 @@ char* PyUnicode_CopyAsString(PyObject* string);
 
 /* Calling Py_DECREF() on heap-allocated types in tp_dealloc was not needed
  * before Python 3.8 (see Python issue 35810) */
-#if PY_VERSION_HEX >= 0x03080000
-  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
-    PyTypeObject* _tp = Py_TYPE(obj);       \
-    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
-    Py_DECREF(_tp); \
-  }
-#else
-  #define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
-    PyTypeObject* _tp = Py_TYPE(obj);       \
-    ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
-    if (_tp == base_type) { \
-      Py_DECREF(_tp); \
-    } \
-  }
-#endif
+#define PY_FREE_AND_DECREF_TYPE(obj, base_type) {    \
+  PyTypeObject* _tp = Py_TYPE(obj);       \
+  ((freefunc)PyType_GetSlot(_tp, Py_tp_free))(obj); \
+  Py_DECREF(_tp); \
+}
 
 #define CHECK_SSIZE_T_RANGE(value, message) {   \
   if ((value) < 0) {                             \
diff --git a/tox.ini b/tox.ini
index ca34a4d46..221c56a55 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,14 +4,15 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py37, py38, py39, py310, pypy3
+envlist = py38, py39, py310, py311, py312, pypy3
 
 [gh-actions]
 python =
-    3.7: py37
     3.8: py38
     3.9: py39
 	3.10: py310
+	3.11: py311
+	3.12: py312
     pypy-3.7: pypy3
 
 [testenv]

From 766109cfcbd50b29fcbad3a8ec7ca7c89207f7e3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 8 Oct 2023 01:09:57 +0200
Subject: [PATCH 188/681] ci: also skip PyPy 3.7

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8c7ebed19..b896e5ea2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -4,7 +4,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 070719327950d5ae28afcbbd22097b08a835fdf5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 8 Oct 2023 19:14:41 +0200
Subject: [PATCH 189/681] ci: fix sanitizers build

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b896e5ea2..45d0b5193 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,6 +335,10 @@ jobs:
         with:
           python-version: '3.12'
 
+      - name: Install test dependencies
+        run: |
+          pip install --prefer-binary pytest pytest-timeout setuptools
+
       - name: Build C core
         env:
           IGRAPH_USE_SANITIZERS: 1
@@ -348,10 +352,6 @@ jobs:
           # NOTE: install calls "build" first
           python setup.py install
 
-      - name: Install test dependencies
-        run: |
-          pip install --prefer-binary pytest pytest-timeout
-
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.
       # LD_PRELOAD needs to be specified in the "run" section to ensure that we

From 816e936a434aae87d93a24ba069bfa69c7f457a6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 12:34:35 +0200
Subject: [PATCH 190/681] chore: added FUNDING.yml

---
 .github/FUNDING.yml | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .github/FUNDING.yml

diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 000000000..71e72eb9a
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1,2 @@
+github: igraph
+open_collective: igraph

From e052b03841bd9d49027b32d249661216de02bf19 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Oct 2023 13:11:32 +0000
Subject: [PATCH 191/681] build(deps): bump pypa/cibuildwheel from 2.16.1 to
 2.16.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.1 to 2.16.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.1...v2.16.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 77dfb499d..69f1d321e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp312-*"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -92,7 +92,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -162,7 +162,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -253,7 +253,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From ecab5b259ed0e6325edfec39f301eb1a49407853 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 18:17:19 +0200
Subject: [PATCH 192/681] ci: update Emscripten build

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 48cdee75d..892f7bbdc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -183,12 +183,12 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v12
         with:
-          version: '3.1.32'
+          version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.23.4
+          pip install pyodide-build==0.24.1
           pyodide build
 
       - uses: actions/upload-artifact@v3

From a0220f76e10ced8a2a5982793c600f8c0eb1c6ee Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 18:47:35 +0200
Subject: [PATCH 193/681] ci: use Python 3.11.2 for Webassembly build

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 892f7bbdc..01e287185 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -179,7 +179,7 @@ jobs:
       - uses: actions/setup-python@v4
         name: Install Python
         with:
-          python-version: '3.12.0'
+          python-version: '3.11.2'
 
       - uses: mymindstorm/setup-emsdk@v12
         with:

From ba5ce2643fd8cfee9508d764aa6afdccd7b4c773 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 9 Oct 2023 21:15:55 +0200
Subject: [PATCH 194/681] ci: install OS deps when building Emscripten wheel

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 01e287185..ed1e43bfd 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -181,6 +181,10 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - name: Install OS dependencies
+        run:
+          sudo apt install ninja-build cmake flex bison
+
       - uses: mymindstorm/setup-emsdk@v12
         with:
           version: '3.1.45'

From fe6302cc33186530259f539b664f4500176c6cbc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 12:21:17 +0200
Subject: [PATCH 195/681] fix: fixed drawing order of vertices in Plotly
 backend

---
 CHANGELOG.md                                  |    4 +
 src/igraph/drawing/plotly/edge.py             |    2 +-
 src/igraph/drawing/plotly/graph.py            |   38 +-
 .../baseline_images/clustering_directed.json  |  172 +-
 .../clustering_directed_large.json            | 1784 ++++++++---------
 .../plotly/baseline_images/graph_basic.json   |   68 +-
 .../baseline_images/graph_directed.json       |  233 ++-
 .../baseline_images/graph_edit_children.json  |   68 +-
 .../graph_mark_groups_directed.json           |  233 ++-
 .../graph_mark_groups_squares_directed.json   |  172 +-
 10 files changed, 1392 insertions(+), 1382 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cb84e13d3..f37e0fcea 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,10 @@
 - As another consequence of the above, self loops are now looking better and their size can be controlled using the `edge_loop_size` argument in `igraph.plot`.
 - As another consequence of the above, if using the `matplotlib` backend when plotting a graph, `igraph.plot` now does not return the `Axes` anymore. Instead, it returns a container artist called `GraphArtist`, which contains as children the elements of the graph plot: a `VertexCollection` for the vertices, and `EdgeCollection` for the edges, and so on. These objects can be used to modify the plot after the initial rendering, e.g. inside a Jupyter notebook, to fine tune the appearance of the plot. While documentation on specific graphic elements is still scant, more descriptive examples will follow in the future.
 
+### Fixed
+
+- Fixed drawing order of vertices in the Plotly backend (#691).
+
 ### Removed
 
 - Dropped support for Python 3.7 as it has reached its end of life.
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 304c7e2cd..15ea40a29 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -269,4 +269,4 @@ def draw_undirected_edge(self, edge, src_vertex, dest_vertex):
             "line_color": format_rgba(edge.color),
             "line_width": edge.width,
         }
-        fig.add_shape(stroke)
+        fig.add_shape(stroke, layer="below")
diff --git a/src/igraph/drawing/plotly/graph.py b/src/igraph/drawing/plotly/graph.py
index 681d8f766..ea89b5000 100644
--- a/src/igraph/drawing/plotly/graph.py
+++ b/src/igraph/drawing/plotly/graph.py
@@ -199,24 +199,6 @@ def draw(self, graph, *args, **kwds):
                 (vs[i], vertex_builder[i], layout[i]) for i in vertex_order
             )
 
-        # Draw the vertices
-        drawer_method = vertex_drawer.draw
-        for vertex, visual_vertex, coords in vertex_coord_iter:
-            drawer_method(visual_vertex, vertex, coords)
-
-        # Construct the iterator that we will use to draw the vertex labels
-        vs = graph.vs
-        if vertex_order is None:
-            # Default vertex order
-            vertex_coord_iter = zip(vertex_builder, layout)
-        else:
-            # Specified vertex order
-            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
-
-        # Draw the vertex labels
-        for vertex, coords in vertex_coord_iter:
-            vertex_drawer.draw_label(vertex, coords, **kwds)
-
         # Construct the iterator that we will use to draw the edges
         es = graph.es
         if edge_order is None:
@@ -226,7 +208,7 @@ def draw(self, graph, *args, **kwds):
             # Specified edge order
             edge_coord_iter = ((es[i], edge_builder[i]) for i in edge_order)
 
-        # Draw the edges and labels
+        # Draw the edges
         # We need the vertex builder to get the layout and offsets
         if directed:
             drawer_method = edge_drawer.draw_directed_edge
@@ -237,6 +219,24 @@ def draw(self, graph, *args, **kwds):
             src_vertex, dest_vertex = vertex_builder[src], vertex_builder[dest]
             drawer_method(visual_edge, src_vertex, dest_vertex)
 
+        # Draw the vertices
+        drawer_method = vertex_drawer.draw
+        for vertex, visual_vertex, coords in vertex_coord_iter:
+            drawer_method(visual_vertex, vertex, coords)
+
+        # Construct the iterator that we will use to draw the vertex labels
+        vs = graph.vs
+        if vertex_order is None:
+            # Default vertex order
+            vertex_coord_iter = zip(vertex_builder, layout)
+        else:
+            # Specified vertex order
+            vertex_coord_iter = ((vertex_builder[i], layout[i]) for i in vertex_order)
+
+        # Draw the vertex labels
+        for vertex, coords in vertex_coord_iter:
+            vertex_drawer.draw_label(vertex, coords, **kwds)
+
         # Draw the edge labels
         labels = kwds.get("edge_label", None)
         if labels is not None:
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed.json b/tests/drawing/plotly/baseline_images/clustering_directed.json
index 87c62ca1a..281eeffd6 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed.json
@@ -1,5 +1,90 @@
 {
   "data": [
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
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+      "y": [
+        1.0184451153265959,
+        1.0631519409409285,
+        0.9737382897122633,
+        1.0184451153265959
+      ]
+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742,
+        -0.9649307455828062,
+        -0.9649307455828062,
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
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+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
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+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
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+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
+      ],
+      "y": [
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+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
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+    },
+    {
+      "fillcolor": "rgb(51,51,51)",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
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+        -0.010351023667182872,
+        0.03435580194714975
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+    },
     {
       "marker": {
         "color": "rgba(255,0,0,255)",
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       "y": [
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   "layout": {
@@ -1052,4 +1052,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/clustering_directed_large.json b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
index b7bbbd5c9..7213d1ba4 100644
--- a/tests/drawing/plotly/baseline_images/clustering_directed_large.json
+++ b/tests/drawing/plotly/baseline_images/clustering_directed_large.json
@@ -1,800 +1,858 @@
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\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_basic.json b/tests/drawing/plotly/baseline_images/graph_basic.json
index 48df85504..e3c6c7cf3 100644
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@@ -6,7 +6,7 @@
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@@ -94,41 +94,46 @@
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\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_directed.json b/tests/drawing/plotly/baseline_images/graph_directed.json
index b30d80114..4f25d0ecb 100644
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@@ -174,6 +84,96 @@
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         0.03435580194714975
       ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176
+      ]
+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343
+      ]
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@@ -181,7 +181,7 @@
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+          "width": 2.0
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         "type": "path"
@@ -189,7 +189,7 @@
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+          "width": 2.0
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         "type": "path"
@@ -197,7 +197,7 @@
       {
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+          "width": 2.0
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         "type": "path"
@@ -205,7 +205,7 @@
       {
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+          "width": 2.0
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         "type": "path"
@@ -213,7 +213,7 @@
       {
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+          "width": 2.0
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         "type": "path"
@@ -295,7 +295,7 @@
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@@ -331,7 +331,7 @@
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@@ -355,7 +355,7 @@
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@@ -391,7 +391,7 @@
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@@ -406,7 +406,7 @@
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@@ -442,7 +442,7 @@
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@@ -469,7 +469,7 @@
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@@ -505,7 +505,7 @@
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@@ -520,7 +520,7 @@
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@@ -556,7 +556,7 @@
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@@ -591,11 +591,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
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-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -702,7 +701,7 @@
             },
             "colorscale": [
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@@ -738,7 +737,7 @@
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@@ -829,7 +828,7 @@
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@@ -865,13 +864,13 @@
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@@ -907,7 +906,7 @@
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@@ -1045,4 +1044,4 @@
       "visible": false
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-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_edit_children.json b/tests/drawing/plotly/baseline_images/graph_edit_children.json
index 48df85504..e3c6c7cf3 100644
--- a/tests/drawing/plotly/baseline_images/graph_edit_children.json
+++ b/tests/drawing/plotly/baseline_images/graph_edit_children.json
@@ -6,7 +6,7 @@
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           "color": "rgba(0,0,0,255)"
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+        "size": 20.0,
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@@ -24,7 +24,7 @@
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+        "size": 20.0,
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@@ -42,7 +42,7 @@
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+        "size": 20.0,
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@@ -60,7 +60,7 @@
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+        "size": 20.0,
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@@ -78,7 +78,7 @@
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-        "size": 0.2,
+        "size": 20.0,
         "symbol": "circle"
       },
       "mode": "markers",
@@ -94,41 +94,46 @@
   "layout": {
     "shapes": [
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         "line": {
           "color": "#444",
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+          "width": 2.0
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         "path": "M 1.015318095035966,0.03435580194714975 L 0.29010409851547664,1.0184451153265959",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
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         "path": "M 0.29010409851547664,1.0184451153265959 L -0.8699239050738742,0.6328259400443561",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
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+          "width": 2.0
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         "path": "M -0.8699239050738742,0.6328259400443561 L -0.8616466426732888,-0.5895891303732176",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
           "color": "#444",
-          "width": 2
+          "width": 2.0
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         "path": "M -0.8616466426732888,-0.5895891303732176 L 0.30349699041342515,-0.9594640169691343",
         "type": "path"
       },
       {
+        "layer": "below",
         "line": {
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+          "width": 2.0
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         "path": "M 1.015318095035966,0.03435580194714975 L 0.30349699041342515,-0.9594640169691343",
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@@ -210,7 +215,7 @@
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@@ -246,7 +251,7 @@
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@@ -270,7 +275,7 @@
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@@ -306,7 +311,7 @@
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@@ -321,7 +326,7 @@
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@@ -357,7 +362,7 @@
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@@ -384,7 +389,7 @@
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@@ -420,7 +425,7 @@
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@@ -435,7 +440,7 @@
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@@ -471,7 +476,7 @@
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@@ -506,11 +511,10 @@
         ],
         "scatter": [
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-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -617,7 +621,7 @@
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@@ -653,7 +657,7 @@
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@@ -744,7 +748,7 @@
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@@ -780,13 +784,13 @@
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@@ -822,7 +826,7 @@
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+              1.0,
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@@ -960,4 +964,4 @@
       "visible": false
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-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
index b30d80114..4f25d0ecb 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_directed.json
@@ -1,95 +1,5 @@
 {
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-        "symbol": "circle"
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       "mode": "lines",
@@ -174,6 +84,96 @@
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+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
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+        "symbol": "circle"
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+      "mode": "markers",
+      "type": "scatter",
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+        1.015318095035966
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+        0.03435580194714975
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+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
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+          "color": "rgba(0,0,0,255)"
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+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664
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+        1.0184451153265959
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+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
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+          "color": "rgba(0,0,0,255)"
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+        "size": 20.0,
+        "symbol": "circle"
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+      "mode": "markers",
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+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
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+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888
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+      "y": [
+        -0.5895891303732176
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+    },
+    {
+      "marker": {
+        "color": "rgba(255,0,0,255)",
+        "line": {
+          "color": "rgba(0,0,0,255)"
+        },
+        "size": 20.0,
+        "symbol": "circle"
+      },
+      "mode": "markers",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515
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+      "y": [
+        -0.9594640169691343
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   ],
   "layout": {
@@ -181,7 +181,7 @@
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+          "width": 2.0
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@@ -189,7 +189,7 @@
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         "type": "path"
@@ -197,7 +197,7 @@
       {
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+          "width": 2.0
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@@ -205,7 +205,7 @@
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@@ -213,7 +213,7 @@
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         "path": "M 0.30349699041342515,-0.9594640169691343 L 0.9203112545270339,0.03435580194714975",
         "type": "path"
@@ -295,7 +295,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -331,7 +331,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -355,7 +355,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -391,7 +391,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -406,7 +406,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -442,7 +442,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -469,7 +469,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -505,7 +505,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -520,7 +520,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -556,7 +556,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -591,11 +591,10 @@
         ],
         "scatter": [
           {
-            "marker": {
-              "colorbar": {
-                "outlinewidth": 0,
-                "ticks": ""
-              }
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
             },
             "type": "scatter"
           }
@@ -702,7 +701,7 @@
             },
             "colorscale": [
               [
-                0,
+                0.0,
                 "#0d0887"
               ],
               [
@@ -738,7 +737,7 @@
                 "#fdca26"
               ],
               [
-                1,
+                1.0,
                 "#f0f921"
               ]
             ],
@@ -829,7 +828,7 @@
           ],
           "sequential": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -865,13 +864,13 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ],
           "sequentialminus": [
             [
-              0,
+              0.0,
               "#0d0887"
             ],
             [
@@ -907,7 +906,7 @@
               "#fdca26"
             ],
             [
-              1,
+              1.0,
               "#f0f921"
             ]
           ]
@@ -1045,4 +1044,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
index c2869a391..b5cd608e9 100644
--- a/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
+++ b/tests/drawing/plotly/baseline_images/graph_mark_groups_squares_directed.json
@@ -1,5 +1,90 @@
 {
   "data": [
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.29010409851547664,
+        0.1950972580065446,
+        0.1950972580065446,
+        0.29010409851547664
+      ],
+      "y": [
+        1.0184451153265959,
+        1.0631519409409285,
+        0.9737382897122633,
+        1.0184451153265959
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8699239050738742,
+        -0.9649307455828062,
+        -0.9649307455828062,
+        -0.8699239050738742
+      ],
+      "y": [
+        0.6328259400443561,
+        0.6775327656586887,
+        0.5881191144300235,
+        0.6328259400443561
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        -0.8616466426732888,
+        -0.9566534831822209,
+        -0.9566534831822209,
+        -0.8616466426732888
+      ],
+      "y": [
+        -0.5895891303732176,
+        -0.544882304758885,
+        -0.6342959559875502,
+        -0.5895891303732176
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        0.30349699041342515,
+        0.2084901499044931,
+        0.2084901499044931,
+        0.30349699041342515
+      ],
+      "y": [
+        -0.9594640169691343,
+        -0.9147571913548017,
+        -1.004170842583467,
+        -0.9594640169691343
+      ]
+    },
+    {
+      "fillcolor": "#444",
+      "mode": "lines",
+      "type": "scatter",
+      "x": [
+        1.015318095035966,
+        0.9203112545270339,
+        0.9203112545270339,
+        1.015318095035966
+      ],
+      "y": [
+        0.03435580194714975,
+        0.07906262756148238,
+        -0.010351023667182872,
+        0.03435580194714975
+      ]
+    },
     {
       "marker": {
         "color": "rgba(255,0,0,255)",
@@ -89,91 +174,6 @@
       "y": [
         -0.9594640169691343
       ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.29010409851547664,
-        0.1950972580065446,
-        0.1950972580065446,
-        0.29010409851547664
-      ],
-      "y": [
-        1.0184451153265959,
-        1.0631519409409285,
-        0.9737382897122633,
-        1.0184451153265959
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8699239050738742,
-        -0.9649307455828062,
-        -0.9649307455828062,
-        -0.8699239050738742
-      ],
-      "y": [
-        0.6328259400443561,
-        0.6775327656586887,
-        0.5881191144300235,
-        0.6328259400443561
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        -0.8616466426732888,
-        -0.9566534831822209,
-        -0.9566534831822209,
-        -0.8616466426732888
-      ],
-      "y": [
-        -0.5895891303732176,
-        -0.544882304758885,
-        -0.6342959559875502,
-        -0.5895891303732176
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        0.30349699041342515,
-        0.2084901499044931,
-        0.2084901499044931,
-        0.30349699041342515
-      ],
-      "y": [
-        -0.9594640169691343,
-        -0.9147571913548017,
-        -1.004170842583467,
-        -0.9594640169691343
-      ]
-    },
-    {
-      "fillcolor": "#444",
-      "mode": "lines",
-      "type": "scatter",
-      "x": [
-        1.015318095035966,
-        0.9203112545270339,
-        0.9203112545270339,
-        1.015318095035966
-      ],
-      "y": [
-        0.03435580194714975,
-        0.07906262756148238,
-        -0.010351023667182872,
-        0.03435580194714975
-      ]
     }
   ],
   "layout": {
@@ -1044,4 +1044,4 @@
       "visible": false
     }
   }
-}
+}
\ No newline at end of file

From 13d26b4d081d29495469e6cc36e2e290bd59440d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 13:11:38 +0200
Subject: [PATCH 196/681] ci: add upterm debug session for Emscripten build

---
 .github/workflows/build.yml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ed1e43bfd..f8565b185 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -195,6 +195,13 @@ jobs:
           pip install pyodide-build==0.24.1
           pyodide build
 
+      - name: Setup upterm session
+        uses: lhotari/action-upterm@v1
+        if: ${{ failure() }}
+        with:
+          limit-access-to-actor: true
+          wait-timeout-minutes: 5
+
       - uses: actions/upload-artifact@v3
         with:
           path: ./dist/*.whl

From 6ba46cf12cc36389aeadd40abc047b8f1f3e2c43 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 19:53:18 +0200
Subject: [PATCH 197/681] fix: fix hardcoded CMake config name in setup.py

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index f556a6bed..5c57341f5 100644
--- a/setup.py
+++ b/setup.py
@@ -342,7 +342,7 @@ def _compile_in(
                 "--install",
                 ".",
                 "--config",
-                "Release",
+                cmake_build_mode,
             ]
         )
         if retcode:

From e7903df985a81e166866ea1eeb91d191bfc83136 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Oct 2023 23:53:13 +0200
Subject: [PATCH 198/681] ci: another attempt to fix the Webassembly build

---
 scripts/fix_pyodide_build.py | 13 +++++++++++++
 vendor/source/igraph         |  2 +-
 2 files changed, 14 insertions(+), 1 deletion(-)
 create mode 100644 scripts/fix_pyodide_build.py

diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
new file mode 100644
index 000000000..79d451969
--- /dev/null
+++ b/scripts/fix_pyodide_build.py
@@ -0,0 +1,13 @@
+#!/usr/bin/env python3
+import pyodide_build
+
+from pathlib import Path
+from urllib.request import urlretrieve
+
+target_dir = Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+target_dir.mkdir(exist_ok=True, parents=True)
+
+target_file = target_dir / "Emscripten.cmake"
+if not target_file.is_file():
+    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    urlretrieve(url, str(target_file))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 6559f7e92..c83046f4b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 6559f7e92f64d6f71a61063132dace9ce72cf680
+Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5

From b868429d84ec17241c02b4a460d7345166b329d3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 00:01:03 +0200
Subject: [PATCH 199/681] ci: another attempt to fix the Webassembly build, now
 we call the fixer script correctly

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f8565b185..3d5fb40f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -193,6 +193,7 @@ jobs:
       - name: Build wheel
         run: |
           pip install pyodide-build==0.24.1
+          python3 scripts/fix_pyodide_build.py
           pyodide build
 
       - name: Setup upterm session

From fe71982a7788a1b3c7d1e07ab8a5b8a32952fa5b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:28:33 +0200
Subject: [PATCH 200/681] chore: bumped version to 0.11.0

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f37e0fcea..678b963ed 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [develop]
+## [0.11.0] - 2023-10-12
 
 ### Added
 
@@ -582,7 +582,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
+[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 655891d8a..c1a3ca82e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 8)
+__version_info__ = (0, 11, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 98b0c93961b0060d0f262a3c3bd28a18c97ebcbd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:56:22 +0200
Subject: [PATCH 201/681] doc: add switch to doc building script to ensure that
 the docs build from scratch

---
 scripts/mkdoc.sh | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 4ff41d23a..3a65cc264 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -4,15 +4,22 @@
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
-
+#
+# Add -c to ensure that the documentation is built from scratch and no cached
+# assets from previous builds are used.
+#
 # Make sure we bail out on build errors
 set -e
 
 DOC2DASH=0
 LINKCHECK=0
+CLEAN=0
 
-while getopts ":sjdl" OPTION; do
+while getopts ":scjdl" OPTION; do
   case $OPTION in
+    c)
+      CLEAN=1
+      ;;
     d)
       DOC2DASH=1
       ;;
@@ -66,10 +73,13 @@ rm -f dist/*.whl && .venv/bin/pip wheel -q -w dist . && .venv/bin/pip install -q
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
-
 echo "Clean previous docs"
 rm -rf "${DOC_HTML_FOLDER}"
 
+if [ "x$CLEAN" = "x1" ]; then
+  # This is generated by sphinx-gallery
+  rm -rf "${DOC_SOURCE_FOLDER}/tutorials"
+fi
 
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"

From 39d437f53aae0830e1e323f433c4d94923513577 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:27:47 +0200
Subject: [PATCH 202/681] fix: fix plotting of null graphs with the Matplotlib
 backend

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../cairo/baseline_images/graph_null.png      | Bin 0 -> 2354 bytes
 tests/drawing/cairo/test_graph.py             |   5 +
 .../baseline_images/test_graph/graph_null.png | Bin 0 -> 3326 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +
 .../plotly/baseline_images/graph_null.json    | 829 ++++++++++++++++++
 tests/drawing/plotly/test_graph.py            |   7 +
 tests/drawing/plotly/utils.py                 |   4 +
 8 files changed, 854 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_null.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
 create mode 100644 tests/drawing/plotly/baseline_images/graph_null.json

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 139f122c6..73c5e6ab4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -532,7 +532,7 @@ def _draw_vertices(self):
 
         art = VertexCollection(
             patches,
-            offsets=offsets,
+            offsets=offsets if offsets else None,
             offset_transform=self.axes.transData,
             match_original=True,
             transform=Affine2D(),
diff --git a/tests/drawing/cairo/baseline_images/graph_null.png b/tests/drawing/cairo/baseline_images/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2e6483a19e4188c8470b3f38165844681d00d
GIT binary patch
literal 2354
zcmeAS@N?(olHy`uVBq!ia0y~yV2S`?4kn<8Aq#&ukYY>nc6VX;4}uH!E}zW6!13JE
z#WAE}&fBYoj0_4q2MiAEf3BG9F3kG3D*YLQ!`0h-3=O_+91gPtnI@#QFf5T&WXK%l
xj)ul)Vi?T}qea1JNjO>(j+TT&pd|dpxIm13?So5OT!D=s22WQ%mvv4FO#o+eb=?2}

literal 0
HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 2e5dd5832..7f99eae77 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -85,6 +85,11 @@ def test_graph_with_curved_edges(self):
             backend="cairo",
         )
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        plot(g, backend="cairo", target=result_image_folder / "graph_null.png")
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..14b94a347e483ef389edca5918de3c12145e9a07
GIT binary patch
literal 3326
zcmeAS@N?(olHy`uVBq!ia0y~yU{+vYV2a>i1B%QlYbpRzmL;wcCBgY=CFO}lsSLh}
zB?US8B{`W%3T3H9#hLke#(EZd2098EB_##LR{Hw6a0Pn#Md|vc8@H|o8p2uN5n0T@
zz@G@hj4SMyXEHGGWP7?ehE&XXd)<(cL4oIh!GZnHA1;zn;rdl}{)`R-L&JeeS)kTG
zhZ}&TBr_8OLkbTE1H%ME1qKF(W21tj0Wz8xMl-@_$uL?fj@AgHwc%)OI9eNy)`p|C
dA@<r(?`1g0nl!hKrogTQgQu&X%Q~loCIIIJ_x=C?

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index d6130accc..46c463249 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,14 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        plt.close("all")
+        g = Graph()
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+        ax.set_aspect(1.0)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/baseline_images/graph_null.json b/tests/drawing/plotly/baseline_images/graph_null.json
new file mode 100644
index 000000000..6d7df64d9
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_null.json
@@ -0,0 +1,829 @@
+{
+  "data": [],
+  "layout": {
+    "template": {
+      "data": {
+        "bar": [
+          {
+            "error_x": {
+              "color": "#2a3f5f"
+            },
+            "error_y": {
+              "color": "#2a3f5f"
+            },
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "bar"
+          }
+        ],
+        "barpolar": [
+          {
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "barpolar"
+          }
+        ],
+        "carpet": [
+          {
+            "aaxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+          }
+        ],
+        "choropleth": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "choropleth"
+          }
+        ],
+        "contour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "contour"
+          }
+        ],
+        "contourcarpet": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "contourcarpet"
+          }
+        ],
+        "heatmap": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmap"
+          }
+        ],
+        "heatmapgl": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmapgl"
+          }
+        ],
+        "histogram": [
+          {
+            "marker": {
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "histogram"
+          }
+        ],
+        "histogram2d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2d"
+          }
+        ],
+        "histogram2dcontour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2dcontour"
+          }
+        ],
+        "mesh3d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "mesh3d"
+          }
+        ],
+        "parcoords": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "parcoords"
+          }
+        ],
+        "pie": [
+          {
+            "automargin": true,
+            "type": "pie"
+          }
+        ],
+        "scatter": [
+          {
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+            },
+            "type": "scatter"
+          }
+        ],
+        "scatter3d": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatter3d"
+          }
+        ],
+        "scattercarpet": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattercarpet"
+          }
+        ],
+        "scattergeo": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergeo"
+          }
+        ],
+        "scattergl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergl"
+          }
+        ],
+        "scattermapbox": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattermapbox"
+          }
+        ],
+        "scatterpolar": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolar"
+          }
+        ],
+        "scatterpolargl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolargl"
+          }
+        ],
+        "scatterternary": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterternary"
+          }
+        ],
+        "surface": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "surface"
+          }
+        ],
+        "table": [
+          {
+            "cells": {
+              "fill": {
+                "color": "#EBF0F8"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "header": {
+              "fill": {
+                "color": "#C8D4E3"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "type": "table"
+          }
+        ]
+      },
+      "layout": {
+        "annotationdefaults": {
+          "arrowcolor": "#2a3f5f",
+          "arrowhead": 0,
+          "arrowwidth": 1
+        },
+        "autotypenumbers": "strict",
+        "coloraxis": {
+          "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+          }
+        },
+        "colorscale": {
+          "diverging": [
+            [
+              0,
+              "#8e0152"
+            ],
+            [
+              0.1,
+              "#c51b7d"
+            ],
+            [
+              0.2,
+              "#de77ae"
+            ],
+            [
+              0.3,
+              "#f1b6da"
+            ],
+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 6505f1bd9..98b89b0c3 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -82,6 +82,13 @@ def test_graph_edit_children(self):
         # dot.radius *= 0.5
         return fig
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        fig = go.Figure()
+        plot(g, target=fig)
+        return fig
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 3d27e8707..0569442f5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -126,6 +126,10 @@ def same_coords(path_elem1, path_elem2, tol):
     if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
+    if "shapes" not in baseline["layout"]:
+        baseline["layout"]["shapes"] = []
+    if "shapes" not in figd["layout"]:
+        figd["layout"]["shapes"] = []
     if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
     for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):

From 5c8b36c65acaada100cf55cee6cb5495510b562b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:32:05 +0200
Subject: [PATCH 203/681] chore: bumped version to 0.11.1

---
 CHANGELOG.md          | 9 ++++++++-
 setup.py              | 2 +-
 src/igraph/version.py | 2 +-
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 678b963ed..75d30f177 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [0.11.1] - 2023-10-12
+
+### Fixed
+
+- Fixed plotting of null graphs with the Matplotlib backend.
+
 ## [0.11.0] - 2023-10-12
 
 ### Added
@@ -582,7 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
+[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/setup.py b/setup.py
index 5c57341f5..11d4cd967 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,7 +1000,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
         "matplotlib": [
-            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
         ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
diff --git a/src/igraph/version.py b/src/igraph/version.py
index c1a3ca82e..679427be8 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 0)
+__version_info__ = (0, 11, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 355b3034a64d7f359ecd252f6740fc14a677ab06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:21 +0200
Subject: [PATCH 204/681] ci: increase test tolerance for Matplotlib tests to
 make sure they pass on aarch64

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index b7ec998b4..36bd50f1f 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.01,
+    tol=0.025,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From a249b9af131fea4cd989c9e9d3fd332338a86d0c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:54 +0200
Subject: [PATCH 205/681] chore: bumped version to 0.11.2

---
 CHANGELOG.md          | 6 +++---
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 75d30f177..b31b3d20c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [0.11.1] - 2023-10-12
+## [0.11.2] - 2023-10-12
 
 ### Fixed
 
@@ -588,8 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
-[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
+[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 679427be8..e9509d902 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 1)
+__version_info__ = (0, 11, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 7e5a8e3a132af6b460af4ba1d9d6bf5a4142443f Mon Sep 17 00:00:00 2001
From: Gwyn Ciesla <gwync@protonmail.com>
Date: Tue, 24 Oct 2023 11:17:04 -0500
Subject: [PATCH 206/681] Include ctype.h, fixes build on Python 3.13

---
 src/_igraph/convert.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4283ff8ed..c05a4eba2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -23,6 +23,7 @@
 /************************ Conversion functions *************************/
 
 #include <limits.h>
+#include <ctype.h>
 #include "attributes.h"
 #include "convert.h"
 #include "edgeseqobject.h"

From be1e85f6dd2a2d3e11d1e296ad2267b6aad2e529 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 27 Oct 2023 18:55:39 +1100
Subject: [PATCH 207/681] Tutorial on DAG (#724)

---
 doc/examples_sphinx-gallery/generate_dag.py | 45 +++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/generate_dag.py

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
new file mode 100644
index 000000000..7fb85b32d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -0,0 +1,45 @@
+"""
+
+.. _tutorials-dag:
+
+======================
+Directed Acyclic Graph
+======================
+
+This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+
+# %%
+# First, we set a random seed for reproducibility
+random.seed(0)
+
+# %%
+# First, we generate a random undirected graph without loops
+g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+
+# %%
+# Then we convert it to a DAG *in place*
+g.to_directed(mode="acyclic")
+
+# %%
+# We can print out a summary of the DAG
+ig.summary(g)
+
+
+# %%
+# Finally, we can plot the graph using the Sugiyama layout from :meth:`igraph.Graph.layout_sugiyama`:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="sugiyama",
+    vertex_size=15,
+    vertex_color="grey",
+    edge_color="#222",
+    edge_width=1,
+)
+plt.show()

From ab37f7f7cce283a1323db2eea501c3204275c9aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 27 Oct 2023 18:52:52 +0200
Subject: [PATCH 208/681] Update random DAG generation tutorial

and mention that the sampling is uniform
---
 doc/examples_sphinx-gallery/generate_dag.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index 7fb85b32d..addbc661c 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -14,19 +14,19 @@
 
 
 # %%
-# First, we set a random seed for reproducibility
+# First, we set a random seed for reproducibility.
 random.seed(0)
 
 # %%
-# First, we generate a random undirected graph without loops
-g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+# First, we generate a random undirected graph with a fixed number of edges, without loops.
+g = ig.Graph.Erdos_Renyi(n=15, m=30, directed=False, loops=False)
 
 # %%
-# Then we convert it to a DAG *in place*
+# Then we convert it to a DAG *in place*. This method samples DAGs with a given number of edges and vertices uniformly.
 g.to_directed(mode="acyclic")
 
 # %%
-# We can print out a summary of the DAG
+# We can print out a summary of the DAG.
 ig.summary(g)
 
 

From 7d14aac2c917c580c2e8b6036b9259db49d775f8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:12:48 +0100
Subject: [PATCH 209/681] feat: added Graph.__invalidate_cache(), closes #729

---
 src/_igraph/graphobject.c | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 562d39e82..842cd84e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13420,6 +13420,12 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
   return PyCapsule_New((void *)&self->g, 0, 0);
 }
 
+PyObject *igraphmodule_Graph___invalidate_cache__(igraphmodule_GraphObject *self)
+{
+  igraph_invalidate_cache(&self->g);
+  Py_RETURN_NONE;
+}
+
 /** \ingroup python_interface_internal
  * \brief Returns the pointer of the encapsulated igraph graph as an ordinary
  * Python integer. This allows us to use igraph graphs with the Python ctypes
@@ -17962,6 +17968,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
+
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
@@ -17973,6 +17980,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "users, it is useful only in the case when the underlying igraph object\n"
    "must be passed to other C code through Python.\n\n"},
 
+  {"__invalidate_cache",
+   (PyCFunction) igraphmodule_Graph___invalidate_cache__,
+   METH_NOARGS,
+   "__invalidate_cache()\n--\n\n"
+   "Invalidates the internal cache of the low-level C graph object that\n"
+   "the Python object wraps. This function should not be used directly\n"
+   "by igraph users, but it may be useful for benchmarking or debugging\n"
+   "purposes.",
+  },
+
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,

From ab976c5923c8290bf1bd4e649d081853f606cdeb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:13:36 +0100
Subject: [PATCH 210/681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c83046f4b..771a449d0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5
+Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da

From 68579a693b4ef31b4978ccd0e0ca13d5b3390ea8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:22:15 +0100
Subject: [PATCH 211/681] fix: remove loops=... argument for is_bigraphical(),
 fixes #730

---
 src/_igraph/igraphmodule.c | 31 +++++++++++++++++++------------
 1 file changed, 19 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 626a04396..cff5df44e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -536,7 +536,7 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
 ) {
   static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
-  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
@@ -544,13 +544,21 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   int allowed_edge_types;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(
-      args, kwds,
-      is_bigraphical ? "OO|OO" : "O|OOO",
-      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
-      &out_deg_o, &in_deg_o, &loops, &multiple
-  ))
-    return NULL;
+  if (is_bigraphical) {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "OO|O", kwlist_bigraphical,
+        &out_deg_o, &in_deg_o, &multiple
+    )) {
+      return NULL;
+    }
+  } else {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "O|OOO", kwlist_graphical,
+        &out_deg_o, &in_deg_o, &loops, &multiple
+    )) {
+      return NULL;
+    }
+  }
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
@@ -820,17 +828,16 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
     METH_VARARGS | METH_KEYWORDS,
-    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "is_bigraphical(degrees1, degrees2, multiple=False)\n--\n\n"
     "Returns whether two sequences of integers can be the degree sequences of a\n"
     "bipartite graph.\n\n"
-    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "The bipartite graph may or may not have multiple edges, depending\n"
     "on the allowed edge types in the remaining arguments.\n\n"
     "@param degrees1: the list of degrees in the first partition.\n"
     "@param degrees2: the list of degrees in the second partition.\n"
-    "@param loops: whether loop edges are allowed.\n"
     "@param multiple: whether multiple edges are allowed.\n"
     "@return: C{True} if there exists some bipartite graph that can realize the\n"
-    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+    "  given degree sequences with or without multiple edges, C{False} otherwise.\n"
   },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,

From 5ff524db9dafe016e7c75524625f33ed862af8b6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:23:21 +0100
Subject: [PATCH 212/681] chore: updated changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b31b3d20c..a0fbeef3b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Added
+
+- Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
+
+### Fixed
+
+- Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From f25ab14ee53564f72937c3a39faa76ff9146e842 Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 4 Nov 2023 21:41:29 +1100
Subject: [PATCH 213/681] Bugfix for #731

---
 src/igraph/drawing/matplotlib/edge.py         |   5 +++++
 ...ultigraph_with_curved_edges_undirected.png | Bin 0 -> 29139 bytes
 tests/drawing/matplotlib/test_graph.py        |  18 ++++++++++++++++++
 3 files changed, 23 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 8e8adb9a2..c4b21cab1 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -410,6 +410,11 @@ def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
             voff *= sizes[1] / 2
             path["vertices"].append(coordst[1] - voff)
 
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 3)
+            path["vertices"].extend(path["vertices"][-2::-1])
+
         path = mpl.path.Path(
             path["vertices"],
             codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png b/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a5f6eed840ebc6d61ec5929f2b84337f3b0f89a
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z{)@3){`~=8r~dVTuNk+dX%40Mifae0MK5!YDSVe=<OMKAOFfFPd2W)yDX`+;2*~1h
zOZAr|CNcib)YpJPm<>FCO)fji_s?JP0pQ}Pp$nuR|M!poy&L~K7{+w3@O-}~8Nayz
R4_M@2Y&6?&-N5mu{{eVOdiekV

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 46c463249..4a83cda5a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,24 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=False)
+        g.add_edges([(0, 1), (1, 2)])
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(
+            g,
+            target=ax,
+            layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
+
     @image_comparison(baseline_images=["graph_null"])
     def test_null_graph(self):
         plt.close("all")

From 675059eb615631012c3b7adb6f4cbab15790947e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:08:55 +0100
Subject: [PATCH 214/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 771a449d0..a8862c42d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da
+Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b

From 90edc0a53df6eeee4fdfc37b7efebd5186d891c7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:51:31 +0100
Subject: [PATCH 215/681] fix: fix test cases

---
 tests/test_isomorphism.py |  4 ++--
 tests/test_structural.py  | 18 ++++++++++++++----
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 3c1b62bbd..c1150da63 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -280,8 +280,8 @@ def testGetSubisomorphismsLAD(self):
 
         # Corner cases
         empty = Graph()
-        self.assertEqual([], g.get_subisomorphisms_lad(empty))
-        self.assertEqual([], empty.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], g.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], empty.get_subisomorphisms_lad(empty))
 
     def testSubisomorphicVF2(self):
         g = Graph.Lattice([3, 3], circular=False)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index cde4f62aa..541a2c6c8 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -144,10 +144,6 @@ def testKnn(self):
         self.assertTrue(knn == [9.0] * 10)
         self.assertAlmostEqual(knnk[8], 9.0, places=6)
 
-        # knn works for simple graphs only -- self.g is not simple
-        self.assertRaises(InternalError, self.g.knn)
-
-        # Okay, simplify it and then go on
         g = self.g.copy()
         g.simplify()
 
@@ -158,6 +154,20 @@ def testKnn(self):
         self.assertAlmostEqual(knnk[1], 3, places=6)
         self.assertAlmostEqual(knnk[2], 7 / 3.0, places=6)
 
+    def testKnnNonSimple(self):
+        knn, knnk = self.gfull.knn()
+        self.assertTrue(knn == [9.0] * 10)
+        self.assertAlmostEqual(knnk[8], 9.0, places=6)
+
+        # knn works for non-simple graphs as well
+        knn, knnk = self.g.knn()
+        diff = max(abs(a - b) for a, b in zip(knn, [17 / 5.0, 3, 4, 4]))
+        self.assertAlmostEqual(diff, 0.0, places=6)
+        self.assertEqual(len(knnk), 5)
+        self.assertAlmostEqual(knnk[1], 4, places=6)
+        self.assertAlmostEqual(knnk[2], 3, places=6)
+        self.assertAlmostEqual(knnk[4], 3.4, places=6)
+
     def testDegree(self):
         self.assertTrue(self.gfull.degree() == [9] * 10)
         self.assertTrue(self.gempty.degree() == [0] * 10)

From df2ed3f5b10d3c114c364fad70e6c66a54e6cca8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 13:31:40 +0100
Subject: [PATCH 216/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a8862c42d..4e04d3943 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b
+Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b

From 0bbfbb4b3ff6678ae41179610ed218cd43183e30 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:30:35 +0100
Subject: [PATCH 217/681] chore: updated changelog

---
 CHANGELOG.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a0fbeef3b..ca50e6098 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,10 +6,16 @@
 
 - Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
 
+### Changed
+
+- The C core of igraph was updated to version 0.10.8.
+
 ### Fixed
 
 - Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
 
+- Fixed a bug in the Matplotlib graph drawing backend that filled the interior of undirected curved edges.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From ecace80005600587901c3f135071ae6bfea8597b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:37:16 +0100
Subject: [PATCH 218/681] chore: bumped version to 0.11.3

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca50e6098..c186f5281 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.3] - 2023-11-19
 
 ### Added
 
@@ -604,7 +604,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
diff --git a/src/igraph/version.py b/src/igraph/version.py
index e9509d902..a75324513 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 2)
+__version_info__ = (0, 11, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 5f386c04d495490de5a366b54478b8651192eebd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 Dec 2023 22:57:45 +0100
Subject: [PATCH 219/681] doc: fix documentation of 'neighbors' argument of
 Graph.vertex_connectivity(), closes #740

---
 src/_igraph/graphobject.c | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 842cd84e3..85aeeadaf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15729,8 +15729,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  graph, therefore it is advised to set this to C{True}. The parameter\n"
    "  is ignored if the connectivity between two given vertices is computed.\n"
    "@param neighbors: tells igraph what to do when the two vertices are\n"
-   "  connected. C{\"error\"} raises an exception, C{\"infinity\"} returns\n"
-   "  infinity, C{\"ignore\"} ignores the edge.\n"
+   "  connected. C{\"error\"} raises an exception, C{\"negative\"} returns\n"
+   "  a negative value, C{\"number_of_nodes\"} or C{\"nodes\"} returns the\n"
+   "  number of nodes, or C{\"ignore\"} ignores the edge.\n"
    "@return: the vertex connectivity\n"
   },
 

From 46fd675147a94aa3eef07cd6afc815f783d1d091 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Dec 2023 16:57:42 +0100
Subject: [PATCH 220/681] fix: fixed graph-tool import for vector-valued vertex
 properties, closes #741

---
 CHANGELOG.md               | 7 +++++++
 src/igraph/io/libraries.py | 5 ++++-
 2 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c186f5281..6317bc16c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Fixed
+
+- Fixed import of `graph-tool` graphs for vertex properties where each property
+  has a vector value.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index d47490292..52e47b8af 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -248,9 +248,12 @@ def _construct_graph_from_graph_tool(cls, g):
 
     # Node attributes
     for key, val in g.vertex_properties.items():
+        # val.get_array() returns None for non-scalar types so use the slower
+        # way if this happens
         prop = val.get_array()
+        arr = prop if prop is not None else val
         for i in range(vcount):
-            graph.vs[i][key] = prop[i]
+            graph.vs[i][key] = arr[i]
 
     # Edges and edge attributes
     # NOTE: graph-tool is quite strongly typed, so each property is always

From f7d63754965fe1d9221c600d33583d65959fa23f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Dec 2023 13:54:02 +0000
Subject: [PATCH 221/681] build(deps): bump actions/setup-python from 4 to 5

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 59ffdea0b..d7c93a671 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,7 +23,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -133,7 +133,7 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11.2'
@@ -226,7 +226,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -295,7 +295,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -342,7 +342,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.12'

From 0564388d53c11e414925cf101528c1a4f17de97f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Dec 2023 19:13:12 +0100
Subject: [PATCH 222/681] doc: clarify the effect of loop edges in
 Graph.similarity_inverse_log_weighted()

---
 src/_igraph/graphobject.c | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 85aeeadaf..5cef59ba8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15790,6 +15790,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
    "of their common neighbors.\n\n"
+   "Note that the presence of loop edges may yield counter-intuitive\n"
+   "results. A node with a loop edge is considered to be a neighbor of itself\n"
+   "I{twice} (because there are two edge stems incident on the node). Adding a\n"
+   "loop edge to a node may decrease its similarity to other nodes, but it may\n"
+   "also I{increase} it. For instance, if nodes A and B are connected but share\n"
+   "no common neighbors, their similarity is zero. However, if a loop edge is\n"
+   "added to B, then B itself becomes a common neighbor of A and B and thus the\n"
+   "similarity of A and B will be increased. Consider removing loop edges\n"
+   "explicitly before invoking this function using L{Graph.simplify()}.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"

From 1b26bfbc2d714003c12da034b8d5ef979ecb1422 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 12 Jan 2024 18:28:46 +0000
Subject: [PATCH 223/681] update install.rst

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5f8fc07ea..81bf35d5b 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -50,7 +50,7 @@ Package managers on Linux and other systems
 -------------------------------------------
 |igraph|'s Python interface and its dependencies are included in several package management
 systems, including those of the most popular Linux distributions (Arch Linux,
-Debian and Ubuntu, Fedora, GNU Guix, etc.) as well as some cross-platform systems like
+Debian and Ubuntu, Fedora, etc.) as well as some cross-platform systems like
 NixPkgs or MacPorts.
 
 .. note:: |igraph| is updated quite often: if you need a more recent version than your

From 669f1507d2de90e20b7a2e5a88d09cf92a699c29 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:01 +0000
Subject: [PATCH 224/681] build(deps): bump actions/cache from 3 to 4

Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..8451d601c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -121,14 +121,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -233,13 +233,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -284,7 +284,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/install
@@ -330,7 +330,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/build

From d9cb2006993c28cbd4e1dfc5e1600509c9acbb50 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:06 +0000
Subject: [PATCH 225/681] build(deps): bump mymindstorm/setup-emsdk from 12 to
 14

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 12 to 14.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v12...v14)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..388b43101 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -185,7 +185,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: mymindstorm/setup-emsdk@v12
+      - uses: mymindstorm/setup-emsdk@v14
         with:
           version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'

From c758c0de58f300d6bba9cbc6297d8b127784650a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 22 Jan 2024 19:31:07 +0100
Subject: [PATCH 226/681] ci: change name of workflow so it does not include a
 comma that confuses mymindstorm/setup-emsdk

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 388b43101..082f5e674 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,4 +1,5 @@
-name: Build and test, upload to PyPI on release
+# Name cannot contain commas because of setup-emsdk job
+name: Build and test
 
 on: [push, pull_request]
 env:

From b05c2a83570d1bab06e06167968e8a1862f1a2e1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Jan 2024 11:35:02 +0000
Subject: [PATCH 227/681] chore: branding fix: IGraph -> igraph in the docs

---
 src/igraph/drawing/__init__.py   | 2 +-
 src/igraph/drawing/cairo/plot.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 7bdbee231..e6d06b4bc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for igraph.
 
-IGraph has two stable plotting backends at the moment: Cairo and Matplotlib.
+igraph has two stable plotting backends at the moment: Cairo and Matplotlib.
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index fb82c8542..ac98210db 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for IGraph.
 
-IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+igraph has two plotting backends at the moment: Cairo and Matplotlib.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.

From f4000fd1ecb5df9ee9e4d56d07cb976b4f782e63 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Jan 2024 15:10:15 +0100
Subject: [PATCH 228/681] refactor: added type annotations to config object

---
 src/igraph/__init__.py      |  2 +-
 src/igraph/configuration.py | 67 ++++++++++++++++++++++---------------
 2 files changed, 41 insertions(+), 28 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4ce6ebd24..c0997aa8c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1049,7 +1049,7 @@ def write(graph, filename, *args, **kwds):
 
 ##############################################################
 # Configuration singleton instance
-config = init_configuration()
+config: Configuration = init_configuration()
 """The main configuration object of igraph. Use this object to modify igraph's
 behaviour, typically when used in interactive mode.
 """
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 39788051c..6f507723e 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -11,6 +11,7 @@
 import os.path
 
 from configparser import ConfigParser
+from typing import IO, Optional, Sequence, Tuple, Union
 
 
 class Configuration:
@@ -114,9 +115,6 @@ class Types:
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
 
-        def __init__(self):
-            pass
-
         @staticmethod
         def setboolean(obj, section, key, value):
             """Sets a boolean value in the given configuration object.
@@ -169,7 +167,7 @@ def setfloat(obj, section, key, value):
         "float": {"getter": ConfigParser.getfloat, "setter": Types.setfloat},
     }
 
-    _sections = ("general", "apps", "plotting", "remote", "shell")
+    _sections: Sequence[str] = ("general", "apps", "plotting", "remote", "shell")
     _definitions = {
         "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
         "general.verbose": {"default": True, "type": "boolean"},
@@ -184,10 +182,15 @@ def setfloat(obj, section, key, value):
     # The singleton instance we are using throughout other modules
     _instance = None
 
+    _filename: Optional[str] = None
+    """Name of the file that the configuration was loaded from, or ``None`` if
+    not known.
+    """
+
     def __init__(self, filename=None):
         """Creates a new configuration instance.
 
-        @param filename: file or file pointer to be read. Can be omitted.
+        @param filename: file or file-like object to be read. Can be omitted.
         """
         self._config = ConfigParser()
         self._filename = None
@@ -195,6 +198,7 @@ def __init__(self, filename=None):
         # Create default sections
         for sec in self._sections:
             self._config.add_section(sec)
+
         # Create default values
         for name, definition in self._definitions.items():
             if "default" in definition:
@@ -204,7 +208,7 @@ def __init__(self, filename=None):
             self.load(filename)
 
     @property
-    def filename(self):
+    def filename(self) -> Optional[str]:
         """Returns the filename associated to the object.
 
         It is usually the name of the configuration file that was used when
@@ -214,7 +218,7 @@ def filename(self):
         information."""
         return self._filename
 
-    def _get(self, section, key):
+    def _get(self, section: str, key: str):
         """Internal function that returns the value of a given key in a
         given section."""
         definition = self._definitions.get("%s.%s" % (section, key), {})
@@ -226,7 +230,7 @@ def _get(self, section, key):
         return getter(self._config, section, key)
 
     @staticmethod
-    def _item_to_section_key(item):
+    def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
@@ -241,7 +245,7 @@ def _item_to_section_key(item):
             section, key = "general", item
         return section, key
 
-    def __contains__(self, item):
+    def __contains__(self, item: str) -> bool:
         """Checks whether the given configuration item is set.
 
         @param item: the configuration key to check.
@@ -250,7 +254,7 @@ def __contains__(self, item):
         section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
-    def __getitem__(self, item):
+    def __getitem__(self, item: str):
         """Returns the given configuration item.
 
         @param item: the configuration key to retrieve.
@@ -264,7 +268,7 @@ def __getitem__(self, item):
         else:
             return self._get(section, key)
 
-    def __setitem__(self, item, value):
+    def __setitem__(self, item: str, value):
         """Sets the given configuration item.
 
         @param item: the configuration key to set
@@ -279,7 +283,7 @@ def __setitem__(self, item, value):
             setter = self._config.__class__.set
         return setter(self._config, section, key, value)
 
-    def __delitem__(self, item):
+    def __delitem__(self, item: str):
         """Deletes the given item from the configuration.
 
         If the item has a default value, the default value is written back instead
@@ -292,14 +296,11 @@ def __delitem__(self, item):
         else:
             self._config.remove_option(section, key)
 
-    def has_key(self, item):
+    def has_key(self, item: str) -> bool:
         """Checks if the configuration has a given key.
 
         @param item: the key being sought"""
-        if "." in item:
-            section, key = item.split(".", 1)
-        else:
-            section, key = "general", item
+        section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
     def load(self, stream=None):
@@ -310,28 +311,40 @@ def load(self, stream=None):
           loaded.
         """
         stream = stream or get_user_config_file()
+
         if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
+        else:
+            file_was_open = False
+
         self._config.read_file(stream)
-        self._filename = getattr(stream, "name", None)
+
+        filename = getattr(stream, "name", None)
+        self._filename = str(filename) if filename is not None else None
+
         if file_was_open:
             stream.close()
 
-    def save(self, stream=None):
+    def save(self, stream: Optional[Union[str, IO[str]]]=None):
         """Saves the configuration.
 
-        @param stream: name of a file or a file object. The configuration will be saved
-          there. Can be omitted, in this case, the user-level configuration file will
-          be overwritten.
+        @param stream: name of a file or a file-like object. The configuration
+            will be saved there. Can be omitted, in this case, the user-level
+            configuration file will be overwritten.
         """
         stream = stream or get_user_config_file()
+
         if not hasattr(stream, "write") or not hasattr(stream, "close"):
-            stream = open(stream, "w")
+            stream = open(stream, "w")  # type: ignore
             file_was_open = True
-        self._config.write(stream)
+        else:
+            file_was_open = False
+
+        self._config.write(stream)  # type: ignore
+
         if file_was_open:
-            stream.close()
+            stream.close()  # type: ignore
 
     @classmethod
     def instance(cls):
@@ -347,12 +360,12 @@ def instance(cls):
         return cls._instance
 
 
-def get_user_config_file():
+def get_user_config_file() -> str:
     """Returns the path where the user-level configuration file is stored"""
     return os.path.expanduser("~/.igraphrc")
 
 
-def init():
+def init() -> Configuration:
     """Default mechanism to initiate igraph configuration
 
     This method loads the user-specific configuration file from the

From b395231e6c6c39aab0850d2b6cbef3d08e2658a7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:29:02 +0100
Subject: [PATCH 229/681] feat: added Graph.Prufer(), closes #750

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_conversion.py  | 20 ++++++++++++++++-
 3 files changed, 70 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6317bc16c..cf3fe6078 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [main]
 
+### Added
+
+- Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5cef59ba8..9fdf8b289 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3154,6 +3154,43 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates a tree graph based on a Prufer sequenve
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_from_prufer
+ */
+PyObject *igraphmodule_Graph_Prufer(
+  PyTypeObject * type, PyObject * args, PyObject * kwds
+) {
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  PyObject *seq_o;
+  igraph_vector_int_t seq;
+
+  static char *kwlist[] = { "seq", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &seq_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vector_int_t(seq_o, &seq)) {
+    return NULL;
+  }
+
+  if (igraph_from_prufer(&g, &seq)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&seq);
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  igraph_vector_int_destroy(&seq);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph based on the Erdos-Renyi model
  * \return a reference to the newly generated Python igraph object
@@ -14037,6 +14074,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether to generate a directed graph.\n"
    "@param loops: whether loop edges are allowed.\n"},
 
+  /* interface to igraph_from_prufer */
+  {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Prufer(seq)\n--\n\n"
+   "Generates a tree from its Prufer sequence.\n\n"
+   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
+   "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
+   "@param seq: the Prufer sequence as an iterable of integers\n"},
+
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 91838df3c..394f07cc7 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -172,6 +172,21 @@ def testGetSparseAdjacency(self):
         )
 
 
+class PruferTests(unittest.TestCase):
+    def testFromPrufer(self):
+        g = Graph.Prufer([3, 3, 3, 4])
+        self.assertEqual(6, g.vcount())
+        self.assertEqual(5, g.ecount())
+        self.assertEqual(
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
+            sorted(g.get_edgelist())
+        )
+
+    def testToPrufer(self):
+        g = Graph([(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)])
+        self.assertEqual([3, 3, 3, 4], g.to_prufer())
+
+
 def suite():
     direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         DirectedUndirectedTests
@@ -179,7 +194,10 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    return unittest.TestSuite([direction_suite, representation_suite])
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PruferTests
+    )
+    return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
 def test():

From b78ed1c1cabd1d6b429f7f5fb95bf7cb21d7bf62 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:36:36 +0100
Subject: [PATCH 230/681] doc: fix docs of Graph.Adjacency() for the undirected
 case

---
 src/_igraph/graphobject.c | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9fdf8b289..dc9161b3e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13777,8 +13777,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
    "  - C{\"directed\"} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertices.\n"
-   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "    element specifies the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - the graph will be undirected and a matrix\n"
+   "    element specifies the number of edges between two vertices. The\n"
+   "    input matrix must be symmetric.\n"
    "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
    "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"

From c6f9f5dd27e08f0859a365e5884d2f4d7d957e0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:07:38 +0100
Subject: [PATCH 231/681] doc: also fix the doc of
 _construct_graph_from_weighted_adjacency()

---
 src/igraph/io/adjacency.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 5f4c3a5c4..ff83df5a6 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -15,9 +15,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
       - a pandas.DataFrame (column/row names must match, and will be used
         as vertex names).
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"} - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
@@ -82,9 +84,11 @@ def _construct_graph_from_weighted_adjacency(
       - a scipy.sparse matrix (will be converted to a COO matrix, but not
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"}   - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}

From 343136faddca20f3719e55aa4ac4b94be73adffb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:28:18 +0100
Subject: [PATCH 232/681] refactor: remove unneeded PyList type checks,
 Graph.Adjacency() now accepts Matrix instances

---
 src/_igraph/convert.c      | 42 +++++++++++++++---
 src/_igraph/convert.h      | 13 ++++--
 src/_igraph/graphobject.c  | 89 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c |  6 +--
 src/igraph/datatypes.py    |  4 ++
 tests/test_conversion.py   |  8 ++++
 6 files changed, 104 insertions(+), 58 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c05a4eba2..82201f553 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2594,10 +2594,10 @@ PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObje
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t(
+int igraphmodule_PyObject_to_matrix_t(
   PyObject* o, igraph_matrix_t *m, const char *arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2612,7 +2612,7 @@ int igraphmodule_PyList_to_matrix_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2630,6 +2630,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2644,18 +2648,30 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
   }
 
-  igraph_matrix_init(m, nr, nc);
+  if (igraph_matrix_init(m, nr, nc)) {
+    igraphmodule_handle_igraph_error();
+    return 1;
+  }
+
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_real_t(item, &value)) {
+        igraph_matrix_destroy(m);
         Py_DECREF(item);
         return 1;
       }
@@ -2678,10 +2694,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t(
+int igraphmodule_PyObject_to_matrix_int_t(
   PyObject* o, igraph_matrix_int_t *m, const char* arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2696,7 +2712,7 @@ int igraphmodule_PyList_to_matrix_int_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_int_t *m, int min_cols, const char* arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2714,6 +2730,10 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2728,6 +2748,9 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
@@ -2743,7 +2766,12 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_int_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_integer_t(item, &value)) {
+        igraph_matrix_int_destroy(m);
         Py_DECREF(item);
         return 1;
       }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 006f0b652..3b35d2459 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -116,10 +116,15 @@ int igraphmodule_PyObject_to_edgelist(
     igraph_bool_t *list_is_owned
 );
 
-int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t(
+    PyObject *o, igraph_matrix_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t(
+    PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dc9161b3e..54e733817 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1943,14 +1943,14 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None, *loops_o = Py_None;
+  PyObject *matrix_o, *mode_o = Py_None, *loops_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
   igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix_o, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -1959,7 +1959,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &m, "matrix")) {
     return NULL;
   }
 
@@ -2281,9 +2281,8 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   char *kwlist[] = { "n", "k", "type_dist", "pref_matrix", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnO!O!|O", kwlist,
-                                   &n, &k, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnOO|O", kwlist,
+                                   &n, &k, &type_dist, &pref_matrix, &directed))
     return NULL;
 
   if (n <= 0 || k <= 0) {
@@ -2295,29 +2294,32 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(k, "connection trials per set");
 
-  types = PyList_Size(type_dist);
-
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
+    PyErr_SetString(PyExc_ValueError,
+                    "Error while converting type distribution vector");
     return NULL;
   }
+ 
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    igraph_vector_destroy(&td);
+    return NULL;
+  }
+
+  types = igraph_vector_size(&td);
+
   if (igraph_matrix_nrow(&pm) != igraph_matrix_ncol(&pm) ||
       igraph_matrix_nrow(&pm) != types) {
     PyErr_SetString(PyExc_ValueError,
                     "Preference matrix must have exactly the same rows and columns as the number of types");
-    igraph_matrix_destroy(&pm);
-    return NULL;
-  }
-  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Error while converting type distribution vector");
+    igraph_vector_destroy(&td);
     igraph_matrix_destroy(&pm);
     return NULL;
   }
 
   if (igraph_establishment_game(&g, n, types, k, &td, &pm, PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
+    igraph_matrix_destroy(&pm);
     return NULL;
   }
 
@@ -2659,7 +2661,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "directed", "mode", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist, &PyList_Type, &matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &matrix_o,
               &directed, &mode_o, &multiple))
     return NULL;
 
@@ -2670,7 +2672,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &matrix, "matrix")) {
     igraph_vector_bool_destroy(&vertex_types);
     return NULL;
   }
@@ -2977,16 +2979,15 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
     { "n", "type_dist", "pref_matrix", "attribute", "directed", "loops",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OOO", kwlist,
-                                   &n, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OOO", kwlist,
+                                   &n, &type_dist, &pref_matrix,
                                    &attribute_key, &directed, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
   if (igraphmodule_PyObject_float_to_vector_t(type_dist, &td)) {
@@ -3070,18 +3071,18 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   char *kwlist[] =
     { "n", "type_dist_matrix", "pref_matrix", "attribute", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &type_dist_matrix,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &type_dist_matrix,
+                                   &pref_matrix,
                                    &attribute_key, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
-  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
@@ -3375,15 +3376,15 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
     "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &pref_matrix_o,
-                                   &PyList_Type, &block_sizes_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &pref_matrix_o,
+                                   &block_sizes_o,
                                    &directed_o, &loops_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
 
@@ -3746,8 +3747,8 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -3760,7 +3761,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -6234,7 +6235,7 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
   igraphmodule_GraphObject *result_o;
   PyObject *list;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &list))
     return NULL;
 
   if (igraphmodule_PyObject_to_vector_int_t(list, &perm))
@@ -7790,7 +7791,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -7936,7 +7937,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8005,7 +8006,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8104,7 +8105,7 @@ PyObject
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8215,7 +8216,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -8324,7 +8325,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyList_to_matrix_t(dist_o, dist, "dist")) {
+    if (igraphmodule_PyObject_to_matrix_t(dist_o, dist, "dist")) {
       free(dist);
       return NULL;
     }
@@ -8614,7 +8615,7 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -9859,7 +9860,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
+      (args, kwds, "|O", kwlist, &vids))
     return NULL;
 
   if (vids) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index cff5df44e..97864f61e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -355,10 +355,10 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   igraph_vector_int_t result, csize, *csize_p = 0;
   Py_ssize_t nodes, steps;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
-      &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "Onn|O", kwlist,
+      &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
+  if (igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
     return NULL;
   }
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a8f26ed4c..a2446802d 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,6 +184,10 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
+    
+    def __len__(self):
+        """Returns the number of rows in the matrix."""
+        return len(self._data)
 
     def __ne__(self, other):
         """Checks whether a given matrix is not equal to another one"""
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 394f07cc7..bbd9574c5 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -171,6 +171,14 @@ def testGetSparseAdjacency(self):
             np.all(g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
         )
 
+    def testGetAdjacencyRoundtrip(self):
+        g = Graph.Tree(6, 3)
+        adj = g.get_adjacency()
+        g2 = Graph.Adjacency(adj, mode="undirected")
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(g.is_directed(), g2.is_directed())
+        self.assertTrue(g.get_edgelist() == g2.get_edgelist())
+
 
 class PruferTests(unittest.TestCase):
     def testFromPrufer(self):

From 6bf4daddd5bb14cd118cbb9d78e4ab814e4514dd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:14:58 +0000
Subject: [PATCH 233/681] docs: typo fix

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 54e733817..fc8e62310 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3157,7 +3157,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
 
 /** \ingroup python_interface_graph
- * \brief Generates a tree graph based on a Prufer sequenve
+ * \brief Generates a tree graph based on a Prufer sequence
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_from_prufer
  */

From 785380acca7b889d6c548e11d489eb796a4e0a03 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:20:44 +0000
Subject: [PATCH 234/681] docs: include 'diamond' vertex shape in tutorial

---
 doc/source/tutorial.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 49d113594..a552d4a25 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -792,8 +792,9 @@ Attribute name  Keyword argument       Purpose
                                        drawn first.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       Shape of the vertex. Known shapes are:
-                                       ``rectangle``, ``circle``, ``hidden``,
-                                       ``triangle-up``, ``triangle-down``.
+                                       ``rectangle``, ``circle``, ``diamond``,
+                                       ``hidden``, ``triangle-up``,
+                                       ``triangle-down``.
                                        Several aliases are also accepted, see
                                        :data:`drawing.known_shapes`.
 --------------- ---------------------- ------------------------------------------

From 58302b7956d4cc032b11df8f32f5a5714b5b2f96 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Jan 2024 13:36:55 +0000
Subject: [PATCH 235/681] build(deps): bump pypa/cibuildwheel from 2.16.2 to
 2.16.4

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.2 to 2.16.4.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.2...v2.16.4)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 85334aa0a..865d97278 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From e258247b952c3a5b6ab67f02e6c60c0e9b594189 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Jan 2024 22:26:39 +0000
Subject: [PATCH 236/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4e04d3943..9d6f7a9d8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b
+Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742

From 16c7379595137d8a9bcc27a56df17c06a67ea42b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:27:53 +0100
Subject: [PATCH 237/681] doc: add custom CSS to make tables wrap their text
 properly

---
 doc/source/_static/custom.css | 10 ++++++++++
 doc/source/_static/other.css  | 19 -------------------
 doc/source/conf.py            |  3 ++-
 3 files changed, 12 insertions(+), 20 deletions(-)
 create mode 100644 doc/source/_static/custom.css
 delete mode 100644 doc/source/_static/other.css

diff --git a/doc/source/_static/custom.css b/doc/source/_static/custom.css
new file mode 100644
index 000000000..7c1a52022
--- /dev/null
+++ b/doc/source/_static/custom.css
@@ -0,0 +1,10 @@
+/* override table width restrictions */
+.wy-table-responsive table td, .wy-table-responsive table th {
+    white-space: normal;
+}
+
+.wy-table-responsive {
+    margin-bottom: 24px;
+    max-width: 100%;
+    overflow: visible;
+}
diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
deleted file mode 100644
index 54aa675fd..000000000
--- a/doc/source/_static/other.css
+++ /dev/null
@@ -1,19 +0,0 @@
-.highlight {
-    border-radius: 8px;
-}
-
-.highlight pre {
-    padding: 8px;
-}
-
-.navigation-header {
-    text-align: center;
-}
-
-.bs-docs-section h1 {
-    display: none;
-}
-
-.bs-docs-section h1.real {
-    display: block;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 17a25c204..1bfee14a2 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -136,7 +136,8 @@ def get_igraph_version():
 # Inspired by pydoctor's RTD page itself
 # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
 html_theme = "sphinx_rtd_theme"
-html_static_path = []
+html_static_path = ["_static"]
+html_css_files = ["custom.css"]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".

From fecc72cee85910e15e83631108ad08b022bd5859 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:47:35 +0100
Subject: [PATCH 238/681] doc: clarify in the tutorial that `bbox` and `margin`
 works for Cairo only, closes #752

---
 doc/source/tutorial.es.rst   |  2 +-
 doc/source/tutorial.rst      | 14 ++++++++------
 doc/source/visualisation.rst |  2 +-
 3 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 9ca6f88d5..5d2f59f05 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -543,7 +543,7 @@ Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar l
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
 Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index a552d4a25..e25523c66 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -705,11 +705,12 @@ from the ``label`` attribute by default and vertex colors are determined by the
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
-Note that we are simply re-using the previous layout object here, but we also specified
-that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
-to fit the labels (20 pixels). The result is:
+Note that we are simply re-using the previous layout object here, but for the Cairo backend
+we also specified that we need a smaller plot (300 x 300 pixels) and a larger margin around
+the graph to fit the labels (20 pixels). These settings would be ignored for the Matplotlib
+backend. The result is:
 
 .. figure:: figures/tutorial_social_network_2.png
    :alt: The visual representation of our social network - with names and genders
@@ -869,7 +870,8 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``bbox``         The bounding box of the plot. This must be a tuple containing
                  the desired width and height of the plot. The default plot is
-                 600 pixels wide and 600 pixels high.
+                 600 pixels wide and 600 pixels high. Ignored for the
+                 Matplotlib backend.
 ---------------- ----------------------------------------------------------------
 ``layout``       The layout to be used. It can be an instance of
                  :class:`~layout.Layout`,
@@ -881,7 +883,7 @@ Keyword argument Purpose
 ``margin``       The top, right, bottom and left margins of the plot in pixels.
                  This argument must be a list or tuple and its elements will be
                  re-used if you specify a list or tuple with less than four
-                 elements.
+                 elements. Ignored for the Matplotlib backend.
 ================ ================================================================
 
 Specifying colors in plots
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 1963b85e4..7cad8bf9b 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -177,7 +177,7 @@ Plotting graphs in Jupyter notebooks
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
 calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
 output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
-For instance, to get a compact plot::
+For instance, to get a compact plot (using the Cairo backend only)::
 
    >>> ig.plot(g, bbox=(0, 0, 100, 100))
 

From 766a1563c349276781caaf445b8f01fc815f7d97 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 10:53:15 +0000
Subject: [PATCH 239/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9d6f7a9d8..795992467 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742
+Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8

From c0c74bc5a04b74bf9cd46fea224c8c8a03bad4b0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:05:50 +0000
Subject: [PATCH 240/681] feat: is_biconnected()

---
 src/_igraph/graphobject.c | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fc8e62310..d0c2aff54 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1421,6 +1421,27 @@ PyObject *igraphmodule_Graph_is_connected(igraphmodule_GraphObject * self,
   Py_RETURN_FALSE;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Decides whether a graph is biconnected.
+ * \return Py_True if the graph is biconnected, Py_False otherwise
+ * \sa igraph_is_biconnected
+ */
+PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
+{
+  igraph_bool_t res;
+
+  if (igraph_is_biconnected(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
@@ -15275,6 +15296,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
 
+  /* interface to igraph_is_biconnected */
+  {"is_biconnected", (PyCFunction) igraphmodule_Graph_is_biconnected,
+   METH_NOARGS,
+   "is_biconnected()\n--\n\n"
+   "Decides whether the graph is biconnected.\n\n"
+   "A graph is biconnected if it stays connected after the removal of\n"
+   "any single vertex.\n\n"
+   "Note that there are different conventions in use about whether to\n"
+   "consider a graph consisting of two connected vertices to be biconnected.\n"
+   "igraph does consider it biconnected.\n\n"
+   "@return: C{True} if it is biconnected, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
   /* interface to igraph_linegraph */
   {"linegraph", (PyCFunction) igraphmodule_Graph_linegraph,
    METH_VARARGS | METH_KEYWORDS,

From fae06310ab11a6c60512bbc5b1acb204d6fff962 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:25:11 +0000
Subject: [PATCH 241/681] tests: is_biconnected()

---
 tests/test_structural.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 541a2c6c8..5ad20648c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -242,6 +242,8 @@ class BiconnectedComponentTests(unittest.TestCase):
     g1 = Graph.Full(10)
     g2 = Graph(5, [(0, 1), (1, 2), (2, 3), (3, 4)])
     g3 = Graph(6, [(0, 1), (1, 2), (2, 3), (3, 0), (2, 4), (2, 5), (4, 5)])
+    g4 = Graph.Full(2)
+    g5 = Graph.Full(1)
 
     def testBiconnectedComponents(self):
         s = self.g1.biconnected_components()
@@ -260,6 +262,14 @@ def testArticulationPoints(self):
         self.assertTrue(self.g1.articulation_points() == [])
         self.assertTrue(self.g2.cut_vertices() == [1, 2, 3])
         self.assertTrue(self.g3.articulation_points() == [2])
+        self.assertTrue(self.g4.articulation_points() == [])
+
+    def testIsBiconnected(self):
+        self.assertTrue(self.g1.is_biconnected())
+        self.assertFalse(self.g2.is_biconnected())
+        self.assertFalse(self.g3.is_biconnected())
+        self.assertTrue(self.g4.is_biconnected())
+        self.assertFalse(self.g5.is_biconnected())
 
 
 class CentralityTests(unittest.TestCase):

From 4f1a42a975a31dcde55900efa846e17716850a58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:20:48 +0100
Subject: [PATCH 242/681] doc: proper capitalization of Erdos-Renyi and Prufer
 in docstrings

---
 src/_igraph/graphobject.c | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d0c2aff54..d6a669b60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3636,7 +3636,7 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * - directed is a bool that specifies if the edges should be directed. If so, they
  * point away from the root.
  * - method is one of:
- *   - 'Prufer' aka sample Pruefer sequences and convert to trees.
+ *   - 'prufer' aka sample Prüfer sequences and convert to trees.
  *   - 'lerw' aka loop-erased random walk on the complete graph to sample spanning
  *     trees.
  *
@@ -13946,7 +13946,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on the Erdos-Renyi model.\n\n"
+   "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
@@ -14102,11 +14102,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Prufer(seq)\n--\n\n"
-   "Generates a tree from its Prufer sequence.\n\n"
-   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "Generates a tree from its Prüfer sequence.\n\n"
+   "A Prüfer sequence is a unique sequence of integers associated with a\n"
    "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
    "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
-   "@param seq: the Prufer sequence as an iterable of integers\n"},
+   "@param seq: the Prüfer sequence as an iterable of integers\n"},
 
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
@@ -14389,7 +14389,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether the graph should be directed\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"prufer\"} -- samples Prufer sequences uniformly, then converts\n"
+   "    - C{\"prufer\"} -- samples Prüfer sequences uniformly, then converts\n"
    "      them to trees\n"
    "    - C{\"lerw\"} -- performs a loop-erased random walk on the complete\n"
    "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
@@ -15686,8 +15686,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_to_prufer,
    METH_NOARGS,
    "to_prufer()\n--\n\n"
-   "Converts a tree graph into a Prufer sequence.\n\n"
-   "@return: the Prufer sequence as a list"
+   "Converts a tree graph into a Prüfer sequence.\n\n"
+   "@return: the Prüfer sequence as a list"
   },
 
   // interface to igraph_transitivity_undirected

From a88431f0054811a32823db97669220aaa8883359 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:56:03 +0100
Subject: [PATCH 243/681] ci: update cibuildwheel

---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 865d97278..e9b7f0666 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 5fb9c054bc08b4fe4e11e03ead19fbf48acb9a99 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 31 Jan 2024 21:45:32 +0000
Subject: [PATCH 244/681] docs: fix some typos

---
 src/_igraph/graphobject.c   | 24 ++++++++++++------------
 src/igraph/adjacency.py     |  2 +-
 src/igraph/basic.py         |  6 +++---
 src/igraph/clustering.py    |  8 ++++----
 src/igraph/community.py     |  8 ++++----
 src/igraph/configuration.py |  4 ++--
 src/igraph/formula.py       |  4 ++--
 src/igraph/layout.py        |  2 +-
 src/igraph/statistics.py    |  2 +-
 9 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d6a669b60..7a5f483cd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1925,8 +1925,8 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Converts a tree graph into a Prufer sequence
- * \return the Prufer sequence as a Python object
+ * \brief Converts a tree graph into a Prüfer sequence
+ * \return the Prüfer sequence as a Python object
  * \sa igraph_to_prufer
  */
 PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
@@ -2024,7 +2024,7 @@ PyObject *igraphmodule_Graph_Atlas(PyTypeObject * type, PyObject * args)
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on the Barabasi-Albert model
+ * \brief Generates a graph based on the Barabási-Albert model
  * This is intended to be a class method in Python, so the first argument
  * is the type object and not the Python igraph object (because we have
  * to allocate that in this method).
@@ -3290,7 +3290,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on sort of a "windowed" Barabasi-Albert model
+ * \brief Generates a graph based on sort of a "windowed" Barabási-Albert model
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_recent_degree_game
  */
@@ -13864,8 +13864,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
-   "Generates a graph based on the Barabasi-Albert model.\n\n"
-   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "Generates a graph based on the Barabási-Albert model.\n\n"
+   "B{Reference}: Barabási, A-L and Albert, R. 1999. Emergence of scaling\n"
    "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
@@ -14084,7 +14084,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
-   "This is practically the nongrowing variant of L{Establishment}.\n"
+   "This is practically the non-growing variant of L{Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given type probabilities. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
@@ -14140,7 +14140,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on a stochastic blockmodel.\n\n"
+   "Generates a graph based on a stochastic block model.\n\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given block sizes. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
@@ -14494,7 +14494,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
    "connectivity patterns of the vertices and the pattern expected from the\n"
-   "disribution of the vertex types.\n\n"
+   "distribution of the vertex types.\n\n"
    "See equation (21) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition. The actual calculation is\n"
    "performed using equation (26) in the same paper for directed graphs, and\n"
@@ -14684,7 +14684,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "closeness(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
-   "The closeness centerality of a vertex measures how easily other\n"
+   "The closeness centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "number of vertices minus one divided by the sum of\n"
@@ -14717,7 +14717,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "harmonic_centrality(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
-   "The harmonic centerality of a vertex measures how easily other\n"
+   "The harmonic centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "mean inverse distance to all other vertices.\n\n"
@@ -14744,7 +14744,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "connected_components(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) connected components for a given graph.\n\n"
-   "Atttention: this function has a more convenient interface in class\n"
+   "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{VertexClustering} object.\n"
    "It is advised to use that.\n"
    "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 9a55c1bc4..d94b246a3 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -128,7 +128,7 @@ def _get_adjlist(self, mode="out"):
     contains the neighbors of the given vertex.
 
     @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
     """
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 2944d3f2d..edc016d20 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -34,7 +34,7 @@ def _add_edges(graph, es, attributes=None):
     @param es: the list of edges to be added. Every edge is represented
       with a tuple containing the vertex IDs or names of the two
       endpoints. Vertices are enumerated from zero.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of edges to be added, containing the attributes of the new
       edges.
     """
@@ -92,7 +92,7 @@ def _add_vertices(graph, n, attributes=None):
       vertex to be added, or a sequence of strings, each corresponding to the
       name of a vertex to be added. Names will be assigned to the C{name}
       vertex attribute.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of vertices to be added, containing the attributes of the new
       vertices. If n is a string (so a single vertex is added), then the
       values of this dict are the attributes themselves, but if n=1 then
@@ -136,7 +136,7 @@ def _delete_edges(graph, *args, **kwds):
     first positional argument is callable, an edge sequence is derived by
     calling L{EdgeSeq.select} with the same positional and keyword
     arguments. Edges in the derived edge sequence will be removed.
-    Otherwise the first positional argument is considered as follows:
+    Otherwise, the first positional argument is considered as follows:
 
     Deprecation notice: C{delete_edges(None)} has been replaced by
     C{delete_edges()} - with no arguments - since igraph 0.8.3.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b06e886e8..b45e6d9ce 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -452,7 +452,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the groups will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1151,7 +1151,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the clusters will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1371,7 +1371,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     to clusters automatically.
     """
     # Handle the case of mark_groups = True, mark_groups containing a list or
-    # tuple of cluster IDs, and and mark_groups yielding (cluster ID, color)
+    # tuple of cluster IDs, and mark_groups yielding (cluster ID, color)
     # pairs
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
@@ -1483,7 +1483,7 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       as a L{Clustering} object.
     @param method: the measure to use. C{"vi"} or C{"meila"} means the
       variation of information metric of Meila (2003), C{"nmi"} or C{"danon"}
-      means the normalized mutual information as defined by Danon et al (2005),
+      means the normalized mutual information as defined by Danon et al. (2005),
       C{"split-join"} means the split-join distance of van Dongen (2000),
       C{"rand"} means the Rand index of Rand (1971), C{"adjusted_rand"}
       means the adjusted Rand index of Hubert and Arabie (1985).
diff --git a/src/igraph/community.py b/src/igraph/community.py
index b890b97b2..e2dcb47da 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -46,7 +46,7 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
-    @param vertex_weights: name of an vertex attribute or a list containing
+    @param vertex_weights: name of a vertex attribute or a list containing
       vertex weights.
     @param trials: the number of attempts to partition the network.
     @return: an appropriate L{VertexClustering} object with an extra attribute
@@ -111,7 +111,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     Note that since ties are broken randomly, there is no guarantee that
     the algorithm returns the same community structure after each run.
-    In fact, they frequently differ. See the paper of Raghavan et al
+    In fact, they frequently differ. See the paper of Raghavan et al.
     on how to come up with an aggregated community structure.
 
     Also note that the community _labels_ (numbers) have no semantic meaning
@@ -156,10 +156,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     iteratively in a way that maximizes the vertices' local contribution
     to the overall modularity score. When a consensus is reached (i.e. no
     single move would increase the modularity score), every community in
-    the original graph is shrank to a single vertex (while keeping the
+    the original graph is shrunk to a single vertex (while keeping the
     total weight of the incident edges) and the process continues on the
     next level. The algorithm stops when it is not possible to increase
-    the modularity any more after shrinking the communities to vertices.
+    the modularity anymore after shrinking the communities to vertices.
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 6f507723e..d0202f541 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -125,7 +125,7 @@ def setboolean(obj, section, key, value):
             @param value: the value itself. C{0}, C{false}, C{no} and C{off}
               means false, C{1}, C{true}, C{yes} and C{on} means true,
               everything else results in a C{ValueError} being thrown.
-              Values are case insensitive
+              Values are case-insensitive
             """
             value = str(value).lower()
             if value in ("0", "false", "no", "off"):
@@ -234,7 +234,7 @@ def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
-        @return: if C{item} contains a period (C{.}), it is splitted into two parts
+        @return: if C{item} contains a period (C{.}), it is split into two parts
           at the first period, then the two parts are returned, so the part before
           the period is the section. If C{item} does not contain a period, the
           section is assumed to be C{general}, and the second part of the returned
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 8febe141a..c644b8d78 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -153,7 +153,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       + edges (vertex names):
       A->B
 
-    If you have may disconnected componnets, you can separate them
+    If you have many disconnected componnets, you can separate them
     with commas. You can also specify isolated vertices:
 
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
@@ -181,7 +181,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     @param formula: the formula itself
     @param attr: name of the vertex attribute where the vertex names
                  will be stored
-    @param simplify: whether the simplify the constructed graph
+    @param simplify: whether to simplify the constructed graph
     @return: the constructed graph:
     """
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index a846be7bd..f5b0a9181 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -38,7 +38,7 @@ class Layout:
     the vertices. It was particularly convenient for me to use the same layout
     for all of them, especially when I made figures for a paper. However,
     C{igraph} will of course refuse to draw a graph with a layout that has
-    less coordinates than the node count of the graph.
+    fewer coordinates than the node count of the graph.
 
     Layouts behave exactly like lists when they are accessed using the item
     index operator (C{[...]}). They can even be iterated through. Items
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 98a53cc7f..e134f7751 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -530,7 +530,7 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
           size if n is small.
 
         - C{discrete}: exact maximum likelihood estimation when the
-          input comes from a discrete scale (see Clauset et al among the
+          input comes from a discrete scale (see Clauset et al. among the
           references).
 
         - C{auto}: exact maximum likelihood estimation where the continuous

From bbf8bde2fc314b8f7a75f4f65757122ca4a08b89 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 22:43:12 +0000
Subject: [PATCH 245/681] chore: update C core to 0.10.9

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 795992467..51dfb1403 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8
+Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294

From a607205785b4ddd68b058821aa4b8566b6d68cae Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 23:05:35 +0000
Subject: [PATCH 246/681] feat: Realize_Bipartite_Degree_Sequence()

---
 src/_igraph/graphobject.c | 86 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 61 +++++++++++++++++++++++++++
 2 files changed, 147 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7a5f483cd..5fe21c4c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2975,6 +2975,61 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Generates a graph with a specified degree sequence
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_realize_bipartite_degree_sequence
+ */
+PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *type,
+                                 PyObject *args, PyObject *kwds) {
+
+  igraph_vector_int_t degrees1, degrees2;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  PyObject *degrees1_o, *degrees2_o;
+  PyObject *edge_types_o = Py_None, *method_o = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
+    return NULL;
+
+  /* allowed edge types */
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  /* methods */
+  if (igraphmodule_PyObject_to_realize_degseq_t(method_o, &method))
+    return NULL;
+
+  /* First degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees1_o, &degrees1))
+    return NULL;
+
+  /* Second degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees2_o, &degrees2)) {
+    igraph_vector_int_destroy(&degrees1);
+    return NULL;
+  }
+
+  if (igraph_realize_bipartite_degree_sequence(&g, &degrees1, &degrees2, allowed_edge_types, method)) {
+    igraph_vector_int_destroy(&degrees1);
+    igraph_vector_int_destroy(&degrees2);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&degrees1);
+  igraph_vector_int_destroy(&degrees2);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on vertex types and connection preferences
  * \return a reference to the newly generated Python igraph object
@@ -14247,6 +14302,37 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "  See Horvát and Modes (2021) for details.\n"
   },
 
+  {"Realize_Bipartite_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Bipartite_Degree_Sequence,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "Realize_Bipartite_Degree_Sequence(degrees1, degrees2, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
+    "Generates a bipartite graph from the degree sequences of its partitions.\n"
+    "\n"
+    "This method implements a Havel-Hakimi style graph construction for biparite\n"
+    "graphs. In each step, the algorithm picks two vertices in a deterministic\n"
+    "manner and connects them. The way the vertices are picked is defined by the\n"
+    "C{method} parameter. The allowed edge types (i.e. whether multi-edges are allowed)\n"
+    "are specified in the C{allowed_edge_types} parameter. Self-loops are never created,\n"
+    "since a graph with self-loops is not bipartite.\n"
+    "\n"
+    "@param degrees1: the degrees of the first partition.\n"
+    "@param degrees2: the degrees of the second partition.\n"
+    "@param allowed_edge_types: controls whether multi-edges are allowed\n"
+    "  during the generation process. Possible values are:\n"
+    "\n"
+    "    - C{\"simple\"}: simple graphs (no multi-edges)\n"
+    "    - C{\"multi\"}: multi-edges allowed\n"
+    "\n"
+    "@param method: controls how the vertices are selected during the generation\n"
+    "  process. Possible values are:\n"
+    "\n"
+    "    - C{smallest}: The vertex with smallest remaining degree first.\n"
+    "    - C{largest}: The vertex with the largest remaining degree first.\n"
+    "    - C{index}: The vertices are selected in order of their index.\n"
+    "\n"
+    "  The smallest C{smallest} method is guaranteed to produce a connected graph,\n"
+    "  if one exists."
+  },
+
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 31b8692bc..17205eb95 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -249,6 +249,67 @@ def testRealizeDegreeSequence(self):
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == degrees)
 
+    def testRealizeBipartiteDegreeSequence(self):
+        deg1 = [2, 2]
+        deg2 = [1, 1, 2]
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "largest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        deg1 = [3, 1, 1]
+        deg2 = [2, 3]
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "multi",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
     def testKautz(self):
         g = Graph.Kautz(2, 2)
         deg_in = g.degree(mode="in")

From d4c8fe003bd03f1a2e0846b5204c1aa9de977607 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 4 Feb 2024 10:40:50 +0100
Subject: [PATCH 247/681] fix: make sure that degrees2 is not optional in
 Graph.Realize_Bipartite_Degree_Sequence

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5fe21c4c1..4315a6df0 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2992,7 +2992,7 @@ PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *typ
   igraph_t g;
 
   static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
     return NULL;
 

From b5a4a44d8d596fddfb8dc32a65a619703fe28d00 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:13:46 +0100
Subject: [PATCH 248/681] chore: update C core to 0.10.10

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 51dfb1403..2de2c37e3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294
+Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6

From beefef0ae0a2e2ab776509dd3e20b1198fd1fd31 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:18:49 +0100
Subject: [PATCH 249/681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cf3fe6078..03ca918b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,16 +1,22 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.4]
 
 ### Added
 
 - Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
 
+- Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
+  a bidegree sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
   has a vector value.
 
+- `Graph.Adjacency()` now accepts `Matrix` instances and other sequences as an
+  input, it is not limited to lists-of-lists-of-ints any more.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
@@ -615,7 +621,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0

From a95e22fb6c07ca85fc2c54e2dcfd8c4222311b69 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:31 +0100
Subject: [PATCH 250/681] doc: clarify specification of same color for all
 vertices when plotting

---
 doc/source/sg_execution_times.rst | 109 ++++++++++++++++++++++++++++++
 doc/source/tutorial.es.rst        |   2 +-
 doc/source/tutorial.rst           |  23 ++++++-
 3 files changed, 130 insertions(+), 4 deletions(-)
 create mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
new file mode 100644
index 000000000..a63741754
--- /dev/null
+++ b/doc/source/sg_execution_times.rst
@@ -0,0 +1,109 @@
+
+:orphan:
+
+.. _sphx_glr_sg_execution_times:
+
+
+Computation times
+=================
+**00:10.013** total execution time for 25 files **from all galleries**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
+     - 00:02.970
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
+     - 00:01.287
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:00.759
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
+     - 00:00.735
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:00.711
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:00.504
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
+     - 00:00.416
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
+     - 00:00.313
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:00.216
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
+     - 00:00.201
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.194
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
+     - 00:00.176
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:00.169
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:00.161
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:00.153
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.142
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
+     - 00:00.137
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
+     - 00:00.079
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
+     - 00:00.073
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.067
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.052
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
+     - 00:00.052
+     - 0.0
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 5d2f59f05..b5758c413 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -701,7 +701,7 @@ Especificación de colores en los gráficos
 
 ***Nombres de colores X11***
 
-Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que ``"DarkBLue"`` puede escribirse también como ``"darkblue"``.
 
 ***Especificación del color en la sintaxis CSS***
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index e25523c66..ea2ce0e14 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -895,9 +895,9 @@ color (e.g., edge, vertex or label colors in the respective attributes):
 X11 color names
     See the `list of X11 color names <https://en.wikipedia.org/wiki/X11_color_names>`_
     in Wikipedia for the complete list. Alternatively you can see the
-    keys of the igraph.drawing.colors.known_colors dictionary. Color
-    names are case insensitive in igraph so "DarkBlue" can be written as
-    "darkblue" as well.
+    keys of the ``igraph.drawing.colors.known_colors`` dictionary. Color
+    names are case insensitive in igraph so ``"DarkBlue"`` can be written as
+    ``"darkblue"`` as well.
 
 Color specification in CSS syntax
     This is a string according to one of the following formats (where *R*, *G* and
@@ -913,6 +913,23 @@ Color specification in CSS syntax
 Lists or tuples of RGB values in the range 0-1
     Example: ``(1.0, 0.5, 0)`` or ``[1.0, 0.5, 0]``.
 
+Note that when specifying the same color for all vertices or edges, you can use
+a string as-is but not the tuple or list syntax as tuples or lists would be
+interpreted as if the *items* in the tuple are for individual vertices or
+edges. So, this would work::
+
+  >>> ig.plot(g, vertex_color="green")
+
+But this would not, as it would treat the items in the tuple as palette indices
+for the first, second and third vertoces::
+
+  >>> ig.plot(g, vertex_color=(1, 0, 0))
+
+In this latter case, you need to expand the color specification for each vertex
+explicitly::
+
+  >>> ig.plot(g, vertex_color=[(1, 0, 0)] * g.vcount())
+
 
 Saving plots
 ^^^^^^^^^^^^

From e594422e4e176c69f8baa95289f68604b2aaf325 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:43 +0100
Subject: [PATCH 251/681] chore: bumped version to 0.11.4

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index a75324513..4c4a3bf3a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 3)
+__version_info__ = (0, 11, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ded833320895b9a1e0d95c8c131a3eabb88735b9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:46:41 +0100
Subject: [PATCH 252/681] feat: add prefixattr=... argument to
 Graph.write_graphml(), fixes #759

---
 src/_igraph/graphobject.c | 17 +++++++++++------
 tests/test_foreign.py     |  1 +
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4315a6df0..488a55740 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9728,18 +9728,19 @@ PyObject *igraphmodule_Graph_write_pajek(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_write_graphml(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  PyObject *fname = NULL;
-  static char *kwlist[] = { "f", NULL };
+  PyObject *fname = NULL, *prefixattr_o = Py_True;
+  static char *kwlist[] = { "f", "prefixattr", NULL };
   igraphmodule_filehandle_t fobj;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &fname))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &fname, &prefixattr_o))
     return NULL;
 
   if (igraphmodule_filehandle_init(&fobj, fname, "w"))
     return NULL;
 
-  if (igraph_write_graph_graphml(&self->g, igraphmodule_filehandle_get(&fobj),
-                 /*prefixattr=*/ 1)) {
+  if (igraph_write_graph_graphml(
+    &self->g, igraphmodule_filehandle_get(&fobj), PyObject_IsTrue(prefixattr_o)
+  )) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -16930,9 +16931,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_edgelist */
   {"write_graphml", (PyCFunction) igraphmodule_Graph_write_graphml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_graphml(f)\n--\n\n"
+   "write_graphml(f, prefixattr=True)\n--\n\n"
    "Writes the graph to a GraphML file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
+   "@param prefixattr: whether attribute names in the written file should be\n"
+   "  prefixed with C{g_}, C{v_} and C{e_} for graph, vertex and edge\n"
+   "  attributes, respectively. This might be needed to ensure the uniqueness\n"
+   "  of attribute identifiers in the written GraphML file.\n"
   },
   /* interface to igraph_write_graph_leda */
   {"write_leda", (PyCFunction) igraphmodule_Graph_write_leda,
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69657062e..72047dc1a 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -360,6 +360,7 @@ def testGraphML(self):
             self.assertTrue("name" in g.vertex_attributes())
 
             g.write_graphml(tmpfname)
+            g.write_graphml(tmpfname, prefixattr=False)
 
     def testGraphMLz(self):
         with temporary_file(

From bafd4a651cc08997965adbc201fce9a0a856de9d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:47:44 +0100
Subject: [PATCH 253/681] chore: updated changelog

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 03ca918b0..32d6c5702 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added a `prefixattr=...` keyword argument to `Graph.write_graphml()` that
+  allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
+  written by igraph.
+
 ## [0.11.4]
 
 ### Added

From 03f9faa15eaa223d8f6f5525e4fb59b0aed5f8a5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:52:59 +0100
Subject: [PATCH 254/681] refactor: Graph.are_connected() was renamed to
 Graph.are_adjacent()

---
 CHANGELOG.md              |  6 ++++++
 doc/source/analysis.rst   |  2 +-
 src/_igraph/graphobject.c | 14 +++++++-------
 src/igraph/__init__.py    |  8 ++++++++
 tests/test_attributes.py  |  2 +-
 tests/test_structural.py  |  2 +-
 6 files changed, 24 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 32d6c5702..891995ccd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,12 @@
   allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
   written by igraph.
 
+### Changed
+
+- `Graph.are_connected()` has now been renamed to `Graph.are_adjacent()`,
+  following up a similar change in the C core. The old name of the function
+  is deprecated but will be kept around until at least 0.12.0.
+
 ## [0.11.4]
 
 ### Added
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 943f719cc..bb911efad 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -63,7 +63,7 @@ To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :att
     >>> v1, v2 = e.source, e.target
 
 Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
-:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
+:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_adjacent`.
 
 To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
 :meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones of course::
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 488a55740..c79b4b479 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1445,10 +1445,10 @@ PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyOb
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
- * \sa igraph_are_connected
+ * \sa igraph_are_adjacent
  */
-PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
+                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
@@ -1464,7 +1464,7 @@ PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(v2, &idx2, &self->g))
     return NULL;
 
-  if (igraph_are_connected(&self->g, idx1, idx2, &res))
+  if (igraph_are_adjacent(&self->g, idx1, idx2, &res))
     return igraphmodule_handle_igraph_error();
 
   if (res)
@@ -14554,10 +14554,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // STRUCTURAL PROPERTIES OF GRAPHS //
   /////////////////////////////////////
 
-  // interface to igraph_are_connected
-  {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
+  // interface to igraph_are_adjacent
+  {"are_adjacent", (PyCFunction) igraphmodule_Graph_are_adjacent,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2)\n--\n\n"
+   "are_adjacent(v1, v2)\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c0997aa8c..7f0e328b7 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -948,6 +948,14 @@ def Incidence(cls, *args, **kwds):
         deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
         return cls.Biadjacency(*args, **kwds)
 
+    def are_connected(self, *args, **kwds):
+        """Deprecated alias to L{Graph.are_adjacent()}."""
+        deprecated(
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
+            "instead"
+        )
+        return self.are_adjacent(*args, **kwds)
+
     def get_incidence(self, *args, **kwds):
         """Deprecated alias to L{Graph.get_biadjacency()}."""
         deprecated(
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4b6683d32..1299cada9 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -112,7 +112,7 @@ def testVertexNameIndexingBug196(self):
         g.add_vertices([a, b])
         g.add_edges([(a, b)])
         self.assertEqual(g.ecount(), 1)
-        self.assertTrue(g.are_connected(a, b))
+        self.assertTrue(g.are_adjacent(a, b))
 
     def testInvalidAttributeNames(self):
         g = Graph.Famous("bull")
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5ad20648c..bfda0f2e5 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -994,7 +994,7 @@ def testGetAllSimplePaths(self):
             self.assertEqual(15, path[-1])
             curr = path[0]
             for next in path[1:]:
-                self.assertTrue(g.are_connected(curr, next))
+                self.assertTrue(g.are_adjacent(curr, next))
                 curr = next
 
     def testPathLengthHist(self):

From 055e836ba26569d59227ee3482da79707e94630c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Feb 2024 10:33:38 +0000
Subject: [PATCH 255/681] doc: clarify that we use natural logarithms for
 entropies

---
 src/igraph/clustering.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b45e6d9ce..b1fca9ab4 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,9 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    For measures involving entropies (e.g., the variation of information metric),
+    igraph uses natural logarithms.
+
     B{References}
 
       - Meila M: Comparing clusterings by the variation of information. In:

From 1741af467f3beb286c1d833046dac699e6855697 Mon Sep 17 00:00:00 2001
From: David R Connell <davidconnell12@gmail.com>
Date: Wed, 6 Mar 2024 17:03:01 -0600
Subject: [PATCH 256/681] Update from deprecated PyCObject to PyCapsule

---
 src/_igraph/igraphmodule_api.h | 21 ++-------------------
 1 file changed, 2 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index f7eeb932b..8ab364b50 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -56,25 +56,8 @@ extern "C" {
 
   /* Return -1 and set exception on error, 0 on success */
   static int import_igraph(void) {
-    PyObject *c_api_object;
-    PyObject *module;
-
-    module = PyImport_ImportModule("igraph._igraph");
-    if (module == 0)
-      return -1;
-
-    c_api_object = PyObject_GetAttrString(module, "_C_API");
-    if (c_api_object == 0) {
-      Py_DECREF(module);
-      return -1;
-    }
-
-    if (PyCObject_Check(c_api_object))
-      PyIGraph_API = (void**)PyCObject_AsVoidPtr(c_api_object);
-
-    Py_DECREF(c_api_object);
-    Py_DECREF(module);
-    return 0;
+    PyIGraph_API = (void **)PyCapsule_Import("igraph._igraph._C_API", 0);
+    return (PyIGraph_API != NULL) ? 0 : -1;
   }
 
 #endif

From 1920c4e590bc186e5b51a2f57a3ffe826c40bbdb Mon Sep 17 00:00:00 2001
From: jpowell11 <deyoda365@gmail.com>
Date: Wed, 13 Mar 2024 18:30:18 -0500
Subject: [PATCH 257/681] Added clarification to the get_shortest_path()
 documentation

---
 src/_igraph/graphobject.c | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c79b4b479..b10be661f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,6 +15122,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"
@@ -15139,7 +15140,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  algorithm automatically based on whether the graph has negative weights\n"
    "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
    "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
-   "@return: see the documentation of the C{output} parameter.\n"},
+   "@return: see the documentation of the C{output} parameter.\n"
+   "@see: L{get_shortest_paths()}\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,

From b556e98fe983b5f4a4dd4c86b07ea7d0b73030ca Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:03:48 +0100
Subject: [PATCH 258/681] doc: word wrapping in improved get_shortest_path()
 docs for the console

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b10be661f..44b617cf4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,7 +15122,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
-   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
+   "This function only returns a single shortest path. Consider using L{get_shortest_paths()}\n"
+   "to find all shortest paths between a source and one or more target vertices.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"

From 17eec0abb7a6b143a73b9641b69b92910e999eff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:24:53 +0100
Subject: [PATCH 259/681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 78c931202..f8a0ea85d 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -531,6 +531,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "JDPowell648",
+      "name": "JDPowell648",
+      "avatar_url": "https://avatars.githubusercontent.com/u/41934552?v=4",
+      "profile": "https://github.com/JDPowell648",
+      "contributions": [
+        "doc"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 37b369f5d..5535a66ac 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -81,6 +81,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   <tr>
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
   </tr>
 </table>
 

From 6ad42fb0dda864cbc122ff307290fe59f4e0b8d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Mar 2024 14:03:13 +0000
Subject: [PATCH 260/681] build(deps): bump pypa/cibuildwheel from 2.16.5 to
 2.17.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.5 to 2.17.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.5...v2.17.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e9b7f0666..f047f808a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 82c162e7da9bbf18a53a0122992cf0afff883e10 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Rodrigo=20Monteiro=20de=20Moraes=20de=20Arruda=20Falc?=
 =?UTF-8?q?=C3=A3o?= <rmmaf98@gmail.com>
Date: Wed, 20 Mar 2024 19:52:00 -0300
Subject: [PATCH 261/681] Bug fix in libraries.py

The 'pop' function in line 58 is called wrongly, resulting in:

TypeError: 'builtin_function_or_method' object is not subscriptable
---
 src/igraph/io/libraries.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 52e47b8af..f35cc9545 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -55,7 +55,7 @@ def _export_graph_to_networkx(
         eattr["_igraph_index"] = i
 
         if multigraph and "_nx_multiedge_key" in eattr:
-            eattr["key"] = eattr.pop["_nx_multiedge_key"]
+            eattr["key"] = eattr.pop("_nx_multiedge_key")
 
         if vertex_attr_hashable in graph.vertex_attributes():
             hashable_source = graph.vs[vertex_attr_hashable][edge.source]

From 19b5a45d0e987397256efa48fd447cec5e7315c9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 21 Mar 2024 08:35:29 +0100
Subject: [PATCH 262/681] chore: updated contributors list

---
 .all-contributorsrc | 45 +++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTORS.md     |  7 +++++++
 2 files changed, 52 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f8a0ea85d..6daaa80b3 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -540,6 +540,51 @@
       "contributions": [
         "doc"
       ]
+    },
+    {
+      "login": "Adriankhl",
+      "name": "k.h.lai",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16377650?v=4",
+      "profile": "https://github.com/Adriankhl",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "gruebel",
+      "name": "Anton Grübel",
+      "avatar_url": "https://avatars.githubusercontent.com/u/33207684?v=4",
+      "profile": "https://github.com/gruebel",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "flange-ipb",
+      "name": "flange-ipb",
+      "avatar_url": "https://avatars.githubusercontent.com/u/34936695?v=4",
+      "profile": "https://github.com/flange-ipb",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "pmp-p",
+      "name": "Paul m. p. Peny",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16009100?v=4",
+      "profile": "https://discuss.afpy.org/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "DavidRConnell",
+      "name": "David R. Connell",
+      "avatar_url": "https://avatars.githubusercontent.com/u/35470740?v=4",
+      "profile": "https://davidrconnell.github.io/",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5535a66ac..dc02942b4 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -82,6 +82,13 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
   </tr>
 </table>
 

From dbedbcd9169a27e73cc485aaa8286050bfce6277 Mon Sep 17 00:00:00 2001
From: Kreijstal <rainb@tfwno.gf>
Date: Sat, 20 Apr 2024 11:08:18 +0200
Subject: [PATCH 263/681] Linking with existing igraph on msys2

I've been thinking for a while if the msys2/mingw distribution should provide a package for python-igraph itself, but these are instructions to build from source, so it should suffice
---
 README.md | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a94f33f5a..afa7e83e0 100644
--- a/README.md
+++ b/README.md
@@ -77,6 +77,8 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
+Note: You need the following packages:
+`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 
@@ -158,8 +160,16 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
-Due to the lack of support of `pkg-config` on Windows, it is currently not
-possible to build against an external library on Windows.
+Due to the lack of support of `pkg-config` on MSVC, it is currently not
+possible to build against an external library on MSVC.
+
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+[mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
+simply type: 
+```
+IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
+```
+to build.
 
 **Warning:** the Python interface is guaranteed to work only with the same
 version of the C core that is vendored inside the `vendor/source/igraph`

From bb8ca883c5c4b40da160cbcd0347a43ad0921239 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sat, 20 Apr 2024 14:35:01 +0200
Subject: [PATCH 264/681] doc: update README.md styling

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index afa7e83e0..45a127ca4 100644
--- a/README.md
+++ b/README.md
@@ -77,8 +77,10 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
-Note: You need the following packages:
-`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
+
+> [!TIP]
+> You need the following packages:
+> `$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 

From eb2e7e02ba92ff6940e82ac7a387829539dc297f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 23 Apr 2024 15:40:11 +0000
Subject: [PATCH 265/681] doc: clarify Weighted_Adjacency docs

---
 src/igraph/io/adjacency.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index ff83df5a6..7f09ed167 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -78,6 +78,8 @@ def _construct_graph_from_weighted_adjacency(
 ):
     """Generates a graph from its weighted adjacency matrix.
 
+    Only edges with a non-zero weight are created.
+
     @param matrix: the adjacency matrix. Possible types are:
       - a list of lists
       - a numpy 2D array or matrix (will be converted to list of lists)
@@ -85,12 +87,12 @@ def _construct_graph_from_weighted_adjacency(
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
       - C{"directed"} - the graph will be directed and a matrix element
-        specifies the number of edges between two vertices.
+        specifies the weight of the corresponding edge.
       - C{"undirected"} - the graph will be undirected and a matrix element
-        specifies the number of edges between two vertices. The matrix must
+        specifies the weight of the corresponding edge. The matrix must
         be symmetric.
-      - C{"max"}   - undirected graph will be created and the number of
-        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"max"}   - undirected graph will be created and the weight of the
+        edge between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
       - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
       - C{"upper"} - undirected graph with the upper right triangle of

From 973d96153bd562ca6df497c124a024ef8a241086 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 08:54:35 +0000
Subject: [PATCH 266/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2de2c37e3..8b2d1c666 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6
+Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86

From c9c236fd7bb0670004a034463b766b4fd58840a5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 09:15:29 +0000
Subject: [PATCH 267/681] chore: update C core (and pick up attempted fix for
 linking error)

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8b2d1c666..45cb86394 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86
+Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9

From 1ffb0737f3267e5c9212330d383335849e0f3533 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:22 +0200
Subject: [PATCH 268/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 45cb86394..9e7717014 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9
+Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0

From 76a98b84acd9f2350810047b6b1e4e5a5de343b1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:38 +0200
Subject: [PATCH 269/681] chore: updated pre-commit hooks

---
 .pre-commit-config.yaml | 13 +++----------
 pyproject.toml          |  5 ++---
 2 files changed, 5 insertions(+), 13 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 516ea19ca..2b88275d5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,21 +1,14 @@
 fail_fast: true
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.0.1
+    rev: v4.6.0
     hooks:
-      - id: check-ast
       - id: end-of-file-fixer
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.275
+    rev: v0.3.5
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
-
-  - repo: https://github.com/psf/black
-    rev: 22.3.0
-    hooks:
-      - id: black
-        exclude: ^doc/examples_sphinx-gallery/
-        language_version: python3
+      - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index 0d5932b7b..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,6 +3,5 @@ requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]
-ignore = ["B905", "C901", "E402", "E501"]
-line-length = 80
-select = ["B", "C", "E", "F", "W"]
+lint.ignore = ["B905", "C901", "E402", "E501"]
+lint.select = ["B", "C", "E", "F", "W"]

From 8e7179ce3f0f2e6b1da7dcf68c54145b03e34fdb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:23:47 +0200
Subject: [PATCH 270/681] chore: bumped version to 0.11.5

---
 CHANGELOG.md          | 7 +++++--
 src/igraph/version.py | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 891995ccd..f787db23f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.5] - 2024-05-07
 
 ### Added
 
@@ -14,6 +14,8 @@
   following up a similar change in the C core. The old name of the function
   is deprecated but will be kept around until at least 0.12.0.
 
+- The C core of igraph was updated to version 0.10.12.
+
 ## [0.11.4]
 
 ### Added
@@ -635,7 +637,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 4c4a3bf3a..92c6ba6fb 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 4)
+__version_info__ = (0, 11, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From df91f3c729ac47b68d2d5f567ca92bb23fd32276 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:33:00 +0200
Subject: [PATCH 271/681] chore: updated changelog based on Github suggestions

---
 CHANGELOG.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f787db23f..b1d41e3d0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,21 @@
 
 - The C core of igraph was updated to version 0.10.12.
 
+- Deprecated `PyCObject` API calls in the C code were replaced by calls to
+  `PyCapsule`, thanks to @DavidRConnell in
+  https://github.com/igraph/python-igraph/pull/763
+
+- `get_shortest_path()` documentation was clarified by @JDPowell648 in
+  https://github.com/igraph/python-igraph/pull/764
+
+- It is now possible to link to an existing igraph C core on MSYS2, thanks to
+  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+
+### Fixed
+
+- Bugfix in the NetworkX graph conversion code by @rmmaf in
+  https://github.com/igraph/python-igraph/pull/767
+
 ## [0.11.4]
 
 ### Added

From a73ea5c944a692f74f78805251f7b80e472f367a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:36:36 +0200
Subject: [PATCH 272/681] chore: updated pre-commit hooks and contributors list

---
 .all-contributorsrc                    | 18 ++++++++++++++++++
 .pre-commit-config.yaml                |  1 +
 CONTRIBUTORS.md                        |  2 ++
 README.md                              |  4 ++--
 src/_igraph/graphobject.c              |  2 +-
 src/igraph/datatypes.py                |  2 +-
 tests/drawing/matplotlib/test_graph.py |  2 +-
 7 files changed, 26 insertions(+), 5 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 6daaa80b3..68c701f9e 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -585,6 +585,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "rmmaf",
+      "name": "Rodrigo Monteiro de Moraes de Arruda Falcão",
+      "avatar_url": "https://avatars.githubusercontent.com/u/23747884?v=4",
+      "profile": "https://www.linkedin.com/in/rmmaf/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Kreijstal",
+      "name": "Kreijstal",
+      "avatar_url": "https://avatars.githubusercontent.com/u/2415206?v=4",
+      "profile": "https://github.com/Kreijstal",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2b88275d5..e67e6d125 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,6 +4,7 @@ repos:
     rev: v4.6.0
     hooks:
       - id: end-of-file-fixer
+        exclude: ^tests/drawing/plotly/baseline_images
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index dc02942b4..f0945fc51 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,6 +89,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   </tr>
   <tr>
     <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
   </tr>
 </table>
 
diff --git a/README.md b/README.md
index 45a127ca4..6fb686d27 100644
--- a/README.md
+++ b/README.md
@@ -165,9 +165,9 @@ from Homebrew.
 Due to the lack of support of `pkg-config` on MSVC, it is currently not
 possible to build against an external library on MSVC.
 
-In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have
 [mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
-simply type: 
+simply type:
 ```
 IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
 ```
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 44b617cf4..9045148c3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2320,7 +2320,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
                     "Error while converting type distribution vector");
     return NULL;
   }
- 
+
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     igraph_vector_destroy(&td);
     return NULL;
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a2446802d..b16e89cfe 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,7 +184,7 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
-    
+
     def __len__(self):
         """Returns the number of rows in the matrix."""
         return len(self._data)
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 4a83cda5a..a044d323e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -156,7 +156,7 @@ def test_graph_with_curved_edges(self):
         ax.set_aspect(1.0)
 
     @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
-    def test_graph_with_curved_edges(self):
+    def test_graph_with_curved_edges_undirected(self):
         plt.close("all")
         g = Graph.Ring(24, directed=False)
         g.add_edges([(0, 1), (1, 2)])

From 48c3de7acf18ddfee6e17faa8a96b293781c2d17 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:28:35 +0000
Subject: [PATCH 273/681] refactor: better error messages for non-existent
 attributes

---
 src/_igraph/attributes.c | 44 +++++++++++++++++++++++++---------------
 1 file changed, 28 insertions(+), 16 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7079fa19f..d91eb84b5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1683,12 +1683,13 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   int is_numeric, is_string, is_boolean;
   Py_ssize_t i, j;
   PyObject *o, *dict;
+  const char *attr_type_name;
 
   switch (elemtype) {
-  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  break;
-  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; break;
-  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   break;
-  default: IGRAPH_ERROR("No such attribute type", IGRAPH_EINVAL); break;
+  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  attr_type_name = "graph";  break;
+  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; attr_type_name = "vertex"; break;
+  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   attr_type_name = "edge";   break;
+  default: IGRAPH_ERROR("No such attribute type.", IGRAPH_EINVAL); break;
   }
 
   /* Get the attribute dict */
@@ -1697,12 +1698,12 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   /* Check whether the attribute exists */
   o = PyDict_GetItemString(dict, name);
   if (o == 0) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No %s attribute named \"%s\" exists.", IGRAPH_EINVAL, attr_type_name, name);
   }
 
   /* Basic type check */
   if (attrnum != ATTRHASH_IDX_GRAPH && !PyList_Check(o)) {
-    IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+    IGRAPH_ERROR("Attribute hash type mismatch.", IGRAPH_EINVAL);
   }
 
   j = PyList_Size(o);
@@ -1765,7 +1766,7 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
@@ -1781,7 +1782,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
@@ -1806,7 +1807,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
@@ -1853,7 +1854,9 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -1895,8 +1898,9 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list)
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -1949,7 +1953,9 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
@@ -1985,7 +1991,9 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -2025,7 +2033,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -2077,7 +2087,9 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))

From 9800444c3342a0b2e3bf89f09261e6ff8a80499c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:30:29 +0000
Subject: [PATCH 274/681] chore: update changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b1d41e3d0..93329bec9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Changed
+
+ - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+
 ## [0.11.5] - 2024-05-07
 
 ### Added

From ccb057a7aaf958da5392493d33927e089fa74ae8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:51:28 +0000
Subject: [PATCH 275/681] chore: add missing changelog entry on
 is_biconnected()

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 93329bec9..a9036a3b2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -44,6 +44,8 @@
 - Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
   a bidegree sequence.
 
+- Added `Graph.is_biconnected()` to check if a graph is biconnected.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property

From 79c4c607faadb8d420f438fb0e6e2128fd49083b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:48:49 +0000
Subject: [PATCH 276/681] feat: add is_complete()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++++++++
 src/igraph/adjacency.py   |  2 +-
 tests/test_bipartite.py   |  6 ++++++
 tests/test_generators.py  |  1 +
 5 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a9036a3b2..859944b4f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Added
+
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+
 ### Changed
 
  - Error messages issued when an attribute is not found now mention the name and type of that attribute.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9045148c3..92fc7def9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -548,6 +548,25 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject*
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether an \c igraph.Graph object is a complete graph.
+ * \return \c True if the graph is complete, \c False otherwise.
+ * \sa igraph_is_complete
+ */
+PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
+  igraph_bool_t res;
+
+  if (igraph_is_complete(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res)
+    Py_RETURN_TRUE;
+  Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13625,6 +13644,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  /* interface to igraph_is_complete */
+  {"is_complete", (PyCFunction) igraphmodule_Graph_is_complete,
+   METH_NOARGS,
+   "is_complete()\n--\n\n"
+   "Checks whether the graph is complete, i.e. whether there is at least one\n"
+   "connection between all distinct pairs of vertices. In directed graphs,\n"
+   "ordered pairs are considered.\n\n"
+   "@return: C{True} if it is complete, C{False} otherwise.\n"
+   "@rtype: boolean"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index d94b246a3..b38889c81 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -140,7 +140,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
     M{m} are the number of vertices in the two vertex classes.
 
-    @param types: an igraph vector containing the vertex types, or an
+    @param types: a vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
     @return: the bipartite adjacency matrix and two lists in a triplet. The
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 45cca2fc2..f3c5cc8c7 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -172,7 +172,9 @@ def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)
 
         g1, g2 = g.bipartite_projection()
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
@@ -183,7 +185,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection_size() == (10, 45, 5, 10))
 
         g1, g2 = g.bipartite_projection(probe1=10)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(5)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(10)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g2))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g1))
@@ -191,7 +195,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection(which=True).isomorphic(g1))
 
         g1, g2 = g.bipartite_projection(multiplicity=False)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 17205eb95..733a31c66 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -110,6 +110,7 @@ def testFull(self):
         g = Graph.Full(20, directed=True)
         el = g.get_edgelist()
         el.sort()
+        self.assertTrue(g.is_complete())
         self.assertTrue(
             g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x != y]
         )

From 2b0fdb366b754ae6038cab65b930e6161541969d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:14 +0000
Subject: [PATCH 277/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9e7717014..7bb245644 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0
+Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82

From a5caf2b3caa8bf354f26fd720669e903e1abc443 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:54 +0000
Subject: [PATCH 278/681] feat: add Chung_Lu()

---
 src/_igraph/convert.c     |  14 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 131 ++++++++++++++++++++++++++++++++++++++
 3 files changed, 146 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 82201f553..a7711860e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -514,6 +514,20 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
   TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_chung_lu_t
+ */
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
+  static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
+        {"original", IGRAPH_CHUNG_LU_ORIGINAL},
+        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"nr", IGRAPH_CHUNG_LU_NR},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(chung_lu_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_coloring_greedy_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 3b35d2459..54094684c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -65,6 +65,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
 int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
   igraph_barabasi_algorithm_t *result);
 int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o, igraph_bliss_sh_t *result);
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result);
 int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result);
 int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
                   igraph_community_comparison_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 92fc7def9..4bf150049 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2169,6 +2169,57 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a Chung-Lu random graph
+ * This is intended to be a class method in Python, so the first argument
+ * is the type object and not the Python igraph object (because we have
+ * to allocate that in this method).
+ *
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_chung_lu_game
+ */
+PyObject *igraphmodule_Graph_Chung_Lu(PyTypeObject *type, PyObject *args, PyObject *kwds)
+{
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  igraph_vector_t outw, inw;
+  igraph_chung_lu_t var = IGRAPH_CHUNG_LU_ORIGINAL;
+  igraph_bool_t has_inw = false;
+  PyObject *weight_out = NULL, *weight_in = NULL, *loops = Py_True, *variant = NULL;
+
+  static char *kwlist[] = { "out", "in_", "loops", "variant", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &weight_out, &weight_in, &loops, &variant))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_chung_lu_t(variant, &var)) return NULL;
+  if (igraphmodule_PyObject_to_vector_t(weight_out, &outw, /* need_non_negative */ true)) return NULL;
+  if (weight_in) {
+    if (igraphmodule_PyObject_to_vector_t(weight_in, &inw, /* need_non_negative */ true)) {
+      igraph_vector_destroy(&outw);
+      return NULL;
+    }
+    has_inw=true;
+  }
+
+  if (igraph_chung_lu_game(&g, &outw, has_inw ? &inw : NULL, PyObject_IsTrue(loops), var)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&outw);
+    if (has_inw)
+      igraph_vector_destroy(&inw);
+    return NULL;
+  }
+
+  igraph_vector_destroy(&outw);
+  if (has_inw)
+    igraph_vector_destroy(&inw);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a De Bruijn graph
  * \sa igraph_kautz
@@ -14439,6 +14490,86 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  this is the case, also its orientation. Must be one of\n"
    "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 
+  /* interface to igraph_chung_lu_game */
+  {"Chung_Lu", (PyCFunction) igraphmodule_Graph_Chung_Lu,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
+   "Generates a Chung-Lu random graph.\n\n"
+   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
+   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
+   "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
+   "and in-weights, M{w^\\text{in}}, with equal sums,\n"
+   "M{S = \\sum_k w^\\text{out}_k = \\sum_k w^\\text{in}_k}. The connection\n"
+   "probability between M{i} and M{j} is M{p_{ij} = w^\\text{out}_i w^\\text{in}_j / S}.\n\n"
+   "This model is commonly used to create random graphs with a fixed I{expected}\n"
+   "degree sequence. The expected degree of vertex M{i} is approximately equal\n"
+   "to the weight M{w_i}. Specifically, if the graph is directed and self-loops\n"
+   "are allowed, then the expected out- and in-degrees are precisely M{w^\\text{out}}\n"
+   "and M{w^\\text{in}}. If self-loops are disallowed, then the expected out-\n"
+   "and in-degrees are M{w^\\text{out} (S - w^\\text{in}) / S} and\n"
+   "M{w^\\text{in} (S - w^\\text{out}) / S}, respectively. If the graph is\n"
+   "undirected, then the expected degrees with and without self-loops are\n"
+   "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
+   "A limitation of the original Chung-Lu model is that when some of the\n"
+   "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
+   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
+   "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
+   "will no longer relate to the weights in the manner stated above. Thus the\n"
+   "original Chung-Lu model cannot produce certain (large) expected degrees.\n\n"
+   "The overcome this limitation, this function implements additional variants of\n"
+   "the model, with modified expressions for the connection probability M{p_{ij}}\n"
+   "between vertices M{i} and M{j}. Let M{q_{ij} = w_i w_j / S}, or\n"
+   "M{q_{ij} = w^out_i w^in_j / S} in the directed case. All model\n"
+   "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
+   "approaches zero. In the original Chung-Lu model, selectable by setting\n"
+   "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
+   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
+   "to a maximum entropy model (i.e. exponential random graph model) with\n"
+   "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
+   "setting M{exp(-\\Theta_{ij}) = w_i w_j / S}. This model is also\n"
+   "discussed by Britton, Deijfen and Martin-Löf (2006). By virtue of being\n"
+   "a degree-constrained maximum entropy model, it generates graphs having\n"
+   "the same degree sequence with the same probability.\n"
+   "A third variant can be requested with C{\"nr\"}, and uses\n"
+   "M{p_{ij} = 1 - exp(-q_{ij})}. This is the underlying simple graph\n"
+   "of a multigraph model introduced by Norros and Reittu (2006).\n"
+   "For a discussion of these three model variants, see Section 16.4 of\n"
+   "Bollobás, Janson, Riordan (2007), as well as Van Der Hofstad (2013).\n\n"
+   "B{References:}\n\n"
+   "  - Chung F and Lu L: Connected components in a random graph with given degree sequences.\n"
+   "    I{Annals of Combinatorics} 6, 125-145 (2002) U{https://doi.org/10.1007/PL00012580}\n"
+   "  - Miller JC and Hagberg A: Efficient Generation of Networks with Given Expected Degrees (2011)\n"
+   "    U{https://doi.org/10.1007/978-3-642-21286-4_10}\n"
+   "  - Park J and Newman MEJ: Statistical mechanics of networks.\n"
+   "    I{Physical Review E} 70, 066117 (2004). U{https://doi.org/10.1103/PhysRevE.70.066117}\n"
+   "  - Britton T, Deijfen M, Martin-Löf A: Generating Simple Random Graphs with Prescribed Degree Distribution.\n"
+   "    I{J Stat Phys} 124, 1377–1397 (2006). U{https://doi.org/10.1007/s10955-006-9168-x}\n"
+   "  - Norros I and Reittu H: On a conditionally Poissonian graph process.\n"
+   "    I{Advances in Applied Probability} 38, 59–75 (2006).\n"
+   "    U{https://doi.org/10.1239/aap/1143936140}\n"
+   "  - Bollobás B, Janson S, Riordan O: The phase transition in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 31, 3–122 (2007). U{https://doi.org/10.1002/rsa.20168}\n"
+   "  - Van Der Hofstad R: Critical behavior in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 42, 480–508 (2013). U{https://doi.org/10.1002/rsa.20450}\n\n"
+   "@param out: the vertex weights (or out-weights). In sparse graphs\n"
+   "    these will be approximately equal to the expected (out-)degrees.\n"
+   "@param in_: the vertex in-weights, approximately equal to the expected\n"
+   "    in-degrees of the graph. If omitted, the generated graph will be\n"
+   "    undirected.\n"
+   "@param loops: whether to allow the generation of self-loops.\n"
+   "@param variant: the model variant to be used. Let M{q_{ij}=w_i w_j / S},\n"
+   "    where M{S = \\sum_k w_k}. The following variants are available:\n"
+   "  \n"
+   "     - C{\"original\"} -- the original Chung-Lu model with\n"
+   "       M{p_{ij} = min(1, q_{ij})}.\n"
+   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
+   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
+  },
+
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,

From 768d8950b192d6fb5d441eacaa12e85b00a2fd79 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 29 May 2024 10:06:38 +0000
Subject: [PATCH 279/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7bb245644..392313cbc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82
+Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3

From 4c82c9d34062cc45bb069af8e6fc923885281225 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 2 Jun 2024 23:18:47 +0000
Subject: [PATCH 280/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 392313cbc..febc90642 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3
+Subproject commit febc90642002c6ea10a53d42d3ce005eed959477

From c87f4949fba2164d6edab6abc037dcc3cf700da6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 9 Jun 2024 20:33:31 +0000
Subject: [PATCH 281/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index febc90642..78228dc28 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit febc90642002c6ea10a53d42d3ce005eed959477
+Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd

From 417a7a3511e67add4be7fa1efcfd4ea2b267c611 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 15 Jun 2024 20:02:41 +0200
Subject: [PATCH 282/681] doc: remove section about pycairo from Christoph
 Gohlke's page as pycairo now provides wheels for Windows

---
 doc/source/install.rst | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 81bf35d5b..91fcf6f18 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -174,13 +174,6 @@ you need to install Cairo headers using your package manager (Linux) or `homebre
 
   $ pip install pycairo
 
-The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
-maintains a site containing unofficial Windows binaries for several Python extension packages,
-including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
-is simply to download it from `Christoph's site <https://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
-Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
-version of Python you are using.
-
 To check if Cairo is installed correctly on your system, run the following example::
 
   >>> import igraph as ig

From 50f468b3bb9cca83a312a2b3e34bbff915b0b249 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:12:04 +0200
Subject: [PATCH 283/681] ci: install setuptools explicitly

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f047f808a..9c6bdab2a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -91,7 +91,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From c6040a126f64737b4f3c14ea9a851127b4694ad2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:30:53 +0200
Subject: [PATCH 284/681] ci: install setuptools explicitly for macOS and
 Windows as well

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9c6bdab2a..c6d634aff 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -159,7 +159,7 @@ jobs:
         uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -258,7 +258,7 @@ jobs:
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have

From ec7ee77840103133d0577c15e2eec05dca87852e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 14:31:28 +0000
Subject: [PATCH 285/681] build(deps): bump pypa/cibuildwheel from 2.17.0 to
 2.19.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.17.0 to 2.19.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.17.0...v2.19.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6d634aff..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 96015ed928b761be6f095f680b964f2ee978aa71 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Jun 2024 09:43:34 -0400
Subject: [PATCH 286/681] chore: update C core and adapt Graph.Chung_Lu to
 changes

---
 src/_igraph/convert.c     |  2 +-
 src/_igraph/graphobject.c | 10 +++++-----
 vendor/source/igraph      |  2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a7711860e..44fe318cf 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -521,7 +521,7 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
 int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
   static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
         {"original", IGRAPH_CHUNG_LU_ORIGINAL},
-        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"maxent", IGRAPH_CHUNG_LU_MAXENT},
         {"nr", IGRAPH_CHUNG_LU_NR},
         {0,0}
     };
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4bf150049..31049e887 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14495,8 +14495,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
    "Generates a Chung-Lu random graph.\n\n"
-   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
-   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "In the original Chung-Lu model, each pair of vertices M{i} and M{j} is connected\n"
+   "with independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
    "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
    "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
    "and in-weights, M{w^\\text{in}}, with equal sums,\n"
@@ -14525,7 +14525,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
@@ -14565,8 +14565,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  \n"
    "     - C{\"original\"} -- the original Chung-Lu model with\n"
    "       M{p_{ij} = min(1, q_{ij})}.\n"
-   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
-   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"maxent\"} -- maximum entropy model with fixed expected degrees\n"
+   "       M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
    "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
   },
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 78228dc28..ad645f8f9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd
+Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4

From 47e7515995c1d5772a88c67e022f80e7912dfa9c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 13:56:09 +0000
Subject: [PATCH 287/681] chore: update C core to 0.10.13

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ad645f8f9..e1d48f89a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4
+Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557

From 0d30ebb33d11fcc81cd3803a3eaaef329a866c5e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:27:59 +0000
Subject: [PATCH 288/681] chore: typo in changelog [skip ci]

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 859944b4f..47eb6a50a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,7 +2,7 @@
 
 ### Added
 
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed
 

From f8963ede0278a3d4a45b50e02419ac7520ad96b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 18:01:45 +0000
Subject: [PATCH 289/681] chore: update changelog [skip ci]

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 47eb6a50a..f93dfadfd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed

From 951f01709bf1f5c0997255beaf68eb073ccdda7e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 18:21:15 +0200
Subject: [PATCH 290/681] fix: make sure to compile igrpah with LTO when
 available

---
 setup.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/setup.py b/setup.py
index 11d4cd967..1610a5f1d 100644
--- a/setup.py
+++ b/setup.py
@@ -283,6 +283,9 @@ def _compile_in(
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
+        # Use link-time optinization if available
+        args.append("-DIGRAPH_ENABLE_LTO=AUTO")
+
         # -fPIC is needed on Linux so we can link to a static igraph lib from a
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")

From 702902c8386f9292b33989c57212a89a2e0e13e7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:10:58 +0200
Subject: [PATCH 291/681] ci: trying to switch to uv-based build backend for
 cibuildwheel

---
 .github/workflows/build.yml | 18 ++++++++++++++++++
 pyproject.toml              |  4 ++++
 2 files changed, 22 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..6c69e2a38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,6 +29,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -63,6 +66,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -88,6 +94,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -139,6 +148,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -182,6 +194,9 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -232,6 +247,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..63ff71b8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,3 +5,7 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
+
+[tool.cibuildwheel]
+build-frontend = "build[uv]"
+

From 03d76730dab64e85184d4426911cf9e903c4a345 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:11:27 +0200
Subject: [PATCH 292/681] doc: some doc fixes done while writing the tutorial
 for NetSci'24

---
 doc/source/tutorial.rst | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index ea2ce0e14..7ba2de653 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,7 +8,7 @@
 Tutorial
 ========
 
-This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the section titled :doc:`install`.
 
 .. note::
    For the impatient reader, see the :doc:`tutorials/index` page for short, self-contained examples.
@@ -16,7 +16,7 @@ This page is a detailed tutorial of |igraph|'s Python capabilities. To get an qu
 Starting |igraph|
 =================
 
-The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, an `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
@@ -79,10 +79,9 @@ This means: **U** ndirected graph with **10** vertices and **2** edges, with the
 
 .. note::
 
-   :meth:`Graph.summary` is similar to ``print`` but does not list the edges, which is
-   convenient for large graphs with millions of edges::
+   |igraph| also has a :func:`igraph.summary()` function, which is similar to ``print()`` but it does not list the edges. This is convenient for large graphs with millions of edges::
 
-     >>> summary(g)
+     >>> ig.summary(g)
      IGRAPH U--- 10 2 --
 
 
@@ -206,7 +205,7 @@ answer can quickly be given by checking the degree distributions of the two grap
 
 Setting and retrieving attributes
 =================================
-As mentioned above, in |igraph| each vertex and each edge have a numeric id from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertex and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
+As mentioned above, vertices and edges of a graph in |igraph| have numeric IDs from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertices and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
 
 To demonstrate the use of attributes, let us create a simple social network::
 
@@ -604,6 +603,8 @@ Method name                          Short name      Algorithm description
 ``layout_circle``                    ``circle``,     Deterministic layout that places the
                                      ``circular``    vertices on a circle
 ------------------------------------ --------------- ---------------------------------------------
+``layout_davidson_harel``            ``dh``          Davidson-Harel simulated annealing algorithm
+------------------------------------ --------------- ---------------------------------------------
 ``layout_drl``                       ``drl``         The `Distributed Recursive Layout`_ algorithm
                                                      for large graphs
 ------------------------------------ --------------- ---------------------------------------------
@@ -612,6 +613,10 @@ Method name                          Short name      Algorithm description
 ``layout_fruchterman_reingold_3d``   ``fr3d``,       Fruchterman-Reingold force-directed algorithm
                                      ``fr_3d``       in three dimensions
 ------------------------------------ --------------- ---------------------------------------------
+``layout_graphopt``                  ``graphopt``    The GraphOpt algorithm for large graphs
+------------------------------------ --------------- ---------------------------------------------
+``layout_grid``                      ``grid``        Regular grid layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          Kamada-Kawai force-directed algorithm
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai_3d``           ``kk3d``,       Kamada-Kawai force-directed algorithm
@@ -621,6 +626,8 @@ Method name                          Short name      Algorithm description
                                      ``lgl``,        large graphs
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
+``layout_mds``                       ``mds``         Multidimensional scaling layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_random``                    ``random``      Places the vertices completely randomly
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Places the vertices completely randomly in 3D
@@ -630,7 +637,7 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_reingold_tilford_circular`` ``rt_circular`` Reingold-Tilford tree layout with a polar
                                                      coordinate post-transformation, useful for
-                                     ``tree``        (almost) tree-like graphs
+                                                     (almost) tree-like graphs
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_sphere``                    ``sphere``,     Deterministic layout that places the vertices
                                      ``spherical``,  evenly on the surface of a sphere
@@ -652,9 +659,9 @@ are passed intact to the chosen layout method. For instance, the following two c
 completely equivalent::
 
   >>> layout = g.layout_reingold_tilford(root=[2])
-  >>> layout = g.layout("rt", [2])
+  >>> layout = g.layout("rt", root=[2])
 
-Layout methods return a :class:`~layout.Layout` object which behaves mostly like a list of lists.
+Layout methods return a :class:`~layout.Layout` object, which behaves mostly like a list of lists.
 Each list entry in a :class:`~layout.Layout` object corresponds to a vertex in the original graph
 and contains the vertex coordinates in the 2D or 3D space. :class:`~layout.Layout` objects also
 contain some useful methods to translate, scale or rotate the coordinates in a batch.

From 00e6b4817cfcf768b62af520413c0220685d7426 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:14:49 +0200
Subject: [PATCH 293/681] Revert "ci: trying to switch to uv-based build
 backend for cibuildwheel"

This reverts commit 702902c8386f9292b33989c57212a89a2e0e13e7.
---
 .github/workflows/build.yml | 18 ------------------
 pyproject.toml              |  4 ----
 2 files changed, 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6c69e2a38..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,9 +29,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -66,9 +63,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -94,9 +88,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -148,9 +139,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -194,9 +182,6 @@ jobs:
         with:
           python-version: '3.11.2'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -247,9 +232,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 63ff71b8c..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,3 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
-
-[tool.cibuildwheel]
-build-frontend = "build[uv]"
-

From d10071c4f678a269da77b571b59dd11e32c51646 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:20:05 +0200
Subject: [PATCH 294/681] ci: trying to fix CentOS 7 deprecation

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 7 +++++++
 2 files changed, 9 insertions(+), 2 deletions(-)
 create mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..22056bec2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
new file mode 100755
index 000000000..bbc30fb5f
--- /dev/null
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
+# is gone.
+
+sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
+sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+

From 284ffd770191b8cb09fd74d21f021265b861fa07 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:42:07 +0000
Subject: [PATCH 295/681] feat: mean_degree()

---
 src/_igraph/graphobject.c | 31 +++++++++++++++++++++++++++++++
 tests/test_structural.py  |  7 +++++++
 2 files changed, 38 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31049e887..f97c2a2f5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -962,6 +962,29 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the mean degree
+ * \return the mean degree
+ * \sa igraph_mean_degree
+ */
+PyObject *igraphmodule_Graph_mean_degree(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  char *kwlist[] = { "loops", NULL };
+  igraph_real_t res;
+  PyObject *loops = Py_True;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+    return NULL;
+
+  if (igraph_mean_degree(&self->g, &res, PyObject_IsTrue(loops))) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
+}
+
 /** \ingroup python_interface_graph
  * \brief The maximum degree of some vertices in an \c igraph.Graph
  * \return the maxium degree as a Python object
@@ -15075,6 +15098,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  assumes that there can't be any loops.\n"
    "@return: the density of the graph."},
 
+  /* interface to igraph_mean_degree */
+  {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
+   METH_VARARGS | METH_KEYWORDS,
+   "mean_degree(loops=True)\n--\n\n"
+   "Calculates the mean degree of the graph.\n\n"
+   "@param loops: whether to consider self-loops during the calculation\n"
+   "@return: the mean degree of the graph."},
+
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index bfda0f2e5..b9d90a7dd 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -24,6 +24,13 @@ def testDensity(self):
         self.assertAlmostEqual(7 / 16, self.gdir.density(True), places=5)
         self.assertAlmostEqual(1 / 7, self.tree.density(), places=5)
 
+    def testMeanDegree(self):
+        self.assertEqual(9.0, self.gfull.mean_degree())
+        self.assertEqual(0.0, self.gempty.mean_degree())
+        self.assertEqual(2.5, self.g.mean_degree())
+        self.assertEqual(7 / 4, self.gdir.mean_degree())
+        self.assertAlmostEqual(13 / 7, self.tree.mean_degree(), places=5)
+
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
         self.assertTrue(self.gempty.diameter(unconn=False) == inf)

From a39b12291b5b87bb7f37ae66a9b829541f5ecc29 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:29:11 +0000
Subject: [PATCH 296/681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f93dfadfd..ddf5a8326 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed
 

From 94bc39d0b169fa32ffc94183c7d8fedc693ff8ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:31:59 +0000
Subject: [PATCH 297/681] feat: Graph.Hypercube()

---
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  |  5 +++++
 2 files changed, 52 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..64350872e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2758,6 +2758,41 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates hypercube graph
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hypercube
+ */
+PyObject *igraphmodule_Graph_Hypercube(PyTypeObject * type,
+                                       PyObject * args, PyObject * kwds)
+{
+  Py_ssize_t n;
+  igraph_bool_t directed;
+  PyObject *o_directed = Py_False;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "n", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|O", kwlist, &n, &o_directed)) {
+    return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  directed = PyObject_IsTrue(o_directed);
+
+  if (igraph_hypercube(&g, n, directed)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
@@ -14200,6 +14235,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
+  /* interface to igraph_hypercube */
+  {"Hypercube", (PyCFunction) igraphmodule_Graph_Hypercube,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hypercube(n, directed=False)\n--\n\n"
+   "Generates an n-dimensional hypercube graph.\n\n"
+   "The hypercube graph M{Q_n} has M{2^n} vertices and M{2^{n-1} n} edges.\n"
+   "Two vertices are connected when the binary representations of their vertex\n"
+   "IDs differ in precisely one bit.\n"
+   "@param n: the dimension of the hypercube graph\n"
+   "@param directed: whether to create a directed graph; edges will point\n"
+   "    from lower index vertices towards higher index ones."},
+
   /* interface to igraph_biadjacency */
   {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 733a31c66..30cc58d23 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -161,6 +161,11 @@ def testHexagonalLattice(self):
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
+    def testHypercube(self):
+        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        g = Graph.Hypercube(3)
+        self.assertEqual(g.get_edgelist(), el)
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")

From 5bb38e0b4d64d126d0aaa596e828a49496260ab0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:32:27 +0000
Subject: [PATCH 298/681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ddf5a8326..4f50ecdd9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.

From 67b44e476ff26a3917117d694c29d9909813d389 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 3 Jul 2024 09:28:29 +0000
Subject: [PATCH 299/681] refactor: rewire() now does 10 times the number of
 edges trials by default

---
 src/_igraph/graphobject.c | 24 +++++++++++++++---------
 1 file changed, 15 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..7def34ffb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6432,14 +6432,19 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "n", "mode", NULL };
-  Py_ssize_t n = 1000;
-  PyObject *mode_o = Py_None;
+  PyObject *n_o = Py_None, *mode_o = Py_None;
+  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &n, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
     return NULL;
+  }
 
-  CHECK_SSIZE_T_RANGE(n, "number of rewiring attempts");
+  if (n_o != Py_None) {
+    if (igraphmodule_PyObject_to_integer_t(n_o, &n)) {
+      return NULL;
+    }
+  }
 
   if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
     return NULL;
@@ -15810,12 +15815,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=1000, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, mode=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "Please note that the rewiring is done \"in-place\", so the original\n"
-   "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
-   "@param n: the number of rewiring trials.\n"
+   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
+   "If you want to preserve the original graph, use the L{copy} method before\n"
+   "rewiring.\n\n"
+   "@param n: the number of rewiring trials. The default is 10 times the number\n"
+   "  of edges.\n"
    "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},

From d4fc4d28f8fa3bdcf5294a9789fd92ef4b226596 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:55:30 +0000
Subject: [PATCH 300/681] feat: is_clique() and is_independent_vertex_set()

---
 src/_igraph/graphobject.c | 87 +++++++++++++++++++++++++++++++++++++++
 tests/test_cliques.py     |  4 ++
 2 files changed, 91 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0f921120..e33131b25 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -567,6 +567,77 @@ PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObjec
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether a given vertex set forms a clique
+ */
+PyObject *igraphmodule_Graph_is_clique(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  PyObject *directed = Py_False;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &list, &directed)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_clique(&self->g, vs, PyObject_IsTrue(directed), &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
+/** \ingroup python_interface_graph
+ * \brief Checks whether a the given vertices form an independent set
+ */
+PyObject *igraphmodule_Graph_is_independent_vertex_set(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_independent_vertex_set(&self->g, vs, &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13768,6 +13839,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is complete, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  {"is_clique", (PyCFunction) igraphmodule_Graph_is_clique,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_clique(vertices=None, directed=False)\n--\n\n"
+   "Decides whether a set of vertices is a clique, i.e. a fully connected subgraph.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@param directed: whether to require mutual connections between vertex pairs\n"
+   "    in directed graphs.\n"
+   "@return: C{True} is the given vertex set is a clique, C{False} if not.\n"},
+
+  {"is_independent_vertex_set", (PyCFunction) igraphmodule_Graph_is_independent_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_independent_vertex_set(vertices=None)\n--\n\n"
+   "Decides whether no two vertices within a set are adjacent.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@return: C{True} is the given vertices form an independent set, C{False} if not.\n"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3d63dd363..3c1c215e9 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -66,12 +66,14 @@ def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.largest_cliques())))
 
     def testMaximalCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques())),
             [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.maximal_cliques())))
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques(min=4))),
             [[1, 2, 3, 4], [1, 2, 4, 5]],
@@ -136,6 +138,7 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
+        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -152,6 +155,7 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
+        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)

From f4687d8e618ade29668c8459bd78056c10479cd8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:56:32 +0000
Subject: [PATCH 301/681] chore: update changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4f50ecdd9..fc8c5dab8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,8 @@
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed

From b8123e6ebb95e8080acfd312b73805e2648e3e9d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:42 +0200
Subject: [PATCH 302/681] chore: updated changelog

---
 CHANGELOG.md | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc8c5dab8..e1cba8656 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,34 @@
 # igraph Python interface changelog
 
+## [0.11.6] - 2024-07-08
+
 ### Added
 
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+   several related models.
+
+ - Added `Graph.is_complete()` to test if there is a connection between all
+   distinct pairs of vertices.
+
  - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
- - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
+
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+   independent set.
+
+ - Added `Graph.mean_degree()` for a convenient way to compute the average
+   degree of a graph.
 
 ### Changed
 
- - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+ - The C core of igraph was updated to version 0.10.13.
+
+ - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+   edges by default.
+
+ - Error messages issued when an attribute is not found now mention the name
+   and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
 
@@ -667,7 +684,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3

From 333b393fae603985c6087fe26999a87035fdaa83 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:58 +0200
Subject: [PATCH 303/681] fix: fix EOL in fixup_centos_7_in_ci.sh

---
 scripts/fixup_centos_7_in_ci.sh | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index bbc30fb5f..17a9f74e6 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,4 +4,3 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-

From fa3bde632b646c6a257ebb1d390a196302256e50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:52:34 +0200
Subject: [PATCH 304/681] chore: bumped version to 0.11.6

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 92c6ba6fb..dfef0870c 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 5)
+__version_info__ = (0, 11, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From ebd1c6fae5085ed591a92ef9ce6c753b5169fb38 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Jul 2024 13:24:46 +0000
Subject: [PATCH 305/681] build(deps): bump pypa/cibuildwheel from 2.19.1 to
 2.19.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.1 to 2.19.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.1...v2.19.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22056bec2..7d1eb9fd5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 2c2be04954b0eadfd3bb0354e5af21059f62c478 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 19:52:13 +0200
Subject: [PATCH 306/681] fix: update script that fixes the CentOS build

---
 scripts/fixup_centos_7_in_ci.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index 17a9f74e6..74bc18173 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,3 +4,5 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
+

From 12ab69f1c3477e03f5b3c13c5a671439c58ff73e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 20:41:53 +0200
Subject: [PATCH 307/681] ci: remove CentOS 7 specific hack from CI build

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 8 --------
 2 files changed, 2 insertions(+), 10 deletions(-)
 delete mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d1eb9fd5..b86dc0b30 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
deleted file mode 100755
index 74bc18173..000000000
--- a/scripts/fixup_centos_7_in_ci.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/bin/bash
-# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
-# is gone.
-
-sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
-sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
-

From c7e9d1e9856f7c37c20d1b466c19ae61d9c1be9d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 08:54:15 +0000
Subject: [PATCH 308/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index e1d48f89a..ac22a920d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557
+Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529

From 94ee2d60456fdbc0ecbb85815e10f1a758217742 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 18:43:14 +0000
Subject: [PATCH 309/681] doc: fix typos in Chung_Lu() docs

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e33131b25..6322969fa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14675,7 +14675,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
    "A limitation of the original Chung-Lu model is that when some of the\n"
    "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
-   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "Chung and Lu's original paper excludes the use of such weights. When\n"
    "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
    "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
    "will no longer relate to the weights in the manner stated above. Thus the\n"
@@ -14687,7 +14687,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 7caa934291821d92e93cf1518fe0eb227694053c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Jul 2024 13:09:57 +0200
Subject: [PATCH 310/681] fix: replace deprecated iteritems() method from
 Python 2, closes #789

---
 src/igraph/clustering.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b1fca9ab4..89b34b56e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1376,7 +1376,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
     elif isinstance(mark_groups, dict):
-        group_iter = mark_groups.iteritems()
+        group_iter = mark_groups.items()
     elif hasattr(mark_groups, "__getitem__") and hasattr(mark_groups, "__len__"):
         # Lists, tuples
         try:
@@ -1399,7 +1399,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
         # Iterators etc
         group_iter = mark_groups
     else:
-        group_iter = {}.iteritems()
+        group_iter = {}.items()
 
     def cluster_index_resolver():
         for group, color in group_iter:

From f04cd570d6fcc64f8845c52d25ad6d3406566fd8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Jul 2024 11:39:00 +0200
Subject: [PATCH 311/681] chore: add some modifications to the Sphinx config
 file based on a notification from Read the Docs

---
 doc/source/conf.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1bfee14a2..334b52e6a 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -187,6 +187,14 @@ def get_igraph_version():
 # Output file base name for HTML help builder.
 htmlhelp_basename = "igraphdoc"
 
+# Integration with Read the Docs since RTD is not manipulating the Sphinx
+# config files on its own any more.
+# This is according to:
+# https://about.readthedocs.com/blog/2024/07/addons-by-default/
+html_baseurl = os.environ.get("READTHEDOCS_CANONICAL_URL", "")
+html_context = {}
+if os.environ.get("READTHEDOCS", "") == "True":
+    html_context["READTHEDOCS"] = True
 
 # -- Options for pydoctor ------------------------------------------------------
 

From 279b8916306086cc1e89741f0c1f1aa03b0c5607 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 21 Jul 2024 14:44:03 +0200
Subject: [PATCH 312/681] ci: update to upload-artifact@v4

---
 .github/workflows/build.yml | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b86dc0b30..8d1905c12 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,8 +45,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -70,8 +71,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_musllinux:
@@ -96,8 +98,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
@@ -163,8 +166,9 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_wasm:
@@ -204,8 +208,9 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-wasm
           path: ./dist/*.whl
 
   build_wheel_win:
@@ -270,8 +275,9 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_sdist:
@@ -312,8 +318,9 @@ jobs:
           pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: sdist
           path: dist/*.tar.gz
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
@@ -375,3 +382,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+

From c4d1640f2d64e260b8878d2b2434d85b8729e891 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 5 Aug 2024 13:36:15 +0000
Subject: [PATCH 313/681] build(deps): bump pypa/cibuildwheel from 2.19.2 to
 2.20.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.2 to 2.20.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.2...v2.20.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..0ddaf3a57 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d354de116fffb1123196ce09470fce4231c3b917 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:38:57 +0200
Subject: [PATCH 314/681] Skip tests for Python 3.13 until SciPy starts
 publishing wheels

---
 .github/workflows/build.yml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0ddaf3a57..cdc66a3b6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,8 +35,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -164,6 +165,8 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
+          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -267,8 +270,9 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From bf638d7caafcb61f73baa270521d079e9c388b1e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:57:52 +0200
Subject: [PATCH 315/681] ci: update to Pyodide 0.26.2 and fix build script

---
 .github/workflows/build.yml  | 2 +-
 scripts/fix_pyodide_build.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..65cb8f550 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.45'
+          version: '3.1.52'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 79d451969..46d190518 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -9,5 +9,5 @@
 
 target_file = target_dir / "Emscripten.cmake"
 if not target_file.is_file():
-    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    url = "https://raw.githubusercontent.com/pyodide/pyodide-build/main/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
     urlretrieve(url, str(target_file))

From c83879b3605caeace7f887f41033b6fe3cac2fc4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:29:55 +0200
Subject: [PATCH 316/681] ci: really update to Pyodide 0.26.2

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 65cb8f550..3e1d2ca6d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -197,7 +197,7 @@ jobs:
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.24.1
+          pip install pyodide-build==0.26.2
           python3 scripts/fix_pyodide_build.py
           pyodide build
 

From ee733adfc6532280dca99b1170d9f49acfe16ce7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:31:31 +0200
Subject: [PATCH 317/681] ci: skip Python 3.13 tests completely on Windows
 (even on 64-bit)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cdc66a3b6..f7378cbd8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
           # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From b3ea60adec7a2d1dfb36ab57c2591611d3cbbc06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Aug 2024 15:03:35 +0200
Subject: [PATCH 318/681] chore: fast-forward vendored igraph to tip of master

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ac22a920d..28868a2fc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529
+Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c

From 4855c26f431c7ccc3a4362da249cf51bebc41507 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:38:46 +0000
Subject: [PATCH 319/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 28868a2fc..33c01b0a1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c
+Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c

From c62d81504a356ecd0c930ad55155e14866d40492 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:39:43 +0000
Subject: [PATCH 320/681] feat: allow selecting specific integer programming
 feedback arc set problem formulations

---
 src/_igraph/convert.c     | 2 ++
 src/_igraph/graphobject.c | 8 ++++++--
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3529d6921 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -596,6 +596,8 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
         {"exact", IGRAPH_FAS_EXACT_IP},
         {"exact_ip", IGRAPH_FAS_EXACT_IP},
         {"ip", IGRAPH_FAS_EXACT_IP},
+        {"ip_ti", IGRAPH_FAS_EXACT_IP_TI},
+        {"ip_cg", IGRAPH_FAS_EXACT_IP_CG},
         {0,0}
     };
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..9d696c905 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15442,8 +15442,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  breaking heuristic of Eades, Lin and Smyth, which is linear in the number\n"
    "  of edges but not necessarily optimal; however, it guarantees that the\n"
    "  number of edges to be removed is smaller than |E|/2 - |V|/6. C{\"ip\"} uses\n"
-   "  an integer programming formulation which is guaranteed to yield an optimal\n"
-   "  result, but is too slow for large graphs.\n"
+   "  the most efficient available integer programming formulation which is guaranteed\n"
+   "  to yield an optimal result. Specific integer programming formulations can be\n"
+   "  selected using C{\"ip_ti\"} (using triangle inequalities) and C{\"ip_cg\"}\n"
+   "  (a minimum set cover formulation using incremental constraint generation).\n"
+   "  Note that the minimum feedback arc set problem is NP-hard, therefore all methods\n"
+   "  that obtain exact optimal solutions are infeasibly slow on large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 

From 82ae0208ca215c13047f92a96231456cf94149d0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 16:43:42 +0000
Subject: [PATCH 321/681] feat: feedback_vertex_set()

---
 src/_igraph/convert.c     | 13 +++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 59 +++++++++++++++++++++++++++++++++++++++
 3 files changed, 73 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3529d6921..a96bc514d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -603,6 +603,19 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
+ */
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
+  igraph_fas_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
+        {"ip", IGRAPH_FVS_EXACT_IP},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(fvs_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_get_adjacency_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 54094684c..22f28eb75 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,6 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9d696c905..bdcfd3d8c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5558,6 +5558,48 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a feedback vertex set for a graph
+ * \return a list containing the indices in the chosen feedback vertex set
+ * \sa igraph_feedback_vertex_set
+ */
+PyObject *igraphmodule_Graph_feedback_vertex_set(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "weights", "method", NULL };
+  igraph_vector_t* weights = 0;
+  igraph_vector_int_t res;
+  igraph_fvs_algorithm_t algo = IGRAPH_FVS_EXACT_IP;
+  PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &algo_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_fvs_algorithm_t(algo_o, &algo))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+    ATTRIBUTE_TYPE_VERTEX))
+    return NULL;
+
+  if (igraph_vector_int_init(&res, 0)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+  }
+
+  if (igraph_feedback_vertex_set(&self->g, &res, weights, algo)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
+
+  return result_o;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates a single shortest path between a source and a target vertex
  * \return a list containing a single shortest path from the source to the target
@@ -15451,6 +15493,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 
+  /* interface to igraph_feedback_vertex_set */
+  {"feedback_vertex_set", (PyCFunction) igraphmodule_Graph_feedback_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "feedback_vertex_set(weights=None, method=\"ip\")\n--\n\n"
+   "Calculates a minimum feedback vertex set.\n\n"
+   "A feedback vertex set is a set of edges whose removal makes the graph acyclic.\n"
+   "Finding a minimum feedback vertex set is an NP-hard problem both in directed\n"
+   "and undirected graphs.\n\n"
+   "@param weights: vertex weights to be used. Can be a sequence or iterable or\n"
+   "  even a vertex attribute name. When given, the algorithm will strive to\n"
+   "  remove lightweight vertices in order to minimize the total weight of the\n"
+   "  feedback vertex set.\n"
+   "@param method: the algorithm to use. C{\"ip\"} uses an exact integer programming\n"
+   "  approach, and is currently the only available method.\n"
+   "@return: the IDs of the vertices to be removed, in a list.\n\n"
+  },
+
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,

From 4fce02bc39701cebd482a53fffcd267c5ae1839a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 21 Aug 2024 10:36:14 +0200
Subject: [PATCH 322/681] fix: fix a potential memory leak in
 Graph.get_shortest_path_astar()'s heuristic function

---
 src/_igraph/graphobject.c | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..97ba1be64 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5671,6 +5671,7 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
   to_o = igraphmodule_integer_t_to_PyObject(to);
   if (to_o == NULL) {
     /* Error in conversion, return 1 */
+    Py_DECREF(from_o);
     return IGRAPH_FAILURE;
   }
 
@@ -5685,9 +5686,11 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
 
   if (igraphmodule_PyObject_to_real_t(result_o, result)) {
     /* Error in conversion, return 1 */
+    Py_DECREF(result_o);
     return IGRAPH_FAILURE;
   }
 
+  Py_DECREF(result_o);
   return IGRAPH_SUCCESS;
 }
 

From 93b279dd13955bd48f1996702697d40d76837b9a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:44:50 +0200
Subject: [PATCH 323/681] fix: fix signature of
 igraphmodule_PyObject_to_fvs_algorithm_t

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a96bc514d..6ee49205c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -608,7 +608,7 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
  * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
  */
 int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
-  igraph_fas_algorithm_t *result) {
+  igraph_fvs_algorithm_t *result) {
   static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
         {"ip", IGRAPH_FVS_EXACT_IP},
         {0,0}

From db000723a575e96343571abd40f45d7b1f2da87f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:46:53 +0200
Subject: [PATCH 324/681] fix: also fix signature here

---
 src/_igraph/convert.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 22f28eb75..873be1dc0 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,7 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
-int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);

From d702975bc4c4d9eb1707cf1a36634df5608a521a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 10:46:43 +0200
Subject: [PATCH 325/681] ci: re-enable tests for Python 3.13 because SciPy now
 has wheels for 3.13

---
 .github/workflows/build.yml | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 98784cd75..797fdbb3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,9 +35,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -165,8 +164,6 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
-          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -270,9 +267,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 0eb0028d2c5052a7ade38cb1554eb8f71f954d3a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:00:13 +0200
Subject: [PATCH 326/681] ci: disable PyPy 3.8 as it is EOL

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 797fdbb3c..5c3651368 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 01bda20380e5fcc037044b544c1466257b7be878 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:12:55 +0200
Subject: [PATCH 327/681] ci: update Python to 3.12.1 when building with
 Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5c3651368..79b546fea 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -184,7 +184,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.1'
 
       - name: Install OS dependencies
         run:

From 17cdf3a7c8d6a61d85d4ae9731ba0428ce14a42c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:20:03 +0200
Subject: [PATCH 328/681] ci: also try disabling PyPy 3.9

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 79b546fea..b3ddc6850 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 9d2c910e70433f465264f8bbb89491c2a379960e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:07 +0200
Subject: [PATCH 329/681] ci: try to fix PyPy failures in a different way

---
 .github/workflows/build.yml | 2 +-
 pyproject.toml              | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b3ddc6850..a86043b91 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..ac22a60d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,10 @@
 [build-system]
-requires = ["setuptools", "wheel"]
+requires = [
+    "wheel",
+    # pin setuptools:
+    # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
+    "setuptools>=64,<72.2.0"
+]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]

From d5f1331e6802a74453c2ccfdda478b1e2946b493 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:46 +0200
Subject: [PATCH 330/681] ci: fix Emscripten version for newer Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a86043b91..eb0ab1eeb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.52'
+          version: '3.1.58'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel

From fc8bd32e167ab02404c183c3b9c7ad5591617d49 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:32:25 +0200
Subject: [PATCH 331/681] ci: skip SciPy tests for Python 3.13 on Linux/i686

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eb0ab1eeb..69d4e92f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -36,7 +36,7 @@ jobs:
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0

From 8abba79c19675f39e4648e9b03bcd000b965ee3c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:41:34 +0200
Subject: [PATCH 332/681] fix: Python 3.13 now provides PyLong_AsInt() so we
 need to rename ours

---
 src/_igraph/convert.c | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3718ab544 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,14 +41,18 @@
 
 /**
  * \brief Converts a Python long to a C int
- *
+ * 
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
+ * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
+ *
  * Returns -1 if there was an error, 0 otherwise.
  */
-int PyLong_AsInt(PyObject* obj, int* result) {
+int PyLong_AsInt_OutArg(PyObject* obj, int* result) {
   long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
     PyErr_SetString(PyExc_OverflowError, "long integer too small for conversion to C int");
@@ -92,7 +96,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
     return 0;
 
   if (PyLong_Check(o))
-    return PyLong_AsInt(o, result);
+    return PyLong_AsInt_OutArg(o, result);
 
   s = PyUnicode_CopyAsString(o);
   if (s == 0) {
@@ -174,7 +178,7 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
     }
 
     if (PyLong_Check(o)) {
-      return PyLong_AsInt(o, result);
+      return PyLong_AsInt_OutArg(o, result);
     }
 
     s = PyUnicode_CopyAsString(o);
@@ -410,15 +414,15 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
         }
         w->pos = w_pos_int;
       } else if (!strcasecmp(kv, "howmany")) {
-        if (PyLong_AsInt(value, &w->howmany)) {
+        if (PyLong_AsInt_OutArg(value, &w->howmany)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "il")) {
-        if (PyLong_AsInt(value, &w->il)) {
+        if (PyLong_AsInt_OutArg(value, &w->il)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "iu")) {
-        if (PyLong_AsInt(value, &w->iu)) {
+        if (PyLong_AsInt_OutArg(value, &w->iu)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "vl")) {
@@ -426,7 +430,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        if (PyLong_AsInt(value, &w->vestimate)) {
+        if (PyLong_AsInt_OutArg(value, &w->vestimate)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "balance")) {

From f3647cb3330e6a906366f071a5e2a94357a5a8fb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:43:25 +0200
Subject: [PATCH 333/681] doc: fix comments of PyLong_AsInt_OutArg()

---
 src/_igraph/convert.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3718ab544..919f44983 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,13 +41,13 @@
 
 /**
  * \brief Converts a Python long to a C int
- * 
+ *
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
- * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
- * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * Note that Python 3.13 also provides a PyLong_AsInt() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt()
  * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
  *
  * Returns -1 if there was an error, 0 otherwise.

From 257e05911f6ba93dcc983c0a95253df7802ae01a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 16:04:41 +0200
Subject: [PATCH 334/681] doc: fix typo

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 38ab0f5b5..9faabab39 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14732,7 +14732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to as the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 52e78c23c36b25e8670f4e263fe7b16ea5cf2ad9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 Sep 2024 15:45:43 +0200
Subject: [PATCH 335/681] chore: updated changelog and vendored igraph

---
 CHANGELOG.md         | 22 ++++++++++++++++++++++
 vendor/source/igraph |  2 +-
 2 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e1cba8656..5644c8f92 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,27 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added `Graph.feedback_vertex_set()` to calculate a feedback vertex set of the
+  graph.
+
+- Added new methods to `Graph.feedback_arc_set()` that allows the user to
+  select the specific integer problem formulation used by the underlying
+  solver.
+
+### Changed
+
+- Ensured compatibility with Python 3.13.
+
+- The C core of igraph was updated to version 0.10.14.
+
+### Fixed
+
+- Fixed a potential memory leak in the `Graph.get_shortest_path_astar()` heuristic
+  function callback
+
 ## [0.11.6] - 2024-07-08
 
 ### Added
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 33c01b0a1..3dd336a4e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c
+Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c

From 0ffd40d7452ec1df65581279afb8886f9c1f9efc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 13:32:21 +0000
Subject: [PATCH 336/681] build(deps): bump pypa/cibuildwheel from 2.20.0 to
 2.21.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.20.0 to 2.21.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.20.0...v2.21.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 69d4e92f4..d080f8a32 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From b6a6f4a3548851e5448379b570b11a64c8f31df3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 13:07:01 +0000
Subject: [PATCH 337/681] build(deps): bump pypa/cibuildwheel from 2.21.1 to
 2.21.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.1 to 2.21.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.1...v2.21.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d080f8a32..42d2a15f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 97d8da86b91dbe2c4758e28db9c1785313204db8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 13:37:09 +0000
Subject: [PATCH 338/681] build(deps): bump pypa/cibuildwheel from 2.21.2 to
 2.21.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.2 to 2.21.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.2...v2.21.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 42d2a15f1..18784b018 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 07127cb97b81c8dc4120101a222e0c241c135c26 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:45:47 +0200
Subject: [PATCH 339/681] fix: pin down Sphinx to 8.0.2 until a new PyDoctor is
 released that is compatible with Sphinx 8.1

---
 doc/source/requirements.txt | 1 +
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 869964a7d..715f2c3d3 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,6 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
+sphinx==8.0.2
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3a65cc264..f4090eceb 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 05b8455428c7c1ec3cf4ecd8561afd78b3bd565a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:07 +0200
Subject: [PATCH 340/681] chore: bumped version to 0.11.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5644c8f92..2aebb80bc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.7] - 2024-10-24
 
 ### Added
 
@@ -706,7 +706,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index dfef0870c..129b73173 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 6)
+__version_info__ = (0, 11, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From a3fcf5cdef01fd66011733fb3c551e3d2c5d1a3b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:48 +0200
Subject: [PATCH 341/681] chore: bumped version to 0.11.7


From 6cf62c71e44c237fab7b19a908d0ad093e3d46de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:59:07 +0200
Subject: [PATCH 342/681] fix(rtd): build with Python 3.11 so we can get Sphinx
 8

---
 .readthedocs.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index b323c94be..7de01065a 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -21,7 +21,7 @@ build:
     - zlib1g-dev
 
   tools:
-    python: "3.9"
+    python: "3.11"
     # You can also specify other tool versions:
     # nodejs: "16"
     # rust: "1.55"

From 90b5a04d6cc8cc574322795eabd68028d81a52ec Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:03:27 +0200
Subject: [PATCH 343/681] fix(rtd): fix version number of Python in
 scripts/rtd_prebuild.sh

---
 scripts/rtd_prebuild.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
index 9b41bab13..461cf2cc4 100755
--- a/scripts/rtd_prebuild.sh
+++ b/scripts/rtd_prebuild.sh
@@ -12,4 +12,4 @@ echo "Modularize pure Python modules"
 echo "NOTE: Patch pydoctor to trigger build-finished before RTD extension"
 # see https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx.application.Sphinx.connect
 # see also https://github.com/readthedocs/readthedocs.org/pull/4054 - might or might not be exactly what we are seeing here
-sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.9/site-packages/pydoctor/sphinx_ext/build_apidocs.py
+sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.11/site-packages/pydoctor/sphinx_ext/build_apidocs.py

From 4defaee99d39ef4fb371e8ff8827edf07b1521b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:15:57 +0200
Subject: [PATCH 344/681] fix(rtd): okay, back to Sphinx 7

---
 doc/source/requirements.txt | 2 +-
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 715f2c3d3..9044d840b 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,7 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
-sphinx==8.0.2
+sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f4090eceb..db6487d98 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 9017167366ec4b4a06beb2725276f034e5435260 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 25 Oct 2024 10:39:47 +0200
Subject: [PATCH 345/681] chore: bumped version to 0.11.8

---
 CHANGELOG.md          | 10 +++++++++-
 src/igraph/version.py |  2 +-
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2aebb80bc..f040f80ee 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [0.11.8] - 2024-10-25
+
+### Fixed
+
+- Fixed documentation build on Read The Docs. No other changes compared to
+  0.11.7.
+
 ## [0.11.7] - 2024-10-24
 
 ### Added
@@ -706,7 +713,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 129b73173..81a2aa780 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 7)
+__version_info__ = (0, 11, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 73d9b4ae5bacc0c425730a49cc6c1cdfdf1f4562 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:14:00 +0100
Subject: [PATCH 346/681] chore: drop support for Python 3.8 as it is now EOL

---
 .github/workflows/build.yml | 12 ++++++------
 README.md                   |  2 +-
 setup.py                    |  9 +++------
 src/_igraph/bfsiter.c       |  3 ---
 src/_igraph/dfsiter.c       |  3 ---
 src/_igraph/graphobject.c   |  3 ---
 6 files changed, 10 insertions(+), 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18784b018..80cb71f5c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -27,7 +27,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.21.3
@@ -140,12 +140,12 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
-          brew install ninja autoconf automake libtool cmake
+          brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -235,7 +235,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Cache installed C core
         id: cache-c-core
@@ -305,7 +305,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build sdist
         run: |
diff --git a/README.md b/README.md
index 6fb686d27..1f7162788 100644
--- a/README.md
+++ b/README.md
@@ -302,7 +302,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
+means that we support Python 3.9 to 3.13, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index 1610a5f1d..40d386d24 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 8):
-    print("This module requires Python >= 3.8")
+if sys.version_info < (3, 9):
+    print("This module requires Python >= 3.9")
     sys.exit(0)
 
 ###########################################################################
@@ -916,8 +916,6 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.8 so we cannot
-# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1039,7 +1037,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.8",
+    "python_requires": ">=3.9",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,7 +1055,6 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index cf7cafdfe..e0c976245 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -121,10 +121,7 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 6064a9862..e8273173c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -122,10 +122,7 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9faabab39..95a29e5ff 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -141,10 +141,7 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
 
   return 0;
 }

From 01204488acb138b5c0028101b748e818f51d1ccd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:50:52 +0100
Subject: [PATCH 347/681] chore: also drop support for PyPy 3.8

---
 .github/workflows/build.yml | 2 +-
 CHANGELOG.md                | 6 ++++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 80cb71f5c..9d4ba187c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f040f80ee..49918e543 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Changed
+
+- Dropped support for Python 3.8 as it has now reached its end of life.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed

From dcc2beb6b6bf4a16dfa97dadd6f089a3c12fe0f2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:00 +0100
Subject: [PATCH 348/681] ci: move MACOSX_DEPLOYMENT_TARGET envvar to the macOS
 job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d4ba187c..47e78b36d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -7,7 +7,6 @@ env:
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
-  MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
   build_wheel_linux:
@@ -108,6 +107,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
+      MACOSX_DEPLOYMENT_TARGET: "10.9"
     strategy:
       matrix:
         include:

From 95207a090ca4eac0ff1da77646218c0f6cebd206 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:21 +0100
Subject: [PATCH 349/681] doc: disambiguae comment in
 igraph_rng_Python_set_generator()

---
 src/_igraph/random.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index aef52c379..0552aba7d 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -112,7 +112,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
-  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, 2 ^ RNG_BITS-1)
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, (2^RNG_BITS)-1)
    * in advance */
   new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
   if (new_state.rng_bits_as_pyobject == 0) {

From cc3e753780d3da8c6cf12a9ddd5fd2ce06d6f67d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:42:57 +0100
Subject: [PATCH 350/681] doc: remove logo as it caused layout problems

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 334b52e6a..2dcdfa5fe 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -148,7 +148,7 @@ def get_igraph_version():
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = "_static/logo-black.svg"
+# html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32

From 1e525dd8a36449022931d763310ec967f7da9187 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:11:26 +0100
Subject: [PATCH 351/681] fix: pin setuptools < 72.2 only for PyPy

---
 pyproject.toml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ac22a60d4..d92754846 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-    "setuptools>=64,<72.2.0"
+	# Most likely cause:
+	# https://github.com/pypa/distutils/issues/283
+	# Workaround based on this commit:
+	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
+	"setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From fded9422dcc75b8042f9ba9c22ae7e2ba17e72f4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:12:03 +0100
Subject: [PATCH 352/681] fix: tabs to spaces

---
 pyproject.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d92754846..d62d390de 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,12 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-	# Most likely cause:
-	# https://github.com/pypa/distutils/issues/283
-	# Workaround based on this commit:
-	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    # Most likely cause:
+    # https://github.com/pypa/distutils/issues/283
+    # Workaround based on this commit:
+    # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-	"setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From 0397f4b78e614e95a2926ff2f1f92000b3b136f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 14:41:06 +0000
Subject: [PATCH 353/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3dd336a4e..fb81bda14 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c
+Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6

From a671530b7287bc525bfab5116aaba0272ac8d786 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 19:46:59 +0000
Subject: [PATCH 354/681] chore: update C core again

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fb81bda14..a662f79d4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6
+Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e

From 912f7d9fa3a2b22e0ea4f70bca3738349cdb7c4f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 6 Nov 2024 11:32:14 +0100
Subject: [PATCH 355/681] chore: updated vendored igraph to 0.10.15

---
 CHANGELOG.md         | 6 +++++-
 vendor/source/igraph | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49918e543..dea92015e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
+- The C core of igraph was updated to version 0.10.15.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed
@@ -28,7 +30,9 @@
 
 - Ensured compatibility with Python 3.13.
 
-- The C core of igraph was updated to version 0.10.14.
+- The C core of igraph was updated to an interim commit (3dd336a) between
+  version 0.10.13 and version 0.10.15. Earlier versions of this changelog
+  mistakenly marked this revision as version 0.10.14.
 
 ### Fixed
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index a662f79d4..635b432ef 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e
+Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2

From 812a411aac8d914bc670e71612de3b72fd8b4eaa Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Wed, 13 Nov 2024 16:56:05 +0100
Subject: [PATCH 356/681] Explicitly require cmake as a build dependency

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d62d390de..c4915214f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,8 @@ requires = [
     # Workaround based on this commit:
     # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-    "setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'",
+    "cmake>=3.18"
 ]
 build-backend = "setuptools.build_meta"
 

From a26a750389599f564880ec8bffc0f3302708bd40 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 16 Nov 2024 12:10:14 +0100
Subject: [PATCH 357/681] chore: specify that we are now compatible with Python
 3.13

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 40d386d24..73a31067b 100644
--- a/setup.py
+++ b/setup.py
@@ -1059,6 +1059,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
         "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",

From bcac78220851628ddb97e43c2bc26efb7660021f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 17 Nov 2024 16:53:22 +0000
Subject: [PATCH 358/681] test: increase tolerance for matplotlib backend image
 comparisons, fixes #805

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 36bd50f1f..f32ad3f73 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.025,
+    tol=4.0,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 91e1fdf0b83667cf45e9b632780611758c3f5ca2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Nov 2024 13:05:19 +0000
Subject: [PATCH 359/681] build(deps): bump pypa/cibuildwheel from 2.21.3 to
 2.22.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.3 to 2.22.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.3...v2.22.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 47e78b36d..8b5a2e70c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -90,7 +90,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 618e46af501d611485a0c3f04763fdf54a12e1b0 Mon Sep 17 00:00:00 2001
From: Michael Schneider <michael.schneider@aegidien.de>
Date: Mon, 23 Dec 2024 15:02:10 +0300
Subject: [PATCH 360/681] setup.py: import bdist_wheel from setuptools (#810)

---
 pyproject.toml | 1 -
 setup.py       | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index c4915214f..db932f633 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,5 @@
 [build-system]
 requires = [
-    "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
     # Most likely cause:
diff --git a/setup.py b/setup.py
index 73a31067b..bbd5dbfb1 100644
--- a/setup.py
+++ b/setup.py
@@ -16,7 +16,7 @@
 from setuptools import find_packages, setup, Command, Extension
 
 try:
-    from wheel.bdist_wheel import bdist_wheel
+    from setuptools.command.bdist_wheel import bdist_wheel
 except ImportError:
     bdist_wheel = None
 

From a09e90b13debd12b9eb2b5677928c191fdac6e53 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 23 Dec 2024 13:04:03 +0100
Subject: [PATCH 361/681] chore: updated contributors list

---
 .all-contributorsrc |   9 +++
 CONTRIBUTORS.md     | 175 ++++++++++++++++++++++----------------------
 2 files changed, 98 insertions(+), 86 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 68c701f9e..f021a11fc 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -603,6 +603,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "m1-s",
+      "name": "Michael Schneider",
+      "avatar_url": "https://avatars.githubusercontent.com/u/94642227?v=4",
+      "profile": "https://github.com/m1-s",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f0945fc51..88c897aed 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -6,92 +6,95 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 <!-- prettier-ignore-start -->
 <!-- markdownlint-disable -->
 <table>
-  <tr>
-    <td align="center"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
-    <td align="center"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
-    <td align="center"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt=""/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
-    <td align="center"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt=""/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
-    <td align="center"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
-    <td align="center"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
-    <td align="center"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt=""/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
-    <td align="center"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
-    <td align="center"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt=""/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
-    <td align="center"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt=""/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
-    <td align="center"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
-    <td align="center"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
-    <td align="center"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
-    <td align="center"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt=""/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
-    <td align="center"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
-    <td align="center"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt=""/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
-    <td align="center"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt=""/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt=""/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt=""/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt=""/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
-    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
-    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
-  </tr>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt="Tamás Nepusz"/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt="Fabio Zanini"/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt="Kevin Zhu"/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt="Gábor Csárdi"/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt="Szabolcs Horvát"/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt="Vincent Traag"/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt="deeenes"/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt="Seungoh Han"/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt="Artem V L"/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt="Yesung(Isaac) Lee"/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt="John Boy"/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt="Casper da Costa-Luis"/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt="Alberto Alcolea"/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt="Árpád Horváth"/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt="ebraminio"/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt="Fabian Witter"/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt="Jan Katins"/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt="Nick Eubank"/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt="Peter Scott"/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt="Sriram-Pattabiraman"/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt="Sviatoslav"/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt="Ah-Young Nho"/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt="Frederik Harwath"/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt="Navid Dianati"/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt="abe-winter"/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt="Alejandro Rivero"/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt="Ariki"/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt="Casper van Elteren"/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt="Charles Tapley Hoyt"/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt="Christoph Gohlke"/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt="Christopher Falter"/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt="FredInChina"/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt="Friso van Vollenhoven"/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt="Gabor Szarnyas"/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt="Gao Fangshu"/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt="Grzegorz Chilczuk"/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt="Gwyn Ciesla"/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt="Hong Xu"/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt="Jay Smith"/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt="MapleCCC"/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt="Marco Köpcke"/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt="Markus Elfring"/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt="Martino Mensio"/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt="Matas"/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt="Mike Lissner"/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt="Philipp A."/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt="Puneetha Pai"/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt="S Murthy"/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt="Scott Gigante"/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt="Thierry Thomas"/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt="Willem van den Boom"/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt="Yisu Remy Wang"/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt="YY Ahn"/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt="kmankinen"/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt="odidev"/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt="sombreslames"/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt="szcf-weiya"/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt="tristanlatr"/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt="JDPowell648"/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt="k.h.lai"/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt="Anton Grübel"/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt="flange-ipb"/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt="Paul m. p. Peny"/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt="David R. Connell"/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+    </tr>
+  </tbody>
 </table>
 
 <!-- markdownlint-restore -->

From d88e11b7d676e01d58e4bb545ad6dbd368137faa Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 26 Dec 2024 18:40:48 +0100
Subject: [PATCH 362/681] ci: apparently bcrypt is now needed for libxml2 on
 Windows

---
 .github/workflows/build.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8b5a2e70c..9958409a5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
-          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
+          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
       - uses: actions/upload-artifact@v4
@@ -382,4 +382,3 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
-

From 8d2e9bc056c9d27ae859b1716cf9e8916e8e06e6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Jan 2025 21:50:15 +0100
Subject: [PATCH 363/681] ci: try using the new ARM runners from Github

---
 .github/workflows/build.yml | 14 ++------------
 1 file changed, 2 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9958409a5..8cba2e82e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -51,18 +51,13 @@ jobs:
 
   build_wheel_linux_aarch64_manylinux:
     name: Build wheels on Linux (aarch64/manylinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:
@@ -77,18 +72,13 @@ jobs:
 
   build_wheel_linux_aarch64_musllinux:
     name: Build wheels on Linux (aarch64/musllinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:

From 6b039db775bcca67128d8e07337fafb86b7272fc Mon Sep 17 00:00:00 2001
From: Thomas Krijnen <t.krijnen@gmail.com>
Date: Wed, 22 Jan 2025 14:36:09 +0100
Subject: [PATCH 364/681] Update graphobject.c - reverse cutoff, normalized
 args (#812)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 95a29e5ff..894e35d26 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4912,7 +4912,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
-        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyObject_IsTrue(normalized_o), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }

From a74e489a0b9041695e3872c5f7ae752cf21adbe8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 22 Jan 2025 14:37:06 +0100
Subject: [PATCH 365/681] chore: updated contributors list

---
 .all-contributorsrc | 18 ++++++++++++++++++
 CONTRIBUTORS.md     |  2 ++
 2 files changed, 20 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f021a11fc..4cabb5284 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -612,6 +612,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "aothms",
+      "name": "Thomas Krijnen",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1096535?v=4",
+      "profile": "http://thomaskrijnen.com/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "GenieTim",
+      "name": "Tim Bernhard",
+      "avatar_url": "https://avatars.githubusercontent.com/u/8596965?v=4",
+      "profile": "https://github.com/GenieTim",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 88c897aed..f43ef7b6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -93,6 +93,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From f075e0f32e1282f76127ae704700d9f5295c9429 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 12 Feb 2025 22:26:43 +0100
Subject: [PATCH 366/681] ci: replace ubuntu-20.04 image with ubuntu-22.04

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8cba2e82e..8ea75dd4b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -11,7 +11,7 @@ env:
 jobs:
   build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
@@ -163,7 +163,7 @@ jobs:
 
   build_wheel_wasm:
     name: Build wheels for WebAssembly
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
 
     steps:
       - uses: actions/checkout@v4
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:

From b25b6730e5203db26689a690c331a43ff5e5358e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 10:53:54 +0100
Subject: [PATCH 367/681] ci: trying to work around sanitizer issues in the new
 Ubuntu image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ea75dd4b..b840f01bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
@@ -371,4 +371,5 @@ jobs:
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
+          sudo sysctl vm.mmap_rnd_bits=28
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 3832d7f658f2e1466cca1ded55302e35954e56b8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:03:09 +0100
Subject: [PATCH 368/681] ci: enable PyPy builds explicitly in preparation for
 cibuildwheel 3

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b840f01bc..cfce30ed8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
@@ -64,6 +65,7 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -153,6 +155,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
+          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -255,6 +258,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.

From ae869e5b02f1b4529a17a7ddd784841308041e4e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:14:44 +0100
Subject: [PATCH 369/681] ci: fix libasan version in newer Ubuntu image

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cfce30ed8..567147b13 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 3602d03ec0247eb258f0076c5dae4cad96828b1c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:34:40 +0100
Subject: [PATCH 370/681] ci: fix libasan version in newer Ubuntu image, really

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 567147b13..e2087dc4f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.8:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 638d0b57383da0e51dab3ea9eaaf0e627e9c5c77 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:35:42 +0100
Subject: [PATCH 371/681] build(deps): bump pypa/cibuildwheel from 2.22.0 to
 2.23.0 (#814)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.22.0 to 2.23.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.22.0...v2.23.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e2087dc4f..5567ee31e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From a039f5d6e5fc705458ffa966e3ec5fcbb4985f03 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 20 Mar 2025 12:29:36 +0100
Subject: [PATCH 372/681] build(deps): bump pypa/cibuildwheel from 2.23.0 to
 2.23.1 (#817)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.0 to 2.23.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/v2.23.1/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.0...v2.23.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5567ee31e..339919314 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 542415405008422e31b9d501474a61f40fe355ac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:02 +0000
Subject: [PATCH 373/681] chore: require copyright assignment in PR template
 (#816)

---
 .github/pull_request_template.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 .github/pull_request_template.md

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 000000000..686944ff0
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,5 @@
+<!-- Please disclose any use of LLMs (ChatGPT, Copilot, Gemini, etc.) during the preparation of this PR. -->
+
+<!-- The following text must be left intact and the box checked before the PR can be merged. -->
+
+- [ ] By submitting this pull request, I assign the copyright of my contribution to _The igraph development team_.

From db30879b6957020674c6aa1458991af29c29591c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:32 +0000
Subject: [PATCH 374/681] docs: document negative/infinite order neighborhood
 (#815)

* docs: document negative/infinite order neighborhood
after the corresponding change in the C core

* chore: update C core
---
 src/_igraph/graphobject.c | 6 ++++--
 vendor/source/igraph      | 2 +-
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 894e35d26..49e025003 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15854,7 +15854,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
@@ -15882,7 +15883,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 635b432ef..662abbdfa 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2
+Subproject commit 662abbdfa467a6436bad650c31a8360787d75379

From 98184226baafc24167f2bff58e16d6cbe9849976 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:43:26 +0000
Subject: [PATCH 375/681] fix: build with vendored PLFIT by default instead of
 leaving this up to auto-detection

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index bbd5dbfb1..18c5a7793 100644
--- a/setup.py
+++ b/setup.py
@@ -280,7 +280,7 @@ def _compile_in(
             args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
+        for deps in "ARPACK BLAS GLPK GMP LAPACK PLFIT".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # Use link-time optinization if available

From b458a31a2f1885ffbfaa1fd2ddb97b4e9be2b158 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:45:12 +0000
Subject: [PATCH 376/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 662abbdfa..10d4fc75f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 662abbdfa467a6436bad650c31a8360787d75379
+Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae

From 94fb401ba1c53d1d2c7e5c27e178c5e3447f3bdc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 21:55:15 +0000
Subject: [PATCH 377/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 10d4fc75f..fe6bdb78c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae
+Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d

From 832200204bd19188b2a0ae1adee8dd2ea8a4f3b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 22:37:36 +0000
Subject: [PATCH 378/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fe6bdb78c..fc6860b31 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d
+Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d

From 1c5e1addf84fa7c4bcdb3ee9a65def06bb2a3134 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 26 Mar 2025 21:17:25 +0530
Subject: [PATCH 379/681] Added stochastic_variability.py file

This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
---
 .../stochastic_variability.py                 | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/stochastic_variability.py

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
new file mode 100644
index 000000000..b4217cb4d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-stochastic-variability:
+
+=========================================================
+Stochastic Variability in Community Detection Algorithms
+=========================================================
+
+This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
+
+"""
+# %%
+# Import Libraries
+import igraph as ig
+import numpy as np
+import matplotlib.pyplot as plt
+import itertools
+
+# %%
+# First, we generate a graph.
+# Generates a random Erdos-Renyi graph (no clear community structure)
+def generate_random_graph(n, p):
+    return ig.Graph.Erdos_Renyi(n=n, p=p)
+  
+# %%
+# Generates a clustered graph with clear communities using the Stochastic Block Model (SBM)
+def generate_clustered_graph(n, clusters, intra_p, inter_p):
+    block_sizes = [n // clusters] * clusters
+    prob_matrix = [[intra_p if i == j else inter_p for j in range(clusters)] for i in range(clusters)]
+    return ig.Graph.SBM(sum(block_sizes), prob_matrix, block_sizes)
+
+# %%
+# Computes pairwise similarity (NMI, VI, RI) between partitions
+def compute_pairwise_similarity(partitions, method):
+    """Computes pairwise similarity measure between partitions."""
+    scores = []
+    for p1, p2 in itertools.combinations(partitions, 2):
+        scores.append(ig.compare_communities(p1, p2, method=method))
+    return scores
+
+# %%
+# Stochastic Community Detection
+# Runs Louvain's method iteratively to generate partitions
+# Computes similarity metrics: 
+def run_experiment(graph, iterations=50):
+    """Runs the stochastic method multiple times and collects community partitions."""
+    partitions = [graph.community_multilevel().membership for _ in range(iterations)]
+    nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
+    vi_scores = compute_pairwise_similarity(partitions, method="vi")
+    ri_scores = compute_pairwise_similarity(partitions, method="rand")
+    return nmi_scores, vi_scores, ri_scores
+
+# %%
+# Parameters
+n_nodes = 100
+p_random = 0.05
+clusters = 4
+p_intra = 0.3  # High intra-cluster connection probability
+p_inter = 0.01  # Low inter-cluster connection probability
+
+# %%
+# Generate graphs
+random_graph = generate_random_graph(n_nodes, p_random)
+clustered_graph = generate_clustered_graph(n_nodes, clusters, p_intra, p_inter)
+
+# %%
+# Run experiments
+nmi_random, vi_random, ri_random = run_experiment(random_graph)
+nmi_clustered, vi_clustered, ri_clustered = run_experiment(clustered_graph)
+
+# %% 
+# Lets, plot the histograms
+fig, axes = plt.subplots(3, 2, figsize=(12, 10))
+measures = [(nmi_random, nmi_clustered, "NMI"), (vi_random, vi_clustered, "VI"), (ri_random, ri_clustered, "RI")]
+colors = ["red", "blue", "green"]
+
+for i, (random_scores, clustered_scores, measure) in enumerate(measures):
+    axes[i][0].hist(random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
+    axes[i][0].set_title(f"Histogram of {measure} - Random Graph")
+    axes[i][0].set_xlabel(f"{measure} Score")
+    axes[i][0].set_ylabel("Frequency")
+    
+    axes[i][1].hist(clustered_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
+    axes[i][1].set_title(f"Histogram of {measure} - Clustered Graph")
+    axes[i][1].set_xlabel(f"{measure} Score")
+
+plt.tight_layout()
+plt.show()
+
+# %%
+# The results are plotted as histograms for random vs. clustered graphs, highlighting differences in detected community structures.
+#The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
+#Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
+#Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
+
+
+# %%

From a3ac9c19e8a74bf5111dfcaec0058ef0246003f4 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 26 Mar 2025 21:20:14 +0530
Subject: [PATCH 380/681] Update stochastic_variability.py

---
 doc/examples_sphinx-gallery/stochastic_variability.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index b4217cb4d..7c44f7add 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -91,6 +91,3 @@ def run_experiment(graph, iterations=50):
 #The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
 #Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
 #Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
-
-
-# %%

From debdfa26bfe2880a3e648c304f33ff2a3af1cfc8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:06 +0100
Subject: [PATCH 381/681] fix: scripts/mkdoc.sh now allows overriding Python
 with the PYTHON envvar

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index db6487d98..696157fd6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,7 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
-  python3 -m venv .venv
+  ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given

From 35de4a7301c014320e2730da9a5b0a2eccd47b32 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:27 +0100
Subject: [PATCH 382/681] fix: import _compare_communities from igraph._igraph
 on the top level

---
 src/igraph/clustering.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 89b34b56e..36df961ad 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,7 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
-from igraph._igraph import GraphBase, community_to_membership
+from igraph._igraph import GraphBase, community_to_membership, _compare_communities
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
@@ -1500,10 +1500,8 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
 
     @return: the calculated measure.
     """
-    import igraph._igraph
-
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
-    return igraph._igraph._compare_communities(vec1, vec2, method)
+    return _compare_communities(vec1, vec2, method)
 
 
 def split_join_distance(comm1, comm2, remove_none=False):

From dc52eb3c4dd0e3402fcb8685a18f73e77dfc568b Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Thu, 27 Mar 2025 21:34:00 +0530
Subject: [PATCH 383/681] Update sg_execution_times.rst

---
 doc/source/sg_execution_times.rst | 87 ++++++++++++++++---------------
 1 file changed, 45 insertions(+), 42 deletions(-)

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
index a63741754..65c6c041f 100644
--- a/doc/source/sg_execution_times.rst
+++ b/doc/source/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:10.013** total execution time for 25 files **from all galleries**:
+**01:51.199** total execution time for 26 files **from all galleries**:
 
 .. container::
 
@@ -33,77 +33,80 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
+     - 00:39.554
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:11.628
      - 0.0
    * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
+     - 00:09.870
      - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:09.261
      - 0.0
    * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
+     - 00:06.259
      - 0.0
    * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
+     - 00:05.379
      - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:04.307
      - 0.0
    * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
+     - 00:03.508
      - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:02.530
      - 0.0
    * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
+     - 00:02.393
      - 0.0
    * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
+     - 00:02.157
      - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
+   * - :ref:`sphx_glr_tutorials_stochastic_variability.py` (``../examples_sphinx-gallery/stochastic_variability.py``)
+     - 00:01.960
      - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:01.750
      - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:01.728
      - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:01.376
      - 0.0
    * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
+     - 00:01.135
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:01.120
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.939
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.902
      - 0.0
    * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
+     - 00:00.840
      - 0.0
    * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
+     - 00:00.674
      - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.609
      - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.396
      - 0.0
    * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
+     - 00:00.370
      - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.319
      - 0.0
    * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
+     - 00:00.234
      - 0.0

From 97b7192b3a1c726259350e86efdfdef2ccc416ad Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Fri, 28 Mar 2025 15:43:00 +0530
Subject: [PATCH 384/681] Update stochastic_variability.py

I have made the changes as per the review.
---
 .../stochastic_variability.py                 | 137 ++++++++++++------
 1 file changed, 89 insertions(+), 48 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index 7c44f7add..944f82118 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -5,89 +5,130 @@
 Stochastic Variability in Community Detection Algorithms
 =========================================================
 
-This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures (NMI, VI, RI) on both random and structured graphs.
+This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures normalized mutual information (NMI), variation of information (VI), rand index (RI) on both random and structured graphs.
 
 """
 # %%
-# Import Libraries
+# Import libraries
 import igraph as ig
-import numpy as np
 import matplotlib.pyplot as plt
 import itertools
 
 # %%
 # First, we generate a graph.
-# Generates a random Erdos-Renyi graph (no clear community structure)
-def generate_random_graph(n, p):
-    return ig.Graph.Erdos_Renyi(n=n, p=p)
+# Load the karate club network
+karate = ig.Graph.Famous("Zachary")
   
 # %%
-# Generates a clustered graph with clear communities using the Stochastic Block Model (SBM)
-def generate_clustered_graph(n, clusters, intra_p, inter_p):
-    block_sizes = [n // clusters] * clusters
-    prob_matrix = [[intra_p if i == j else inter_p for j in range(clusters)] for i in range(clusters)]
-    return ig.Graph.SBM(sum(block_sizes), prob_matrix, block_sizes)
+#For the random graph, we use an Erdős-Rényi :math:`G(n, m)` model, where 'n' is the number of nodes 
+#and 'm' is the number of edges. We set 'm' to match the edge count of the empirical (Karate Club) 
+#network to ensure structural similarity in terms of connectivity, making comparisons meaningful.
+n_nodes = karate.vcount()
+n_edges = karate.ecount()
+#Generate an Erdős-Rényi graph with the same number of nodes and edges
+random_graph = ig.Graph.Erdos_Renyi(n=n_nodes, m=n_edges)
 
 # %%
-# Computes pairwise similarity (NMI, VI, RI) between partitions
+# Now, lets plot the graph to visually understand them.
+
+# Create subplots
+fig, axes = plt.subplots(1, 2, figsize=(12, 6))
+
+# Karate Club Graph
+layout_karate = karate.layout("fr")
+ig.plot(
+    karate, layout=layout_karate, target=axes[0], vertex_size=30, vertex_color="lightblue", edge_width=1,
+    vertex_label=[str(v.index) for v in karate.vs], vertex_label_size=10
+)
+axes[0].set_title("Karate Club Network")
+
+# Erdős-Rényi Graph
+layout_random = random_graph.layout("fr")
+ig.plot(
+    random_graph, layout=layout_random, target=axes[1], vertex_size=30, vertex_color="lightcoral", edge_width=1,
+    vertex_label=[str(v.index) for v in random_graph.vs], vertex_label_size=10
+)
+axes[1].set_title("Erdős-Rényi Random Graph")
+# %%
+# Function to compute similarity between partitions
 def compute_pairwise_similarity(partitions, method):
-    """Computes pairwise similarity measure between partitions."""
-    scores = []
+    similarities = []
+    
     for p1, p2 in itertools.combinations(partitions, 2):
-        scores.append(ig.compare_communities(p1, p2, method=method))
-    return scores
+        similarity = ig.compare_communities(p1, p2, method=method)
+        similarities.append(similarity)
+    
+    return similarities
 
 # %%
-# Stochastic Community Detection
-# Runs Louvain's method iteratively to generate partitions
-# Computes similarity metrics: 
+# We have used, stochastic community detection using the Louvain method, iteratively generating partitions and computing similarity metrics to assess stability.
+# The Louvain method is a modularity maximization approach for community detection. 
+# Since exact modularity maximization is NP-hard, the algorithm employs a greedy heuristic that processes vertices in a random order. 
+# This randomness leads to variations in the detected communities across different runs, which is why results may differ each time the method is applied.
 def run_experiment(graph, iterations=50):
-    """Runs the stochastic method multiple times and collects community partitions."""
     partitions = [graph.community_multilevel().membership for _ in range(iterations)]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
-# %%
-# Parameters
-n_nodes = 100
-p_random = 0.05
-clusters = 4
-p_intra = 0.3  # High intra-cluster connection probability
-p_inter = 0.01  # Low inter-cluster connection probability
-
-# %%
-# Generate graphs
-random_graph = generate_random_graph(n_nodes, p_random)
-clustered_graph = generate_clustered_graph(n_nodes, clusters, p_intra, p_inter)
-
 # %%
 # Run experiments
+nmi_karate, vi_karate, ri_karate = run_experiment(karate)
 nmi_random, vi_random, ri_random = run_experiment(random_graph)
-nmi_clustered, vi_clustered, ri_clustered = run_experiment(clustered_graph)
 
-# %% 
-# Lets, plot the histograms
+# %%
+# Lastly, lets plot probability density histograms to understand the result.
 fig, axes = plt.subplots(3, 2, figsize=(12, 10))
-measures = [(nmi_random, nmi_clustered, "NMI"), (vi_random, vi_clustered, "VI"), (ri_random, ri_clustered, "RI")]
+measures = [
+    (nmi_karate, nmi_random, "NMI", 0, 1),  # Normalized Mutual Information (0-1, higher = more similar)
+    (vi_karate, vi_random, "VI", 0, None),  # Variation of Information (0+, lower = more similar)
+    (ri_karate, ri_random, "RI", 0, 1),  # Rand Index (0-1, higher = more similar)
+]
 colors = ["red", "blue", "green"]
 
-for i, (random_scores, clustered_scores, measure) in enumerate(measures):
-    axes[i][0].hist(random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
-    axes[i][0].set_title(f"Histogram of {measure} - Random Graph")
+for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
+    # Karate Club histogram
+    axes[i][0].hist(
+        karate_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
+        density=True  # Probability density
+    )
+    axes[i][0].set_title(f"Probability Density of {measure} - Karate Club Network")
     axes[i][0].set_xlabel(f"{measure} Score")
-    axes[i][0].set_ylabel("Frequency")
-    
-    axes[i][1].hist(clustered_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black")
-    axes[i][1].set_title(f"Histogram of {measure} - Clustered Graph")
+    axes[i][0].set_ylabel("Density")
+    axes[i][0].set_xlim(lower, upper)  # Set axis limits explicitly
+
+    # Erdős-Rényi Graph histogram
+    axes[i][1].hist(
+        random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
+        density=True
+    )
+    axes[i][1].set_title(f"Probability Density of {measure} - Erdős-Rényi Graph")
     axes[i][1].set_xlabel(f"{measure} Score")
+    axes[i][1].set_xlim(lower, upper)  # Set axis limits explicitly
 
 plt.tight_layout()
 plt.show()
 
 # %%
-# The results are plotted as histograms for random vs. clustered graphs, highlighting differences in detected community structures.
-#The key reason for the inconsistency in random graphs and higher consistency in structured graphs is due to community structure strength:
-#Random Graphs: Lack clear communities, leading to unstable partitions. Stochastic algorithms detect different structures across runs, resulting in low NMI, high VI, and inconsistent RI.
-#Structured Graphs: Have well-defined communities, so detected partitions are more stable across multiple runs, leading to high NMI, low VI, and stable RI.
+# We have compared the probability density of NMI, VI, and RI for the Karate Club network (structured) and an Erdős-Rényi random graph.
+#
+# **NMI (Normalized Mutual Information):**
+# 
+# - Karate Club Network: The distribution is concentrated near 1, indicating high similarity across multiple runs, suggesting stable community detection.
+# - Erdős-Rényi Graph: The values are more spread out, with lower NMI scores, showing inconsistent partitions due to the lack of clear community structures.
+#
+# **VI (Variation of Information):**
+#
+# - Karate Club Network: The values are low and clustered, indicating stable partitioning with minor variations across runs.
+# - Erdős-Rényi Graph: The distribution is broader and shifted toward higher VI values, meaning higher partition variability and less consistency.
+#
+# **RI (Rand Index):**
+#
+# - Karate Club Network: The RI values are high and concentrated near 1, suggesting consistent clustering results across multiple iterations.
+# - Erdős-Rényi Graph: The distribution is more spread out, but with lower RI values, confirming unstable community detection.
+#
+# **Conclusion**
+# 
+# The Karate Club Network exhibits strong, well-defined community structures, leading to consistent results across runs.  
+# The Erdős-Rényi Graph, being random, lacks clear communities, causing high variability in detected partitions.
\ No newline at end of file

From 97828b6aa4b5dc7e52be632c7ec2fa5a8b6259b0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Mar 2025 20:06:55 +0200
Subject: [PATCH 385/681] build(deps): bump pypa/cibuildwheel from 2.23.1 to
 2.23.2 (#823)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.1 to 2.23.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.1...v2.23.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 339919314..5fea2ee20 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 3c63095959f37c677d96152e8a79850cad60ff0a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 21:26:35 +0000
Subject: [PATCH 386/681] chore: remove generated sg_execution_times.rst file

---
 doc/source/sg_execution_times.rst | 109 ------------------------------
 1 file changed, 109 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index a63741754..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,109 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**00:10.013** total execution time for 25 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
-     - 0.0

From e159d7e7855c0022dad64aaf4a2b4f955b4cb0f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 22:16:02 +0000
Subject: [PATCH 387/681] docs: fix Dash docset build

---
 doc/source/icon.png    | Bin 0 -> 2567 bytes
 doc/source/icon@2x.png | Bin 0 -> 3247 bytes
 scripts/mkdoc.sh       |   6 ++++--
 3 files changed, 4 insertions(+), 2 deletions(-)
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diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 696157fd6..31d6a35ac 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -104,17 +104,19 @@ if [ "x$DOC2DASH" = "x1" ]; then
   PWD=`pwd`
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
-  DOC2DASH=`which doc2dash 2>/dev/null || true`
+  DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
       echo "Generating Dash docset..."
       "$DOC2DASH" \
-          --online-redirect-url "https://igraph.org/python/api/latest" \
+          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
           -f \
           -j \
           -I "index.html" \
+          --icon ${ROOT_FOLDER}/doc/source/icon.png \
+          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
           "${DOC_API_FOLDER}"
       DASH_READY=1
   else

From e1823986f2a68a420526b0835741c1024986167c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 1 Apr 2025 01:34:32 +0300
Subject: [PATCH 388/681] docs: add personalized PageRank gallery example

---
 .../personalized_pagerank.py                  | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/personalized_pagerank.py

diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
new file mode 100644
index 000000000..2fd044612
--- /dev/null
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-personalized_pagerank:
+
+===============================
+Personalized PageRank on a grid
+===============================
+
+This example demonstrates how to calculate and visualize personalized PageRank on a grid. We use the :meth:`igraph.Graph.personalized_pagerank` method, and demonstrate the effects on a grid graph.
+"""
+
+# %%
+# .. note::
+#
+#    The PageRank score of a vertex reflects the probability that a random walker will be at that vertex over the long run. At each step the walker has a 1 - damping chance to restart the walk and pick a starting vertex according to the probabilities defined in the reset vector.
+
+import igraph as ig
+import matplotlib.cm as cm
+import matplotlib.pyplot as plt
+import numpy as np
+
+# %%
+# We define a function that plots the graph on a Matplotlib axis, along with
+# its personalized PageRank values. The function also generates a
+# color bar on the side to see how the values change.
+# We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_
+# to set the colors and ensure that our color bar range is correct.
+
+
+def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
+    """Plots personalized PageRank values on a grid graph with a colorbar.
+
+    Parameters
+    ----------
+    graph : ig.Graph
+        graph to plot
+    p_pagerank : list[float]
+        calculated personalized PageRank values
+    """
+    # Create the axis for matplotlib
+    _, ax = plt.subplots(figsize=(8, 8))
+
+    # Create a matplotlib colormap
+    # coolwarm goes from blue (lowest value) to red (highest value)
+    cmap = cm.coolwarm
+
+    # Normalize the PageRank values for colormap
+    normalized_pagerank = ig.rescale(p_pagerank)
+
+    graph.vs["color"] = [cmap(pr) for pr in normalized_pagerank]
+    graph.vs["size"] = ig.rescale(p_pagerank, (20, 40))
+    graph.es["color"] = "gray"
+    graph.es["width"] = 1.5
+
+    # Plot the graph
+    ig.plot(graph, target=ax, layout=graph.layout_grid())
+
+    # Add a colorbar
+    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    plt.colorbar(sm, ax=ax, label="Personalized PageRank")
+
+    plt.title("Graph with Personalized PageRank")
+    plt.axis("equal")
+    plt.show()
+
+
+# %%
+# First, we generate a graph, e.g. a Lattice Graph, which basically is a ``dim x dim`` grid:
+dim = 5
+grid_size = (dim, dim)  # dim rows, dim columns
+g = ig.Graph.Lattice(dim=grid_size, circular=False)
+
+# %%
+# Then we initialize the ``reset_vector`` (it's length should be equal to the number of vertices in the graph):
+reset_vector = np.zeros(g.vcount())
+
+# %%
+# Then we set the nodes to prioritize, for example nodes with indices ``0`` and ``18``:
+reset_vector[0] = 1
+reset_vector[18] = 0.65
+
+# %%
+# Then we calculate the personalized PageRank:
+personalized_page_rank = g.personalized_pagerank(damping=0.85, reset=reset_vector)
+
+# %%
+# Finally, we plot the graph with the personalized PageRank values:
+plot_pagerank(g, personalized_page_rank)
+
+
+# %%
+# Alternatively, we can play around with the ``damping`` parameter:
+personalized_page_rank = g.personalized_pagerank(damping=0.45, reset=reset_vector)
+
+# %%
+# Here we can see the same plot with the new damping parameter:
+plot_pagerank(g, personalized_page_rank)

From b6b07e98e16669b3def9cbb8b103561b93632662 Mon Sep 17 00:00:00 2001
From: Sanat Kumar Gupta <123228827+SKG24@users.noreply.github.com>
Date: Wed, 2 Apr 2025 06:33:08 +0530
Subject: [PATCH 389/681] Delete doc/source/sg_execution_times.rst

---
 doc/source/sg_execution_times.rst | 112 ------------------------------
 1 file changed, 112 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index 65c6c041f..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,112 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**01:51.199** total execution time for 26 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:39.554
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:11.628
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:09.870
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:09.261
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:06.259
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:05.379
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:04.307
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:03.508
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:02.530
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:02.393
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:02.157
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_stochastic_variability.py` (``../examples_sphinx-gallery/stochastic_variability.py``)
-     - 00:01.960
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:01.750
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:01.728
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:01.376
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:01.135
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:01.120
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.939
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.902
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.840
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.674
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.609
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.396
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.370
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.319
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.234
-     - 0.0

From 63cfd01b2289853a8683e3f027b0ac963b4bbfe7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 8 Apr 2025 14:43:04 +0000
Subject: [PATCH 390/681] docs: fix a lot of outdated links (#824)

---
 .../cluster_contraction.py                    |  2 +-
 doc/source/install.rst                        |  4 +--
 doc/source/visualisation.rst                  |  2 +-
 setup.py                                      |  4 +--
 src/_igraph/graphobject.c                     | 29 ++++++++++---------
 src/igraph/__init__.py                        |  2 +-
 src/igraph/community.py                       | 18 ++++++------
 src/igraph/drawing/__init__.py                | 10 +++----
 src/igraph/drawing/cairo/plot.py              |  6 ++--
 src/igraph/drawing/graph.py                   |  8 ++---
 src/igraph/io/images.py                       |  2 +-
 tox.ini                                       |  2 +-
 12 files changed, 45 insertions(+), 44 deletions(-)

diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index aa7cf38a7..af997dc5d 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -12,7 +12,7 @@
 
 # %%
 # We begin by load the graph from file. The file containing this network can be
-# downloaded `here <http://www-personal.umich.edu/~mejn/netdata/>`_.
+# downloaded `here <https://www-personal.umich.edu/~mejn/netdata/>`_.
 g = ig.load("./lesmis/lesmis.gml")
 
 # %%
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 91fcf6f18..65c985bb9 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -131,7 +131,7 @@ Fourth, call ``pip`` to compile and install the package from source::
   $ pip install .
 
 Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
-to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to build an installable Python wheel. Here we use `pipx <https://pipx.pypa.io>`_
 to invoke ``build`` in a separate virtualenv::
 
   $ pipx run build
@@ -140,7 +140,7 @@ Testing your installation
 -------------------------
 
 Use ``tox`` or another standard test runner tool to run all the unit tests.
-Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+Here we use `pipx <https://pipx.pypa.io>`_ to invoke ``tox``::
 
   $ pipx run tox
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 7cad8bf9b..cf32dbd90 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -234,6 +234,6 @@ See the :ref:`tutorial <tutorial-layouts-plotting>` for examples and a full list
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
 .. _Cairo: https://www.cairographics.org
-.. _graphviz: http://www.graphviz.org
+.. _graphviz: https://www.graphviz.org
 .. _networkx: https://networkx.org/
 .. _graph-tool: https://graph-tool.skewed.de/
diff --git a/setup.py b/setup.py
index 18c5a7793..b61fe9881 100644
--- a/setup.py
+++ b/setup.py
@@ -953,7 +953,7 @@ def get_tag(self):
 Graph plotting functionality is provided by the Cairo library, so make
 sure you install the Python bindings of Cairo if you want to generate
 publication-quality graph plots. You can try either `pycairo
-<http://cairographics.org/pycairo>`_ or `cairocffi <http://cairocffi.readthedocs.io>`_,
+<http://cairographics.org/pycairo>`_ or `cairocffi <https://doc.courtbouillon.org/cairocffi/>`_,
 ``cairocffi`` is recommended because there were bug reports affecting igraph
 graph plots in Jupyter notebooks when using ``pycairo`` (but not with
 ``cairocffi``).
@@ -983,7 +983,7 @@ def get_tag(self):
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
-        "Documentation": "https://igraph.readthedocs.io",
+        "Documentation": "https://python.igraph.org",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     "ext_modules": [igraph_extension],
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 49e025003..b5565ab59 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14530,7 +14530,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "the number of vertices in the graph, a list of shifts giving\n"
     "additional edges to a cycle backbone and another integer giving how\n"
     "many times the shifts should be performed. See\n"
-    "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+    "U{https://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
     "@param n: the number of vertices\n"
     "@param shifts: the shifts in a list or tuple\n"
     "@param repeats: the number of repeats\n"
@@ -16222,7 +16222,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
    "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
    "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
-   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
+   "    U{https://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -16820,7 +16820,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "forces among the vertices and then the physical system is simulated\n"
    "until it reaches an equilibrium or the maximal number of iterations is\n"
    "reached.\n\n"
-   "See U{http://www.schmuhl.org/graphopt/} for the original graphopt.\n\n"
+   "See U{https://web.archive.org/web/20220611030748/http://www.schmuhl.org/graphopt/}\n"
+   "and U{https://sourceforge.net/projects/graphopt/} for the original graphopt.\n\n"
    "@param niter: the number of iterations to perform. Should be a couple\n"
    "  of hundred in general.\n\n"
    "@param node_charge: the charge of the vertices, used to calculate electric\n"
@@ -17135,7 +17136,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_DIMACS(f, directed=False)\n--\n\n"
    "Reads a graph from a file conforming to the DIMACS minimum-cost flow file format.\n\n"
    "For the exact description of the format, see\n"
-   "U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
+   "U{https://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
    "Restrictions compared to the official description of the format:\n\n"
    "  - igraph's DIMACS reader requires only three fields in an arc definition,\n"
    "    describing the edge's source and target node and its capacity.\n"
@@ -17171,7 +17172,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_GraphDB(f, directed=False)\n--\n\n"
    "Reads a GraphDB format file and creates a graph based on it.\n\n"
    "GraphDB is a binary format, used in the graph database for\n"
-   "isomorphism testing (see U{http://amalfi.dis.unina.it/graph/}).\n\n"
+   "isomorphism testing (see U{https://mivia.unisa.it/datasets/graph-database/arg-database/}).\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
   /* interface to igraph_read_graph_graphml */
@@ -17394,7 +17395,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "algorithm.\n\n"
    "Passing the permutation returned here to L{permute_vertices()} will\n"
    "transform the graph into its canonical form.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17420,7 +17421,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17471,7 +17472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm.\n\n"
    "@param other: the other graph with which we want to compare the graph.\n"
    "@param color1: optional vector storing the coloring of the vertices of\n"
@@ -18264,15 +18265,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n--\n\n"
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
-   "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
+   "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
    "B{References}\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "    U{https://arxiv.org/abs/0707.0609}\n"
    "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
    "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
-   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "    U{https://arxiv.org/abs/0906.1405}\n"
    "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
@@ -18301,7 +18302,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
    "time algorithm to detect community structures in large-scale\n"
    "networks. I{Phys Rev E} 76:036106, 2007.\n"
-   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "U{https://arxiv.org/abs/0709.2938}.\n"
    "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
@@ -18356,7 +18357,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
    "unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "P10008 (2008), U{https://arxiv.org/abs/0803.0476}\n"
    "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
@@ -18495,7 +18496,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
-   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
+   "networks using random walks, U{https://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7f0e328b7..0b1690849 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -860,7 +860,7 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
             networks. I{Nature} 393(6884):440-442, 1998.
           - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
             The architecture of complex weighted networks. I{PNAS} 101, 3747
-            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+            (2004). U{https://arxiv.org/abs/cond-mat/0311416}.
 
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
diff --git a/src/igraph/community.py b/src/igraph/community.py
index e2dcb47da..0fdcdf154 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -37,12 +37,12 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
       - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
         community structure in complex networks, I{PNAS} 105, 1118 (2008).
-        U{http://dx.doi.org/10.1073/pnas.0706851105},
-        U{http://arxiv.org/abs/0707.0609}.
+        U{https://doi.org/10.1073/pnas.0706851105},
+        U{https://arxiv.org/abs/0707.0609}.
       - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
         I{Eur Phys. J Special Topics} 178, 13 (2009).
-        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-        U{http://arxiv.org/abs/0906.1405}.
+        U{https://doi.org/10.1140/epjst/e2010-01179-1},
+        U{https://arxiv.org/abs/0906.1405}.
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
@@ -125,7 +125,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
     time algorithm to detect community structures in large-scale networks.
-    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+    I{Phys Rev} E 76:036106, 2007. U{https://arxiv.org/abs/0709.2938}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
@@ -165,7 +165,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
     unfolding of community hierarchies in large networks, I{J Stat Mech}
-    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+    P10008 (2008). U{https://arxiv.org/abs/0803.0476}
 
     @param weights: edge attribute name or a list containing edge
       weights
@@ -271,11 +271,11 @@ def _community_spinglass(graph, *args, **kwds):
 
       - Reichardt J and Bornholdt S: Statistical mechanics of community
         detection. I{Phys Rev E} 74:016110 (2006).
-        U{http://arxiv.org/abs/cond-mat/0603718}.
+        U{https://arxiv.org/abs/cond-mat/0603718}.
 
       - Traag VA and Bruggeman J: Community detection in networks
         with positive and negative links. I{Phys Rev E} 80:036115 (2009).
-        U{http://arxiv.org/abs/0811.2329}.
+        U{https://arxiv.org/abs/0811.2329}.
 
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
@@ -329,7 +329,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     as a dendrogram.
 
     B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
-    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+    networks using random walks, U{https://arxiv.org/abs/physics/0512106}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index e6d06b4bc..2725745f6 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -5,9 +5,9 @@
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
-provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
-This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+provide Python bindings to the popular U{Cairo library<https://www.cairographics.org>}.
+This means that if you don't have U{pycairo<https://pycairo.readthedocs.io/>}
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -21,8 +21,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index ac98210db..f35db6ef1 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -6,7 +6,7 @@
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
 This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -17,8 +17,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ec326c48d..00f77f402 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -7,8 +7,8 @@
     - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
-(U{Cytoscape<http://www.cytoscape.org>}) using the
-(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+(U{Cytoscape<https://cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<https://apps.cytoscape.org/apps/cytoscaperpc>}), see
 L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
 network from Cytoscape and convert it to igraph format.
 """
@@ -24,8 +24,8 @@ class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that sends/receives graphs to/from Cytoscape using
     CytoscapeRPC.
 
-    This graph drawer cooperates with U{Cytoscape<http://www.cytoscape.org>}
-    using U{CytoscapeRPC<http://wiki.nbic.nl/index.php/CytoscapeRPC>}.
+    This graph drawer cooperates with U{Cytoscape<https://cytoscape.org>}
+    using U{CytoscapeRPC<https://apps.cytoscape.org/apps/cytoscaperpc>}.
     You need to install the CytoscapeRPC plugin first and start the
     XML-RPC server on a given port (port 9000 by default) from the
     appropriate Plugins submenu in Cytoscape.
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 052be0500..202e39862 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -149,7 +149,7 @@ def _write_graph_to_svg(
 
     print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
     print(
-        "<!-- Created by igraph (http://igraph.org/) -->",
+        "<!-- Created by igraph (https://igraph.org/) -->",
         file=f,
     )
     print(file=f)
diff --git a/tox.ini b/tox.ini
index 221c56a55..e1b1944bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,4 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
+# Tox (https://tox.wiki) is a tool for running tests
 # in multiple virtualenvs. This configuration file will run the
 # test suite on all supported python versions. To use it, "pip install tox"
 # and then run "tox" from this directory.

From 82922801a731eeaaa9e9271803749e65996e84cc Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Thu, 10 Apr 2025 11:19:12 +0200
Subject: [PATCH 391/681] feat: implement simple cycle search Python binding
 (#806)

---
 CHANGELOG.md              |  1 +
 src/_igraph/graphobject.c | 84 +++++++++++++++++++++++++++++++++++++++
 tests/test_cycles.py      | 19 +++++++++
 3 files changed, 104 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dea92015e..88c1c9d7d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+- Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b5565ab59..0d2b05fab 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7813,6 +7813,72 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   return result_o;
 }
 
+
+PyObject *igraphmodule_Graph_simple_cycles(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *mode_o = Py_None;
+  PyObject *output_o = Py_None;
+  PyObject *min_cycle_length_o = Py_None;
+  PyObject *max_cycle_length_o = Py_None;
+
+  // argument defaults: no cycle limits
+  igraph_integer_t mode = IGRAPH_OUT;
+  igraph_integer_t min_cycle_length = -1;
+  igraph_integer_t max_cycle_length = -1;
+  igraph_bool_t use_edges = false;
+
+  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+    return NULL;
+
+  if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
+    return NULL;
+
+  if (min_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(min_cycle_length_o, &min_cycle_length))
+    return NULL;
+
+  if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  igraph_vector_int_list_t vertices;
+  if (igraph_vector_int_list_init(&vertices, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  igraph_vector_int_list_t edges;
+  if (igraph_vector_int_list_init(&edges, 0)) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_simple_cycles(
+    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+  )) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraph_vector_int_list_destroy(&edges);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  PyObject *result_o;
+
+  if (use_edges) {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&edges);
+  } else {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&vertices);
+  }
+  igraph_vector_int_list_destroy(&edges);
+  igraph_vector_int_list_destroy(&vertices);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Graph layout algorithms                                            *
  **********************************************************************/
@@ -16565,6 +16631,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
+  {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
+   METH_VARARGS | METH_KEYWORDS,
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "Finds simple cycles in a graph\n\n"
+   "@param mode: for directed graphs, specifies how the edge directions\n"
+   "  should be taken into account. C{\"all\"} means that the edge directions\n"
+   "  must be ignored, C{\"out\"} means that the edges must be oriented away\n"
+   "  from the root, C{\"in\"} means that the edges must be oriented\n"
+   "  towards the root. Ignored for undirected graphs.\n"
+   "@param min: the minimum number of vertices in a cycle\n"
+   "  for it to be returned.\n"
+   "@param max: the maximum number of vertices in a cycle\n"
+   "  for it to be considered.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of tuples of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"
+  },
 
   /********************/
   /* LAYOUT FUNCTIONS */
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 48a37f2f7..e3549121c 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -60,6 +60,25 @@ def test_fundamental_cycles(self):
         ]
         assert cycles == [[6, 7, 10], [8, 9, 10]]
 
+    def test_simple_cycles(self):
+        g = Graph(
+            [
+                (0, 1),
+                (1, 2),
+                (2, 0),
+                (0, 0),
+                (0, 3),
+                (3, 4),
+                (4, 5),
+                (5, 0),
+            ]
+        )
+
+        vertices = g.simple_cycles(output="vpath")
+        edges = g.simple_cycles(output="epath")
+        assert len(vertices) == 3
+        assert len(edges) == 3
+
     def test_minimum_cycle_basis(self):
         g = Graph(
             [

From 3da6ff198a145c87995ef5ff254006831899de0e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:13:57 +0200
Subject: [PATCH 392/681] ci: trying to add Windows ARM64 builds

---
 .github/workflows/build.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5fea2ee20..6077b1094 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -208,16 +208,22 @@ jobs:
 
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
-    runs-on: windows-2019
     strategy:
       matrix:
         include:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
+            os: windows-2019
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
+            os: windows-2019
+          - cmake_arch: ARM64
+            wheel_arch: win_arm64
+            vcpkg_arch: arm64
+            os: windows-11-arm
+    runs-on: ${{ matrix.os }}
 
     steps:
       - uses: actions/checkout@v4

From 886b4de6fca106efbd030f2ecaf6613d11e7e65e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:21:33 +0200
Subject: [PATCH 393/681] ci: do not install Python in jobs where we are using
 cibuildwheel

---
 .github/workflows/build.yml | 17 +----------------
 1 file changed, 1 insertion(+), 16 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6077b1094..83c921ef7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,11 +23,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.23.2
         env:
@@ -129,11 +124,6 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -231,11 +221,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
@@ -267,7 +252,7 @@ jobs:
           CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
+          # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/

From 710aa4e1431eb566eb8a03379bd892929806b8df Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 10:50:26 +0200
Subject: [PATCH 394/681] ci: install liblzma in CI for Windows builds

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 83c921ef7..3888eec79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -241,7 +241,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install liblzma:${{ matrix.vcpkg_arch }}-windows-static-md libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From dbd3497a517ea3233db47e0c41055004393eea5d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:36:56 +0200
Subject: [PATCH 395/681] chore: extend tox.ini with Python 3.13

---
 tox.ini | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tox.ini b/tox.ini
index e1b1944bb..04fb5ca92 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,15 +4,16 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py38, py39, py310, py311, py312, pypy3
+envlist = py38, py39, py310, py311, py312, py313, pypy3
 
 [gh-actions]
 python =
     3.8: py38
     3.9: py39
-	3.10: py310
-	3.11: py311
-	3.12: py312
+    3.10: py310
+    3.11: py311
+    3.12: py312
+    3.13: py313
     pypy-3.7: pypy3
 
 [testenv]

From 23e45907d5b0dfeca69d144fb176400725be5e14 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:40:33 +0200
Subject: [PATCH 396/681] ci: do not attempt to compile NumPy in CI for Windows
 ARM64

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3888eec79..379bfe03a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -205,14 +205,17 @@ jobs:
             wheel_arch: win32
             vcpkg_arch: x86
             os: windows-2019
+            test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
             os: windows-2019
+            test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
             vcpkg_arch: arm64
             os: windows-11-arm
+            test_extra: test-win-arm64
     runs-on: ${{ matrix.os }}
 
     steps:
@@ -250,7 +253,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"

From d730167645a276f6e6510e35da918b058ce99f52 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 13:46:54 +0200
Subject: [PATCH 397/681] fix: added missing test-win-arm64 extra

---
 setup.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/setup.py b/setup.py
index b61fe9881..a8d1c965a 100644
--- a/setup.py
+++ b/setup.py
@@ -1020,6 +1020,15 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
+        # Dependencies needed for testing on Windows ARM64; only those that are either
+        # pure Python or have Windows ARM64 wheels as we don't want to compile wheels
+        # in CI
+        "test-win-arm64": [
+            "cairocffi>=1.2.0",
+            "networkx>=2.5",
+            "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
+        ],
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI

From 9607fd61ddc99e436c377d7781c11d8d685561eb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Apr 2025 21:15:08 +0200
Subject: [PATCH 398/681] build(deps): bump pypa/cibuildwheel from 2.23.2 to
 2.23.3 (#827)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 379bfe03a..754f5fba1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -24,7 +24,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -34,7 +34,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -55,7 +55,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +77,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -141,7 +141,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -248,7 +248,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0ce318e34685528b62ef52ed5f306bceaad362b2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Apr 2025 16:02:42 +0200
Subject: [PATCH 399/681] chore: mkdoc.sh script reformatted, output is less
 verbose now

---
 scripts/mkdoc.sh | 91 ++++++++++++++++++++++++------------------------
 1 file changed, 46 insertions(+), 45 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 31d6a35ac..32ea358d2 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -17,27 +17,27 @@ CLEAN=0
 
 while getopts ":scjdl" OPTION; do
   case $OPTION in
-    c)
-      CLEAN=1
-      ;;
-    d)
-      DOC2DASH=1
-      ;;
-    l)
-      LINKCHECK=1
-      ;;
-    \?)
-      echo "Usage: $0 [-sjd]"
-      exit 1
-      ;;
-    esac
+  c)
+    CLEAN=1
+    ;;
+  d)
+    DOC2DASH=1
+    ;;
+  l)
+    LINKCHECK=1
+    ;;
+  \?)
+    echo "Usage: $0 [-sjd]"
+    exit 1
+    ;;
+  esac
 done
-shift $((OPTIND -1))
+shift $((OPTIND - 1))
 
-SCRIPTS_FOLDER=`dirname $0`
+SCRIPTS_FOLDER=$(dirname $0)
 
 cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
+ROOT_FOLDER=$(pwd)
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_HTML_FOLDER=${ROOT_FOLDER}/doc/html
 DOC_LINKCHECK_FOLDER=${ROOT_FOLDER}/doc/linkcheck
@@ -51,17 +51,20 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+else
+  # Upgrade pip in the virtualenv
+  .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
-    .venv/bin/pip install -U doc2dash
+  .venv/bin/pip install -U doc2dash
 fi
 
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
-SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+SITE_PACKAGES_DIR=$(.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg-link
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
@@ -84,49 +87,47 @@ fi
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"
   .venv/bin/python -m sphinx \
-   -T \
-   -b linkcheck \
-   -Dtemplates_path='' \
-   -Dhtml_theme='alabaster' \
-   ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
+    -T \
+    -b linkcheck \
+    -Dtemplates_path='' \
+    -Dhtml_theme='alabaster' \
+    ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
 fi
 
-
 echo "Generating HTML documentation..."
-.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx-rtd-theme
 .venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
-
 # doc2dash
 if [ "x$DOC2DASH" = "x1" ]; then
-  PWD=`pwd`
+  PWD=$(pwd)
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
   DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
-      echo "Generating Dash docset..."
-      "$DOC2DASH" \
-          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
-          --name "python-igraph" \
-          -d "${DASH_FOLDER}" \
-          -f \
-          -j \
-          -I "index.html" \
-          --icon ${ROOT_FOLDER}/doc/source/icon.png \
-          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
-          "${DOC_API_FOLDER}"
-      DASH_READY=1
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+      --online-redirect-url "https://python.igraph.org/en/latest/api/" \
+      --name "python-igraph" \
+      -d "${DASH_FOLDER}" \
+      -f \
+      -j \
+      -I "index.html" \
+      --icon ${ROOT_FOLDER}/doc/source/icon.png \
+      --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
+      "${DOC_API_FOLDER}"
+    DASH_READY=1
   else
-      echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-      DASH_READY=0
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
   fi
 
   echo ""
   if [ "x${DASH_READY}" = x1 ]; then
-      echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
+    echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
   fi
 
   cd "$PWD"

From 0c02648161a472477e6f2dd47e20f303809669c6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Oct 2023 13:11:32 +0000
Subject: [PATCH 400/681] build(deps): bump pypa/cibuildwheel from 2.16.1 to
 2.16.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.1 to 2.16.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.1...v2.16.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3d5fb40f1..59ffdea0b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -63,7 +63,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -88,7 +88,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -155,7 +155,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -255,7 +255,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.1
+        uses: pypa/cibuildwheel@v2.16.2
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 3f60d008e13db3d722d7d7a3057a83c5e2fcba11 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:28:33 +0200
Subject: [PATCH 401/681] chore: bumped version to 0.11.0

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f37e0fcea..678b963ed 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [develop]
+## [0.11.0] - 2023-10-12
 
 ### Added
 
@@ -582,7 +582,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[develop]: https://github.com/igraph/python-igraph/compare/0.10.8...develop
+[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
 [0.10.6]: https://github.com/igraph/python-igraph/compare/0.10.5...0.10.6
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 655891d8a..c1a3ca82e 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 10, 8)
+__version_info__ = (0, 11, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 86dbb6880e3bd1783482dd717940f2e6e5b94acf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 15:56:22 +0200
Subject: [PATCH 402/681] doc: add switch to doc building script to ensure that
 the docs build from scratch

---
 scripts/mkdoc.sh | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 4ff41d23a..3a65cc264 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -4,15 +4,22 @@
 #
 # Usage: ./mkdoc.sh (makes API and tutorial docs)
 #        ./mkdoc.sh -d (makes a Dash docset based on standalone docs, requires doc2dash)
-
+#
+# Add -c to ensure that the documentation is built from scratch and no cached
+# assets from previous builds are used.
+#
 # Make sure we bail out on build errors
 set -e
 
 DOC2DASH=0
 LINKCHECK=0
+CLEAN=0
 
-while getopts ":sjdl" OPTION; do
+while getopts ":scjdl" OPTION; do
   case $OPTION in
+    c)
+      CLEAN=1
+      ;;
     d)
       DOC2DASH=1
       ;;
@@ -66,10 +73,13 @@ rm -f dist/*.whl && .venv/bin/pip wheel -q -w dist . && .venv/bin/pip install -q
 echo "Patching modularized Graph methods"
 .venv/bin/python3 ${SCRIPTS_FOLDER}/patch_modularized_graph_methods.py
 
-
 echo "Clean previous docs"
 rm -rf "${DOC_HTML_FOLDER}"
 
+if [ "x$CLEAN" = "x1" ]; then
+  # This is generated by sphinx-gallery
+  rm -rf "${DOC_SOURCE_FOLDER}/tutorials"
+fi
 
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"

From 35ab0741fede81606855851b08bef4f4a7b5f2a6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:27:47 +0200
Subject: [PATCH 403/681] fix: fix plotting of null graphs with the Matplotlib
 backend

---
 src/igraph/drawing/matplotlib/graph.py        |   2 +-
 .../cairo/baseline_images/graph_null.png      | Bin 0 -> 2354 bytes
 tests/drawing/cairo/test_graph.py             |   5 +
 .../baseline_images/test_graph/graph_null.png | Bin 0 -> 3326 bytes
 tests/drawing/matplotlib/test_graph.py        |   8 +
 .../plotly/baseline_images/graph_null.json    | 829 ++++++++++++++++++
 tests/drawing/plotly/test_graph.py            |   7 +
 tests/drawing/plotly/utils.py                 |   4 +
 8 files changed, 854 insertions(+), 1 deletion(-)
 create mode 100644 tests/drawing/cairo/baseline_images/graph_null.png
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
 create mode 100644 tests/drawing/plotly/baseline_images/graph_null.json

diff --git a/src/igraph/drawing/matplotlib/graph.py b/src/igraph/drawing/matplotlib/graph.py
index 139f122c6..73c5e6ab4 100644
--- a/src/igraph/drawing/matplotlib/graph.py
+++ b/src/igraph/drawing/matplotlib/graph.py
@@ -532,7 +532,7 @@ def _draw_vertices(self):
 
         art = VertexCollection(
             patches,
-            offsets=offsets,
+            offsets=offsets if offsets else None,
             offset_transform=self.axes.transData,
             match_original=True,
             transform=Affine2D(),
diff --git a/tests/drawing/cairo/baseline_images/graph_null.png b/tests/drawing/cairo/baseline_images/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2e6483a19e4188c8470b3f38165844681d00d
GIT binary patch
literal 2354
zcmeAS@N?(olHy`uVBq!ia0y~yV2S`?4kn<8Aq#&ukYY>nc6VX;4}uH!E}zW6!13JE
z#WAE}&fBYoj0_4q2MiAEf3BG9F3kG3D*YLQ!`0h-3=O_+91gPtnI@#QFf5T&WXK%l
xj)ul)Vi?T}qea1JNjO>(j+TT&pd|dpxIm13?So5OT!D=s22WQ%mvv4FO#o+eb=?2}

literal 0
HcmV?d00001

diff --git a/tests/drawing/cairo/test_graph.py b/tests/drawing/cairo/test_graph.py
index 2e5dd5832..7f99eae77 100644
--- a/tests/drawing/cairo/test_graph.py
+++ b/tests/drawing/cairo/test_graph.py
@@ -85,6 +85,11 @@ def test_graph_with_curved_edges(self):
             backend="cairo",
         )
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        plot(g, backend="cairo", target=result_image_folder / "graph_null.png")
+
 
 class ClusteringTestRunner(unittest.TestCase):
     @classmethod
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png b/tests/drawing/matplotlib/baseline_images/test_graph/graph_null.png
new file mode 100644
index 0000000000000000000000000000000000000000..14b94a347e483ef389edca5918de3c12145e9a07
GIT binary patch
literal 3326
zcmeAS@N?(olHy`uVBq!ia0y~yU{+vYV2a>i1B%QlYbpRzmL;wcCBgY=CFO}lsSLh}
zB?US8B{`W%3T3H9#hLke#(EZd2098EB_##LR{Hw6a0Pn#Md|vc8@H|o8p2uN5n0T@
zz@G@hj4SMyXEHGGWP7?ehE&XXd)<(cL4oIh!GZnHA1;zn;rdl}{)`R-L&JeeS)kTG
zhZ}&TBr_8OLkbTE1H%ME1qKF(W21tj0Wz8xMl-@_$uL?fj@AgHwc%)OI9eNy)`p|C
dA@<r(?`1g0nl!hKrogTQgQu&X%Q~loCIIIJ_x=C?

literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index d6130accc..46c463249 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,14 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        plt.close("all")
+        g = Graph()
+        fig, ax = plt.subplots()
+        plot(g, target=ax)
+        ax.set_aspect(1.0)
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/baseline_images/graph_null.json b/tests/drawing/plotly/baseline_images/graph_null.json
new file mode 100644
index 000000000..6d7df64d9
--- /dev/null
+++ b/tests/drawing/plotly/baseline_images/graph_null.json
@@ -0,0 +1,829 @@
+{
+  "data": [],
+  "layout": {
+    "template": {
+      "data": {
+        "bar": [
+          {
+            "error_x": {
+              "color": "#2a3f5f"
+            },
+            "error_y": {
+              "color": "#2a3f5f"
+            },
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "bar"
+          }
+        ],
+        "barpolar": [
+          {
+            "marker": {
+              "line": {
+                "color": "#E5ECF6",
+                "width": 0.5
+              },
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "barpolar"
+          }
+        ],
+        "carpet": [
+          {
+            "aaxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "baxis": {
+              "endlinecolor": "#2a3f5f",
+              "gridcolor": "white",
+              "linecolor": "white",
+              "minorgridcolor": "white",
+              "startlinecolor": "#2a3f5f"
+            },
+            "type": "carpet"
+          }
+        ],
+        "choropleth": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "choropleth"
+          }
+        ],
+        "contour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "contour"
+          }
+        ],
+        "contourcarpet": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "contourcarpet"
+          }
+        ],
+        "heatmap": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmap"
+          }
+        ],
+        "heatmapgl": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "heatmapgl"
+          }
+        ],
+        "histogram": [
+          {
+            "marker": {
+              "pattern": {
+                "fillmode": "overlay",
+                "size": 10,
+                "solidity": 0.2
+              }
+            },
+            "type": "histogram"
+          }
+        ],
+        "histogram2d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2d"
+          }
+        ],
+        "histogram2dcontour": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "histogram2dcontour"
+          }
+        ],
+        "mesh3d": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "type": "mesh3d"
+          }
+        ],
+        "parcoords": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "parcoords"
+          }
+        ],
+        "pie": [
+          {
+            "automargin": true,
+            "type": "pie"
+          }
+        ],
+        "scatter": [
+          {
+            "fillpattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+            },
+            "type": "scatter"
+          }
+        ],
+        "scatter3d": [
+          {
+            "line": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatter3d"
+          }
+        ],
+        "scattercarpet": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattercarpet"
+          }
+        ],
+        "scattergeo": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergeo"
+          }
+        ],
+        "scattergl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattergl"
+          }
+        ],
+        "scattermapbox": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scattermapbox"
+          }
+        ],
+        "scatterpolar": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolar"
+          }
+        ],
+        "scatterpolargl": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterpolargl"
+          }
+        ],
+        "scatterternary": [
+          {
+            "marker": {
+              "colorbar": {
+                "outlinewidth": 0,
+                "ticks": ""
+              }
+            },
+            "type": "scatterternary"
+          }
+        ],
+        "surface": [
+          {
+            "colorbar": {
+              "outlinewidth": 0,
+              "ticks": ""
+            },
+            "colorscale": [
+              [
+                0.0,
+                "#0d0887"
+              ],
+              [
+                0.1111111111111111,
+                "#46039f"
+              ],
+              [
+                0.2222222222222222,
+                "#7201a8"
+              ],
+              [
+                0.3333333333333333,
+                "#9c179e"
+              ],
+              [
+                0.4444444444444444,
+                "#bd3786"
+              ],
+              [
+                0.5555555555555556,
+                "#d8576b"
+              ],
+              [
+                0.6666666666666666,
+                "#ed7953"
+              ],
+              [
+                0.7777777777777778,
+                "#fb9f3a"
+              ],
+              [
+                0.8888888888888888,
+                "#fdca26"
+              ],
+              [
+                1.0,
+                "#f0f921"
+              ]
+            ],
+            "type": "surface"
+          }
+        ],
+        "table": [
+          {
+            "cells": {
+              "fill": {
+                "color": "#EBF0F8"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "header": {
+              "fill": {
+                "color": "#C8D4E3"
+              },
+              "line": {
+                "color": "white"
+              }
+            },
+            "type": "table"
+          }
+        ]
+      },
+      "layout": {
+        "annotationdefaults": {
+          "arrowcolor": "#2a3f5f",
+          "arrowhead": 0,
+          "arrowwidth": 1
+        },
+        "autotypenumbers": "strict",
+        "coloraxis": {
+          "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+          }
+        },
+        "colorscale": {
+          "diverging": [
+            [
+              0,
+              "#8e0152"
+            ],
+            [
+              0.1,
+              "#c51b7d"
+            ],
+            [
+              0.2,
+              "#de77ae"
+            ],
+            [
+              0.3,
+              "#f1b6da"
+            ],
+            [
+              0.4,
+              "#fde0ef"
+            ],
+            [
+              0.5,
+              "#f7f7f7"
+            ],
+            [
+              0.6,
+              "#e6f5d0"
+            ],
+            [
+              0.7,
+              "#b8e186"
+            ],
+            [
+              0.8,
+              "#7fbc41"
+            ],
+            [
+              0.9,
+              "#4d9221"
+            ],
+            [
+              1,
+              "#276419"
+            ]
+          ],
+          "sequential": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ],
+          "sequentialminus": [
+            [
+              0.0,
+              "#0d0887"
+            ],
+            [
+              0.1111111111111111,
+              "#46039f"
+            ],
+            [
+              0.2222222222222222,
+              "#7201a8"
+            ],
+            [
+              0.3333333333333333,
+              "#9c179e"
+            ],
+            [
+              0.4444444444444444,
+              "#bd3786"
+            ],
+            [
+              0.5555555555555556,
+              "#d8576b"
+            ],
+            [
+              0.6666666666666666,
+              "#ed7953"
+            ],
+            [
+              0.7777777777777778,
+              "#fb9f3a"
+            ],
+            [
+              0.8888888888888888,
+              "#fdca26"
+            ],
+            [
+              1.0,
+              "#f0f921"
+            ]
+          ]
+        },
+        "colorway": [
+          "#636efa",
+          "#EF553B",
+          "#00cc96",
+          "#ab63fa",
+          "#FFA15A",
+          "#19d3f3",
+          "#FF6692",
+          "#B6E880",
+          "#FF97FF",
+          "#FECB52"
+        ],
+        "font": {
+          "color": "#2a3f5f"
+        },
+        "geo": {
+          "bgcolor": "white",
+          "lakecolor": "white",
+          "landcolor": "#E5ECF6",
+          "showlakes": true,
+          "showland": true,
+          "subunitcolor": "white"
+        },
+        "hoverlabel": {
+          "align": "left"
+        },
+        "hovermode": "closest",
+        "mapbox": {
+          "style": "light"
+        },
+        "paper_bgcolor": "white",
+        "plot_bgcolor": "#E5ECF6",
+        "polar": {
+          "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "scene": {
+          "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          },
+          "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+          }
+        },
+        "shapedefaults": {
+          "line": {
+            "color": "#2a3f5f"
+          }
+        },
+        "ternary": {
+          "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          },
+          "bgcolor": "#E5ECF6",
+          "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+          }
+        },
+        "title": {
+          "x": 0.05
+        },
+        "xaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        },
+        "yaxis": {
+          "automargin": true,
+          "gridcolor": "white",
+          "linecolor": "white",
+          "ticks": "",
+          "title": {
+            "standoff": 15
+          },
+          "zerolinecolor": "white",
+          "zerolinewidth": 2
+        }
+      }
+    },
+    "xaxis": {
+      "showticklabels": false,
+      "visible": false
+    },
+    "yaxis": {
+      "showticklabels": false,
+      "visible": false
+    }
+  }
+}
\ No newline at end of file
diff --git a/tests/drawing/plotly/test_graph.py b/tests/drawing/plotly/test_graph.py
index 6505f1bd9..98b89b0c3 100644
--- a/tests/drawing/plotly/test_graph.py
+++ b/tests/drawing/plotly/test_graph.py
@@ -82,6 +82,13 @@ def test_graph_edit_children(self):
         # dot.radius *= 0.5
         return fig
 
+    @image_comparison(baseline_images=["graph_null"])
+    def test_null_graph(self):
+        g = Graph()
+        fig = go.Figure()
+        plot(g, target=fig)
+        return fig
+
 
 class ClusteringTestRunner(unittest.TestCase):
     def setUp(self):
diff --git a/tests/drawing/plotly/utils.py b/tests/drawing/plotly/utils.py
index 3d27e8707..0569442f5 100644
--- a/tests/drawing/plotly/utils.py
+++ b/tests/drawing/plotly/utils.py
@@ -126,6 +126,10 @@ def same_coords(path_elem1, path_elem2, tol):
     if baseline["layout"]["yaxis"] != baseline["layout"]["yaxis"]:
         return False
     # 'shapes' is a list of shape, should be the same up to tolerance
+    if "shapes" not in baseline["layout"]:
+        baseline["layout"]["shapes"] = []
+    if "shapes" not in figd["layout"]:
+        figd["layout"]["shapes"] = []
     if len(baseline["layout"]["shapes"]) != len(figd["layout"]["shapes"]):
         return False
     for shape1, shape2 in zip(baseline["layout"]["shapes"], figd["layout"]["shapes"]):

From 40b233a18b45a21cb92c6be740870e3bb615047e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 17:32:05 +0200
Subject: [PATCH 404/681] chore: bumped version to 0.11.1

---
 CHANGELOG.md          | 9 ++++++++-
 setup.py              | 2 +-
 src/igraph/version.py | 2 +-
 3 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 678b963ed..75d30f177 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [0.11.1] - 2023-10-12
+
+### Fixed
+
+- Fixed plotting of null graphs with the Matplotlib backend.
+
 ## [0.11.0] - 2023-10-12
 
 ### Added
@@ -582,7 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.0...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
+[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/setup.py b/setup.py
index 5c57341f5..11d4cd967 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,7 +1000,7 @@ def get_tag(self):
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
         "matplotlib": [
-            "matplotlib>=3.5.0,<3.6.0; platform_python_implementation != 'PyPy'"
+            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
         ],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
diff --git a/src/igraph/version.py b/src/igraph/version.py
index c1a3ca82e..679427be8 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 0)
+__version_info__ = (0, 11, 1)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From b70f1d2c96b55d8753714f5e0f51221391dceed0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:21 +0200
Subject: [PATCH 405/681] ci: increase test tolerance for Matplotlib tests to
 make sure they pass on aarch64

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index b7ec998b4..36bd50f1f 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.01,
+    tol=0.025,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 2c1fde877e6e4718d993beb852b4e6ad04d23140 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 12 Oct 2023 19:24:54 +0200
Subject: [PATCH 406/681] chore: bumped version to 0.11.2

---
 CHANGELOG.md          | 6 +++---
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 75d30f177..b31b3d20c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [0.11.1] - 2023-10-12
+## [0.11.2] - 2023-10-12
 
 ### Fixed
 
@@ -588,8 +588,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.1...main
-[0.11.1]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.1
+[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
 [0.10.7]: https://github.com/igraph/python-igraph/compare/0.10.6...0.10.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 679427be8..e9509d902 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 1)
+__version_info__ = (0, 11, 2)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From cc3dedb1f467912b8ffe869e97209a01edb35a92 Mon Sep 17 00:00:00 2001
From: Gwyn Ciesla <gwync@protonmail.com>
Date: Tue, 24 Oct 2023 11:17:04 -0500
Subject: [PATCH 407/681] Include ctype.h, fixes build on Python 3.13

---
 src/_igraph/convert.c | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 4283ff8ed..c05a4eba2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -23,6 +23,7 @@
 /************************ Conversion functions *************************/
 
 #include <limits.h>
+#include <ctype.h>
 #include "attributes.h"
 #include "convert.h"
 #include "edgeseqobject.h"

From fe4381e7ff1314b0e1227f2eb0cb32710e19bd1a Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Fri, 27 Oct 2023 18:55:39 +1100
Subject: [PATCH 408/681] Tutorial on DAG (#724)

---
 doc/examples_sphinx-gallery/generate_dag.py | 45 +++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/generate_dag.py

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
new file mode 100644
index 000000000..7fb85b32d
--- /dev/null
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -0,0 +1,45 @@
+"""
+
+.. _tutorials-dag:
+
+======================
+Directed Acyclic Graph
+======================
+
+This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
+"""
+import igraph as ig
+import matplotlib.pyplot as plt
+import random
+
+
+# %%
+# First, we set a random seed for reproducibility
+random.seed(0)
+
+# %%
+# First, we generate a random undirected graph without loops
+g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+
+# %%
+# Then we convert it to a DAG *in place*
+g.to_directed(mode="acyclic")
+
+# %%
+# We can print out a summary of the DAG
+ig.summary(g)
+
+
+# %%
+# Finally, we can plot the graph using the Sugiyama layout from :meth:`igraph.Graph.layout_sugiyama`:
+fig, ax = plt.subplots()
+ig.plot(
+    g,
+    target=ax,
+    layout="sugiyama",
+    vertex_size=15,
+    vertex_color="grey",
+    edge_color="#222",
+    edge_width=1,
+)
+plt.show()

From 487d56f0a159b60450d321f407e121d0027dd436 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 27 Oct 2023 18:52:52 +0200
Subject: [PATCH 409/681] Update random DAG generation tutorial

and mention that the sampling is uniform
---
 doc/examples_sphinx-gallery/generate_dag.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index 7fb85b32d..addbc661c 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -14,19 +14,19 @@
 
 
 # %%
-# First, we set a random seed for reproducibility
+# First, we set a random seed for reproducibility.
 random.seed(0)
 
 # %%
-# First, we generate a random undirected graph without loops
-g = ig.Graph.Erdos_Renyi(n=15, p=0.3, directed=False, loops=False)
+# First, we generate a random undirected graph with a fixed number of edges, without loops.
+g = ig.Graph.Erdos_Renyi(n=15, m=30, directed=False, loops=False)
 
 # %%
-# Then we convert it to a DAG *in place*
+# Then we convert it to a DAG *in place*. This method samples DAGs with a given number of edges and vertices uniformly.
 g.to_directed(mode="acyclic")
 
 # %%
-# We can print out a summary of the DAG
+# We can print out a summary of the DAG.
 ig.summary(g)
 
 

From a9f4553738a9cc2fbcc1c5aae50869515a48005d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:12:48 +0100
Subject: [PATCH 410/681] feat: added Graph.__invalidate_cache(), closes #729

---
 src/_igraph/graphobject.c | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 562d39e82..842cd84e3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13420,6 +13420,12 @@ PyObject *igraphmodule_Graph___graph_as_capsule__(igraphmodule_GraphObject *
   return PyCapsule_New((void *)&self->g, 0, 0);
 }
 
+PyObject *igraphmodule_Graph___invalidate_cache__(igraphmodule_GraphObject *self)
+{
+  igraph_invalidate_cache(&self->g);
+  Py_RETURN_NONE;
+}
+
 /** \ingroup python_interface_internal
  * \brief Returns the pointer of the encapsulated igraph graph as an ordinary
  * Python integer. This allows us to use igraph graphs with the Python ctypes
@@ -17962,6 +17968,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
+
   {"__graph_as_capsule",
    (PyCFunction) igraphmodule_Graph___graph_as_capsule__,
    METH_VARARGS | METH_KEYWORDS,
@@ -17973,6 +17980,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "users, it is useful only in the case when the underlying igraph object\n"
    "must be passed to other C code through Python.\n\n"},
 
+  {"__invalidate_cache",
+   (PyCFunction) igraphmodule_Graph___invalidate_cache__,
+   METH_NOARGS,
+   "__invalidate_cache()\n--\n\n"
+   "Invalidates the internal cache of the low-level C graph object that\n"
+   "the Python object wraps. This function should not be used directly\n"
+   "by igraph users, but it may be useful for benchmarking or debugging\n"
+   "purposes.",
+  },
+
   {"_raw_pointer",
    (PyCFunction) igraphmodule_Graph__raw_pointer,
    METH_NOARGS,

From 90f6235b22a3e8c71718d96942c930ba9d253c6c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:13:36 +0100
Subject: [PATCH 411/681] chore: updated vendored igraph

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index c83046f4b..771a449d0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit c83046f4b5f48425d07c6b9a18912f184d9edea5
+Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da

From 065e8f2cd8193a99d0eab32f42db1ba3b9fbf359 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:22:15 +0100
Subject: [PATCH 412/681] fix: remove loops=... argument for is_bigraphical(),
 fixes #730

---
 src/_igraph/igraphmodule.c | 31 +++++++++++++++++++------------
 1 file changed, 19 insertions(+), 12 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 626a04396..cff5df44e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -536,7 +536,7 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   PyObject *self, PyObject *args, PyObject *kwds, igraph_bool_t is_bigraphical
 ) {
   static char* kwlist_graphical[] = { "out_deg", "in_deg", "loops", "multiple", NULL };
-  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "loops", "multiple", NULL };
+  static char* kwlist_bigraphical[] = { "degrees1", "degrees2", "multiple", NULL };
   PyObject *out_deg_o = 0, *in_deg_o = 0;
   PyObject *loops = Py_False, *multiple = Py_False;
   igraph_vector_int_t out_deg, in_deg;
@@ -544,13 +544,21 @@ static PyObject* igraphmodule_i_is_graphical_or_bigraphical(
   int allowed_edge_types;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(
-      args, kwds,
-      is_bigraphical ? "OO|OO" : "O|OOO",
-      is_bigraphical ? kwlist_bigraphical : kwlist_graphical,
-      &out_deg_o, &in_deg_o, &loops, &multiple
-  ))
-    return NULL;
+  if (is_bigraphical) {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "OO|O", kwlist_bigraphical,
+        &out_deg_o, &in_deg_o, &multiple
+    )) {
+      return NULL;
+    }
+  } else {
+    if (!PyArg_ParseTupleAndKeywords(
+        args, kwds, "O|OOO", kwlist_graphical,
+        &out_deg_o, &in_deg_o, &loops, &multiple
+    )) {
+      return NULL;
+    }
+  }
 
   is_directed = (in_deg_o != 0 && in_deg_o != Py_None) || is_bigraphical;
 
@@ -820,17 +828,16 @@ static PyMethodDef igraphmodule_methods[] =
   },
   {"is_bigraphical", (PyCFunction)igraphmodule_is_bigraphical,
     METH_VARARGS | METH_KEYWORDS,
-    "is_bigraphical(degrees1, degrees2, loops=False, multiple=False)\n--\n\n"
+    "is_bigraphical(degrees1, degrees2, multiple=False)\n--\n\n"
     "Returns whether two sequences of integers can be the degree sequences of a\n"
     "bipartite graph.\n\n"
-    "The bipartite graph may or may not have multiple and loop edges, depending\n"
+    "The bipartite graph may or may not have multiple edges, depending\n"
     "on the allowed edge types in the remaining arguments.\n\n"
     "@param degrees1: the list of degrees in the first partition.\n"
     "@param degrees2: the list of degrees in the second partition.\n"
-    "@param loops: whether loop edges are allowed.\n"
     "@param multiple: whether multiple edges are allowed.\n"
     "@return: C{True} if there exists some bipartite graph that can realize the\n"
-    "  given degree sequences with the given edge types, C{False} otherwise.\n"
+    "  given degree sequences with or without multiple edges, C{False} otherwise.\n"
   },
   {"is_graphical", (PyCFunction)igraphmodule_is_graphical,
     METH_VARARGS | METH_KEYWORDS,

From 054fc9c4379ec40808c16d17732f66e4fa641ddc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 2 Nov 2023 13:23:21 +0100
Subject: [PATCH 413/681] chore: updated changelog

---
 CHANGELOG.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b31b3d20c..a0fbeef3b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,15 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Added
+
+- Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
+
+### Fixed
+
+- Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From 366092165c309d8ad708b642d40d7b75febb1a2f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Sat, 4 Nov 2023 21:41:29 +1100
Subject: [PATCH 414/681] Bugfix for #731

---
 src/igraph/drawing/matplotlib/edge.py         |   5 +++++
 ...ultigraph_with_curved_edges_undirected.png | Bin 0 -> 29139 bytes
 tests/drawing/matplotlib/test_graph.py        |  18 ++++++++++++++++++
 3 files changed, 23 insertions(+)
 create mode 100644 tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png

diff --git a/src/igraph/drawing/matplotlib/edge.py b/src/igraph/drawing/matplotlib/edge.py
index 8e8adb9a2..c4b21cab1 100644
--- a/src/igraph/drawing/matplotlib/edge.py
+++ b/src/igraph/drawing/matplotlib/edge.py
@@ -410,6 +410,11 @@ def _compute_path_undirected(self, coordst, sizes, trans_inv, curved):
             voff *= sizes[1] / 2
             path["vertices"].append(coordst[1] - voff)
 
+            # This is a dirty trick to make the facecolor work
+            # without making a separate Patch, which would be a little messy
+            path["codes"].extend(["CURVE4"] * 3)
+            path["vertices"].extend(path["vertices"][-2::-1])
+
         path = mpl.path.Path(
             path["vertices"],
             codes=[getattr(mpl.path.Path, x) for x in path["codes"]],
diff --git a/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png b/tests/drawing/matplotlib/baseline_images/test_graph/multigraph_with_curved_edges_undirected.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a5f6eed840ebc6d61ec5929f2b84337f3b0f89a
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literal 0
HcmV?d00001

diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 46c463249..4a83cda5a 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -155,6 +155,24 @@ def test_graph_with_curved_edges(self):
         )
         ax.set_aspect(1.0)
 
+    @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
+    def test_graph_with_curved_edges(self):
+        plt.close("all")
+        g = Graph.Ring(24, directed=False)
+        g.add_edges([(0, 1), (1, 2)])
+        fig, ax = plt.subplots()
+        lo = g.layout("circle")
+        lo.scale(3)
+        plot(
+            g,
+            target=ax,
+            layout=lo,
+            vertex_size=15,
+            edge_arrow_size=5,
+            edge_arrow_width=5,
+        )
+        ax.set_aspect(1.0)
+
     @image_comparison(baseline_images=["graph_null"])
     def test_null_graph(self):
         plt.close("all")

From 1916d26d437c4ef07144516a0fdbeac00a10b254 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:08:55 +0100
Subject: [PATCH 415/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 771a449d0..a8862c42d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 771a449d09fcb4926d123975f35d2ba5797868da
+Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b

From 279d53e78ff990b65a5a83283196aa2c141c2744 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 01:51:31 +0100
Subject: [PATCH 416/681] fix: fix test cases

---
 tests/test_isomorphism.py |  4 ++--
 tests/test_structural.py  | 18 ++++++++++++++----
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index 3c1b62bbd..c1150da63 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -280,8 +280,8 @@ def testGetSubisomorphismsLAD(self):
 
         # Corner cases
         empty = Graph()
-        self.assertEqual([], g.get_subisomorphisms_lad(empty))
-        self.assertEqual([], empty.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], g.get_subisomorphisms_lad(empty))
+        self.assertEqual([[]], empty.get_subisomorphisms_lad(empty))
 
     def testSubisomorphicVF2(self):
         g = Graph.Lattice([3, 3], circular=False)
diff --git a/tests/test_structural.py b/tests/test_structural.py
index cde4f62aa..541a2c6c8 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -144,10 +144,6 @@ def testKnn(self):
         self.assertTrue(knn == [9.0] * 10)
         self.assertAlmostEqual(knnk[8], 9.0, places=6)
 
-        # knn works for simple graphs only -- self.g is not simple
-        self.assertRaises(InternalError, self.g.knn)
-
-        # Okay, simplify it and then go on
         g = self.g.copy()
         g.simplify()
 
@@ -158,6 +154,20 @@ def testKnn(self):
         self.assertAlmostEqual(knnk[1], 3, places=6)
         self.assertAlmostEqual(knnk[2], 7 / 3.0, places=6)
 
+    def testKnnNonSimple(self):
+        knn, knnk = self.gfull.knn()
+        self.assertTrue(knn == [9.0] * 10)
+        self.assertAlmostEqual(knnk[8], 9.0, places=6)
+
+        # knn works for non-simple graphs as well
+        knn, knnk = self.g.knn()
+        diff = max(abs(a - b) for a, b in zip(knn, [17 / 5.0, 3, 4, 4]))
+        self.assertAlmostEqual(diff, 0.0, places=6)
+        self.assertEqual(len(knnk), 5)
+        self.assertAlmostEqual(knnk[1], 4, places=6)
+        self.assertAlmostEqual(knnk[2], 3, places=6)
+        self.assertAlmostEqual(knnk[4], 3.4, places=6)
+
     def testDegree(self):
         self.assertTrue(self.gfull.degree() == [9] * 10)
         self.assertTrue(self.gempty.degree() == [0] * 10)

From 29677eba30df72ddcb840d649a1cfa61cb3045a7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Nov 2023 13:31:40 +0100
Subject: [PATCH 417/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index a8862c42d..4e04d3943 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a8862c42db657f52ad4b800f9f70941ccb1aee3b
+Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b

From f5a1f9f42b5740465f9f9536b4b6c01ccc224ef3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:30:35 +0100
Subject: [PATCH 418/681] chore: updated changelog

---
 CHANGELOG.md | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a0fbeef3b..ca50e6098 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,10 +6,16 @@
 
 - Added `Graph.__invalidate_cache()` for debugging and benchmarking purposes.
 
+### Changed
+
+- The C core of igraph was updated to version 0.10.8.
+
 ### Fixed
 
 - Removed incorrectly added `loops=...` argument of `Graph.is_bigraphical()`.
 
+- Fixed a bug in the Matplotlib graph drawing backend that filled the interior of undirected curved edges.
+
 ## [0.11.2] - 2023-10-12
 
 ### Fixed

From e2149a6ba4c85aa26a9fbbc5740dbd56158d27b5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 19 Nov 2023 12:37:16 +0100
Subject: [PATCH 419/681] chore: bumped version to 0.11.3

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ca50e6098..c186f5281 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.3] - 2023-11-19
 
 ### Added
 
@@ -604,7 +604,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.2...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0
 [0.10.8]: https://github.com/igraph/python-igraph/compare/0.10.7...0.10.8
diff --git a/src/igraph/version.py b/src/igraph/version.py
index e9509d902..a75324513 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 2)
+__version_info__ = (0, 11, 3)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From c07ffbab48aa56410d066cea4c538653e384b0cc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 7 Dec 2023 22:57:45 +0100
Subject: [PATCH 420/681] doc: fix documentation of 'neighbors' argument of
 Graph.vertex_connectivity(), closes #740

---
 src/_igraph/graphobject.c | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 842cd84e3..85aeeadaf 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15729,8 +15729,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  graph, therefore it is advised to set this to C{True}. The parameter\n"
    "  is ignored if the connectivity between two given vertices is computed.\n"
    "@param neighbors: tells igraph what to do when the two vertices are\n"
-   "  connected. C{\"error\"} raises an exception, C{\"infinity\"} returns\n"
-   "  infinity, C{\"ignore\"} ignores the edge.\n"
+   "  connected. C{\"error\"} raises an exception, C{\"negative\"} returns\n"
+   "  a negative value, C{\"number_of_nodes\"} or C{\"nodes\"} returns the\n"
+   "  number of nodes, or C{\"ignore\"} ignores the edge.\n"
    "@return: the vertex connectivity\n"
   },
 

From f61facb83d7faccbd8e98b4833112aac45fac41a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 9 Dec 2023 16:57:42 +0100
Subject: [PATCH 421/681] fix: fixed graph-tool import for vector-valued vertex
 properties, closes #741

---
 CHANGELOG.md               | 7 +++++++
 src/igraph/io/libraries.py | 5 ++++-
 2 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c186f5281..6317bc16c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Fixed
+
+- Fixed import of `graph-tool` graphs for vertex properties where each property
+  has a vector value.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index d47490292..52e47b8af 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -248,9 +248,12 @@ def _construct_graph_from_graph_tool(cls, g):
 
     # Node attributes
     for key, val in g.vertex_properties.items():
+        # val.get_array() returns None for non-scalar types so use the slower
+        # way if this happens
         prop = val.get_array()
+        arr = prop if prop is not None else val
         for i in range(vcount):
-            graph.vs[i][key] = prop[i]
+            graph.vs[i][key] = arr[i]
 
     # Edges and edge attributes
     # NOTE: graph-tool is quite strongly typed, so each property is always

From c47f4ccdc44704413199451278888ec456349d2b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Dec 2023 13:54:02 +0000
Subject: [PATCH 422/681] build(deps): bump actions/setup-python from 4 to 5

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 59ffdea0b..d7c93a671 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,7 +23,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -133,7 +133,7 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -176,7 +176,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11.2'
@@ -226,7 +226,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -295,7 +295,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.8'
@@ -342,7 +342,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.12'

From ce2c436bc873f1c652f6e503b777a4f6545916e4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Dec 2023 19:13:12 +0100
Subject: [PATCH 423/681] doc: clarify the effect of loop edges in
 Graph.similarity_inverse_log_weighted()

---
 src/_igraph/graphobject.c | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 85aeeadaf..5cef59ba8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15790,6 +15790,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Each vertex is assigned a weight which is 1 / log(degree). The\n"
    "log-weighted similarity of two vertices is the sum of the weights\n"
    "of their common neighbors.\n\n"
+   "Note that the presence of loop edges may yield counter-intuitive\n"
+   "results. A node with a loop edge is considered to be a neighbor of itself\n"
+   "I{twice} (because there are two edge stems incident on the node). Adding a\n"
+   "loop edge to a node may decrease its similarity to other nodes, but it may\n"
+   "also I{increase} it. For instance, if nodes A and B are connected but share\n"
+   "no common neighbors, their similarity is zero. However, if a loop edge is\n"
+   "added to B, then B itself becomes a common neighbor of A and B and thus the\n"
+   "similarity of A and B will be increased. Consider removing loop edges\n"
+   "explicitly before invoking this function using L{Graph.simplify()}.\n\n"
    "@param vertices: the vertices to be analysed. If C{None}, all vertices\n"
    "  will be considered.\n"
    "@param mode: which neighbors should be considered for directed graphs.\n"

From 755dd11ec9bf789fad79829c334983f4d7d20b28 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 12 Jan 2024 18:28:46 +0000
Subject: [PATCH 424/681] update install.rst

---
 doc/source/install.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 5f8fc07ea..81bf35d5b 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -50,7 +50,7 @@ Package managers on Linux and other systems
 -------------------------------------------
 |igraph|'s Python interface and its dependencies are included in several package management
 systems, including those of the most popular Linux distributions (Arch Linux,
-Debian and Ubuntu, Fedora, GNU Guix, etc.) as well as some cross-platform systems like
+Debian and Ubuntu, Fedora, etc.) as well as some cross-platform systems like
 NixPkgs or MacPorts.
 
 .. note:: |igraph| is updated quite often: if you need a more recent version than your

From b901ce6908c6f812f8fd94a5ab180fdc13ffdf55 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:01 +0000
Subject: [PATCH 425/681] build(deps): bump actions/cache from 3 to 4

Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d7c93a671..8451d601c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -121,14 +121,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -233,13 +233,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -284,7 +284,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/install
@@ -330,7 +330,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v3
+        uses: actions/cache@v4
         with:
           path: |
             vendor/build

From 6720b0b4cd05f35454527b17469b4ddaafbf90cb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 13:40:06 +0000
Subject: [PATCH 426/681] build(deps): bump mymindstorm/setup-emsdk from 12 to
 14

Bumps [mymindstorm/setup-emsdk](https://github.com/mymindstorm/setup-emsdk) from 12 to 14.
- [Release notes](https://github.com/mymindstorm/setup-emsdk/releases)
- [Commits](https://github.com/mymindstorm/setup-emsdk/compare/v12...v14)

---
updated-dependencies:
- dependency-name: mymindstorm/setup-emsdk
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8451d601c..c778a9375 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -185,7 +185,7 @@ jobs:
         run:
           sudo apt install ninja-build cmake flex bison
 
-      - uses: mymindstorm/setup-emsdk@v12
+      - uses: mymindstorm/setup-emsdk@v14
         with:
           version: '3.1.45'
           actions-cache-folder: 'emsdk-cache'

From 68d10b92bd4c9e5c0127617542d196a5fe696432 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 22 Jan 2024 19:31:07 +0100
Subject: [PATCH 427/681] ci: change name of workflow so it does not include a
 comma that confuses mymindstorm/setup-emsdk

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c778a9375..85334aa0a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,4 +1,5 @@
-name: Build and test, upload to PyPI on release
+# Name cannot contain commas because of setup-emsdk job
+name: Build and test
 
 on: [push, pull_request]
 env:

From f8da66d10aa61c48ea25fa976ab75db7fd6b9eee Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 24 Jan 2024 11:35:02 +0000
Subject: [PATCH 428/681] chore: branding fix: IGraph -> igraph in the docs

---
 src/igraph/drawing/__init__.py   | 2 +-
 src/igraph/drawing/cairo/plot.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 7bdbee231..e6d06b4bc 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for igraph.
 
-IGraph has two stable plotting backends at the moment: Cairo and Matplotlib.
+igraph has two stable plotting backends at the moment: Cairo and Matplotlib.
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index fb82c8542..ac98210db 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -1,7 +1,7 @@
 """
 Drawing and plotting routines for IGraph.
 
-IGraph has two plotting backends at the moment: Cairo and Matplotlib.
+igraph has two plotting backends at the moment: Cairo and Matplotlib.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.

From 73ce3ae981b191d09156d8543d6e075070695f91 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 24 Jan 2024 15:10:15 +0100
Subject: [PATCH 429/681] refactor: added type annotations to config object

---
 src/igraph/__init__.py      |  2 +-
 src/igraph/configuration.py | 67 ++++++++++++++++++++++---------------
 2 files changed, 41 insertions(+), 28 deletions(-)

diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 4ce6ebd24..c0997aa8c 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -1049,7 +1049,7 @@ def write(graph, filename, *args, **kwds):
 
 ##############################################################
 # Configuration singleton instance
-config = init_configuration()
+config: Configuration = init_configuration()
 """The main configuration object of igraph. Use this object to modify igraph's
 behaviour, typically when used in interactive mode.
 """
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 39788051c..6f507723e 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -11,6 +11,7 @@
 import os.path
 
 from configparser import ConfigParser
+from typing import IO, Optional, Sequence, Tuple, Union
 
 
 class Configuration:
@@ -114,9 +115,6 @@ class Types:
         """Static class for the implementation of custom getter/setter functions
         for configuration keys"""
 
-        def __init__(self):
-            pass
-
         @staticmethod
         def setboolean(obj, section, key, value):
             """Sets a boolean value in the given configuration object.
@@ -169,7 +167,7 @@ def setfloat(obj, section, key, value):
         "float": {"getter": ConfigParser.getfloat, "setter": Types.setfloat},
     }
 
-    _sections = ("general", "apps", "plotting", "remote", "shell")
+    _sections: Sequence[str] = ("general", "apps", "plotting", "remote", "shell")
     _definitions = {
         "general.shells": {"default": "IPythonShell,ClassicPythonShell"},
         "general.verbose": {"default": True, "type": "boolean"},
@@ -184,10 +182,15 @@ def setfloat(obj, section, key, value):
     # The singleton instance we are using throughout other modules
     _instance = None
 
+    _filename: Optional[str] = None
+    """Name of the file that the configuration was loaded from, or ``None`` if
+    not known.
+    """
+
     def __init__(self, filename=None):
         """Creates a new configuration instance.
 
-        @param filename: file or file pointer to be read. Can be omitted.
+        @param filename: file or file-like object to be read. Can be omitted.
         """
         self._config = ConfigParser()
         self._filename = None
@@ -195,6 +198,7 @@ def __init__(self, filename=None):
         # Create default sections
         for sec in self._sections:
             self._config.add_section(sec)
+
         # Create default values
         for name, definition in self._definitions.items():
             if "default" in definition:
@@ -204,7 +208,7 @@ def __init__(self, filename=None):
             self.load(filename)
 
     @property
-    def filename(self):
+    def filename(self) -> Optional[str]:
         """Returns the filename associated to the object.
 
         It is usually the name of the configuration file that was used when
@@ -214,7 +218,7 @@ def filename(self):
         information."""
         return self._filename
 
-    def _get(self, section, key):
+    def _get(self, section: str, key: str):
         """Internal function that returns the value of a given key in a
         given section."""
         definition = self._definitions.get("%s.%s" % (section, key), {})
@@ -226,7 +230,7 @@ def _get(self, section, key):
         return getter(self._config, section, key)
 
     @staticmethod
-    def _item_to_section_key(item):
+    def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
@@ -241,7 +245,7 @@ def _item_to_section_key(item):
             section, key = "general", item
         return section, key
 
-    def __contains__(self, item):
+    def __contains__(self, item: str) -> bool:
         """Checks whether the given configuration item is set.
 
         @param item: the configuration key to check.
@@ -250,7 +254,7 @@ def __contains__(self, item):
         section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
-    def __getitem__(self, item):
+    def __getitem__(self, item: str):
         """Returns the given configuration item.
 
         @param item: the configuration key to retrieve.
@@ -264,7 +268,7 @@ def __getitem__(self, item):
         else:
             return self._get(section, key)
 
-    def __setitem__(self, item, value):
+    def __setitem__(self, item: str, value):
         """Sets the given configuration item.
 
         @param item: the configuration key to set
@@ -279,7 +283,7 @@ def __setitem__(self, item, value):
             setter = self._config.__class__.set
         return setter(self._config, section, key, value)
 
-    def __delitem__(self, item):
+    def __delitem__(self, item: str):
         """Deletes the given item from the configuration.
 
         If the item has a default value, the default value is written back instead
@@ -292,14 +296,11 @@ def __delitem__(self, item):
         else:
             self._config.remove_option(section, key)
 
-    def has_key(self, item):
+    def has_key(self, item: str) -> bool:
         """Checks if the configuration has a given key.
 
         @param item: the key being sought"""
-        if "." in item:
-            section, key = item.split(".", 1)
-        else:
-            section, key = "general", item
+        section, key = self._item_to_section_key(item)
         return self._config.has_option(section, key)
 
     def load(self, stream=None):
@@ -310,28 +311,40 @@ def load(self, stream=None):
           loaded.
         """
         stream = stream or get_user_config_file()
+
         if isinstance(stream, str):
             stream = open(stream, "r")
             file_was_open = True
+        else:
+            file_was_open = False
+
         self._config.read_file(stream)
-        self._filename = getattr(stream, "name", None)
+
+        filename = getattr(stream, "name", None)
+        self._filename = str(filename) if filename is not None else None
+
         if file_was_open:
             stream.close()
 
-    def save(self, stream=None):
+    def save(self, stream: Optional[Union[str, IO[str]]]=None):
         """Saves the configuration.
 
-        @param stream: name of a file or a file object. The configuration will be saved
-          there. Can be omitted, in this case, the user-level configuration file will
-          be overwritten.
+        @param stream: name of a file or a file-like object. The configuration
+            will be saved there. Can be omitted, in this case, the user-level
+            configuration file will be overwritten.
         """
         stream = stream or get_user_config_file()
+
         if not hasattr(stream, "write") or not hasattr(stream, "close"):
-            stream = open(stream, "w")
+            stream = open(stream, "w")  # type: ignore
             file_was_open = True
-        self._config.write(stream)
+        else:
+            file_was_open = False
+
+        self._config.write(stream)  # type: ignore
+
         if file_was_open:
-            stream.close()
+            stream.close()  # type: ignore
 
     @classmethod
     def instance(cls):
@@ -347,12 +360,12 @@ def instance(cls):
         return cls._instance
 
 
-def get_user_config_file():
+def get_user_config_file() -> str:
     """Returns the path where the user-level configuration file is stored"""
     return os.path.expanduser("~/.igraphrc")
 
 
-def init():
+def init() -> Configuration:
     """Default mechanism to initiate igraph configuration
 
     This method loads the user-specific configuration file from the

From 7fc470b1732c26e8d8a2500c6c4883a7ee34c4f3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:29:02 +0100
Subject: [PATCH 430/681] feat: added Graph.Prufer(), closes #750

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_conversion.py  | 20 ++++++++++++++++-
 3 files changed, 70 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6317bc16c..cf3fe6078 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## [main]
 
+### Added
+
+- Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5cef59ba8..9fdf8b289 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3154,6 +3154,43 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates a tree graph based on a Prufer sequenve
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_from_prufer
+ */
+PyObject *igraphmodule_Graph_Prufer(
+  PyTypeObject * type, PyObject * args, PyObject * kwds
+) {
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  PyObject *seq_o;
+  igraph_vector_int_t seq;
+
+  static char *kwlist[] = { "seq", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &seq_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vector_int_t(seq_o, &seq)) {
+    return NULL;
+  }
+
+  if (igraph_from_prufer(&g, &seq)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_int_destroy(&seq);
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  igraph_vector_int_destroy(&seq);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph based on the Erdos-Renyi model
  * \return a reference to the newly generated Python igraph object
@@ -14037,6 +14074,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether to generate a directed graph.\n"
    "@param loops: whether loop edges are allowed.\n"},
 
+  /* interface to igraph_from_prufer */
+  {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Prufer(seq)\n--\n\n"
+   "Generates a tree from its Prufer sequence.\n\n"
+   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
+   "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
+   "@param seq: the Prufer sequence as an iterable of integers\n"},
+
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 91838df3c..394f07cc7 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -172,6 +172,21 @@ def testGetSparseAdjacency(self):
         )
 
 
+class PruferTests(unittest.TestCase):
+    def testFromPrufer(self):
+        g = Graph.Prufer([3, 3, 3, 4])
+        self.assertEqual(6, g.vcount())
+        self.assertEqual(5, g.ecount())
+        self.assertEqual(
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
+            sorted(g.get_edgelist())
+        )
+
+    def testToPrufer(self):
+        g = Graph([(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)])
+        self.assertEqual([3, 3, 3, 4], g.to_prufer())
+
+
 def suite():
     direction_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         DirectedUndirectedTests
@@ -179,7 +194,10 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    return unittest.TestSuite([direction_suite, representation_suite])
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
+        PruferTests
+    )
+    return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
 def test():

From f57bbb67886266758cd66ad8aa0bef542bc7cba8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 11:36:36 +0100
Subject: [PATCH 431/681] doc: fix docs of Graph.Adjacency() for the undirected
 case

---
 src/_igraph/graphobject.c | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9fdf8b289..dc9161b3e 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13777,8 +13777,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: the mode to be used. Possible values are:\n"
    "\n"
    "  - C{\"directed\"} - the graph will be directed and a matrix\n"
-   "    element gives the number of edges between two vertices.\n"
-   "  - C{\"undirected\"} - alias to C{\"max\"} for convenience.\n"
+   "    element specifies the number of edges between two vertices.\n"
+   "  - C{\"undirected\"} - the graph will be undirected and a matrix\n"
+   "    element specifies the number of edges between two vertices. The\n"
+   "    input matrix must be symmetric.\n"
    "  - C{\"max\"}   - undirected graph will be created and the number of\n"
    "    edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}\n"
    "  - C{\"min\"}   - like C{\"max\"}, but with M{min(A(i,j), A(j,i))}\n"

From 7f909293f9a82c378598dbf33ca104d26db383e0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:07:38 +0100
Subject: [PATCH 432/681] doc: also fix the doc of
 _construct_graph_from_weighted_adjacency()

---
 src/igraph/io/adjacency.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index 5f4c3a5c4..ff83df5a6 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -15,9 +15,11 @@ def _construct_graph_from_adjacency(cls, matrix, mode="directed", loops="once"):
       - a pandas.DataFrame (column/row names must match, and will be used
         as vertex names).
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"} - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"} - like C{"max"}, but with M{min(A(i,j), A(j,i))}
@@ -82,9 +84,11 @@ def _construct_graph_from_weighted_adjacency(
       - a scipy.sparse matrix (will be converted to a COO matrix, but not
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
-      - C{"directed"} - the graph will be directed and a matrix
-        element gives the number of edges between two vertex.
-      - C{"undirected"} - alias to C{"max"} for convenience.
+      - C{"directed"} - the graph will be directed and a matrix element
+        specifies the number of edges between two vertices.
+      - C{"undirected"} - the graph will be undirected and a matrix element
+        specifies the number of edges between two vertices. The matrix must
+        be symmetric.
       - C{"max"}   - undirected graph will be created and the number of
         edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}

From 62a72bdd1d40135df04b763fb9f97989479dac73 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 26 Jan 2024 13:28:18 +0100
Subject: [PATCH 433/681] refactor: remove unneeded PyList type checks,
 Graph.Adjacency() now accepts Matrix instances

---
 src/_igraph/convert.c      | 42 +++++++++++++++---
 src/_igraph/convert.h      | 13 ++++--
 src/_igraph/graphobject.c  | 89 +++++++++++++++++++-------------------
 src/_igraph/igraphmodule.c |  6 +--
 src/igraph/datatypes.py    |  4 ++
 tests/test_conversion.py   |  8 ++++
 6 files changed, 104 insertions(+), 58 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index c05a4eba2..82201f553 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2594,10 +2594,10 @@ PyObject* igraphmodule_graph_list_t_to_PyList(igraph_graph_list_t *v, PyTypeObje
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t(
+int igraphmodule_PyObject_to_matrix_t(
   PyObject* o, igraph_matrix_t *m, const char *arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2612,7 +2612,7 @@ int igraphmodule_PyList_to_matrix_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2630,6 +2630,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2644,18 +2648,30 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
   }
 
-  igraph_matrix_init(m, nr, nc);
+  if (igraph_matrix_init(m, nr, nc)) {
+    igraphmodule_handle_igraph_error();
+    return 1;
+  }
+
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_real_t(item, &value)) {
+        igraph_matrix_destroy(m);
         Py_DECREF(item);
         return 1;
       }
@@ -2678,10 +2694,10 @@ int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t(
+int igraphmodule_PyObject_to_matrix_int_t(
   PyObject* o, igraph_matrix_int_t *m, const char* arg_name
 ) {
-  return igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
+  return igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(o, m, 0, arg_name);
 }
 
 /**
@@ -2696,7 +2712,7 @@ int igraphmodule_PyList_to_matrix_int_t(
  *        applicable. May be used in error messages.
  * \return 0 if everything was OK, 1 otherwise. Sets appropriate exceptions.
  */
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
   PyObject *o, igraph_matrix_int_t *m, int min_cols, const char* arg_name
 ) {
   Py_ssize_t nr, nc, n, i, j;
@@ -2714,6 +2730,10 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
   }
 
   nr = PySequence_Size(o);
+  if (nr < 0) {
+    return 1;
+  }
+
   nc = min_cols > 0 ? min_cols : 0;
   for (i = 0; i < nr; i++) {
     row = PySequence_GetItem(o, i);
@@ -2728,6 +2748,9 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     }
     n = PySequence_Size(row);
     Py_DECREF(row);
+    if (n < 0) {
+      return 1;
+    }
     if (n > nc) {
       nc = n;
     }
@@ -2743,7 +2766,12 @@ int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(
     n = PySequence_Size(row);
     for (j = 0; j < n; j++) {
       item = PySequence_GetItem(row, j);
+      if (!item) {
+        igraph_matrix_int_destroy(m);
+        return 1;
+      }
       if (igraphmodule_PyObject_to_integer_t(item, &value)) {
+        igraph_matrix_int_destroy(m);
         Py_DECREF(item);
         return 1;
       }
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 006f0b652..3b35d2459 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -116,10 +116,15 @@ int igraphmodule_PyObject_to_edgelist(
     igraph_bool_t *list_is_owned
 );
 
-int igraphmodule_PyList_to_matrix_t(PyObject *o, igraph_matrix_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_t_with_minimum_column_count(PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t(PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
-int igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t(
+    PyObject *o, igraph_matrix_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_t *m, int min_cols, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t(
+    PyObject *o, igraph_matrix_int_t *m, const char *arg_name);
+int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
+    PyObject *o, igraph_matrix_int_t *m, int min_cols, const char *arg_name);
+
 PyObject* igraphmodule_strvector_t_to_PyList(igraph_strvector_t *v);
 int igraphmodule_PyList_to_strvector_t(PyObject* v, igraph_strvector_t *result);
 int igraphmodule_PyList_to_existing_strvector_t(PyObject* v, igraph_strvector_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index dc9161b3e..54e733817 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1943,14 +1943,14 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   igraphmodule_GraphObject *self;
   igraph_t g;
   igraph_matrix_t m;
-  PyObject *matrix, *mode_o = Py_None, *loops_o = Py_None;
+  PyObject *matrix_o, *mode_o = Py_None, *loops_o = Py_None;
   igraph_adjacency_t mode = IGRAPH_ADJ_DIRECTED;
   igraph_loops_t loops = IGRAPH_LOOPS_ONCE;
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix_o, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -1959,7 +1959,7 @@ PyObject *igraphmodule_Graph_Adjacency(PyTypeObject * type,
   if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &m, "matrix")) {
     return NULL;
   }
 
@@ -2281,9 +2281,8 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
 
   char *kwlist[] = { "n", "k", "type_dist", "pref_matrix", "directed", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnO!O!|O", kwlist,
-                                   &n, &k, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix, &directed))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnOO|O", kwlist,
+                                   &n, &k, &type_dist, &pref_matrix, &directed))
     return NULL;
 
   if (n <= 0 || k <= 0) {
@@ -2295,29 +2294,32 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(k, "connection trials per set");
 
-  types = PyList_Size(type_dist);
-
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
+    PyErr_SetString(PyExc_ValueError,
+                    "Error while converting type distribution vector");
     return NULL;
   }
+ 
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+    igraph_vector_destroy(&td);
+    return NULL;
+  }
+
+  types = igraph_vector_size(&td);
+
   if (igraph_matrix_nrow(&pm) != igraph_matrix_ncol(&pm) ||
       igraph_matrix_nrow(&pm) != types) {
     PyErr_SetString(PyExc_ValueError,
                     "Preference matrix must have exactly the same rows and columns as the number of types");
-    igraph_matrix_destroy(&pm);
-    return NULL;
-  }
-  if (igraphmodule_PyObject_to_vector_t(type_dist, &td, 1)) {
-    PyErr_SetString(PyExc_ValueError,
-                    "Error while converting type distribution vector");
+    igraph_vector_destroy(&td);
     igraph_matrix_destroy(&pm);
     return NULL;
   }
 
   if (igraph_establishment_game(&g, n, types, k, &td, &pm, PyObject_IsTrue(directed), 0)) {
     igraphmodule_handle_igraph_error();
-    igraph_matrix_destroy(&pm);
     igraph_vector_destroy(&td);
+    igraph_matrix_destroy(&pm);
     return NULL;
   }
 
@@ -2659,7 +2661,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "directed", "mode", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist, &PyList_Type, &matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &matrix_o,
               &directed, &mode_o, &multiple))
     return NULL;
 
@@ -2670,7 +2672,7 @@ PyObject *igraphmodule_Graph_Biadjacency(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraphmodule_PyList_to_matrix_t(matrix_o, &matrix, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix_o, &matrix, "matrix")) {
     igraph_vector_bool_destroy(&vertex_types);
     return NULL;
   }
@@ -2977,16 +2979,15 @@ PyObject *igraphmodule_Graph_Preference(PyTypeObject * type,
     { "n", "type_dist", "pref_matrix", "attribute", "directed", "loops",
 NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OOO", kwlist,
-                                   &n, &PyList_Type, &type_dist,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OOO", kwlist,
+                                   &n, &type_dist, &pref_matrix,
                                    &attribute_key, &directed, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   types = PyList_Size(type_dist);
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
   if (igraphmodule_PyObject_float_to_vector_t(type_dist, &td)) {
@@ -3070,18 +3071,18 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
   char *kwlist[] =
     { "n", "type_dist_matrix", "pref_matrix", "attribute", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &type_dist_matrix,
-                                   &PyList_Type, &pref_matrix,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &type_dist_matrix,
+                                   &pref_matrix,
                                    &attribute_key, &loops))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     return NULL;
   }
-  if (igraphmodule_PyList_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(type_dist_matrix, &td, "type_dist_matrix")) {
     igraph_matrix_destroy(&pm);
     return NULL;
   }
@@ -3375,15 +3376,15 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
   static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
     "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nO!O!|OO", kwlist,
-                                   &n, &PyList_Type, &pref_matrix_o,
-                                   &PyList_Type, &block_sizes_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
+                                   &n, &pref_matrix_o,
+                                   &block_sizes_o,
                                    &directed_o, &loops_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
-  if (igraphmodule_PyList_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
 
@@ -3746,8 +3747,8 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
 
   static char *kwlist[] = { "matrix", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
-                                   &PyList_Type, &matrix, &mode_o, &loops_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist,
+                                   &matrix, &mode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_adjacency_t(mode_o, &mode))
@@ -3760,7 +3761,7 @@ PyObject *igraphmodule_Graph_Weighted_Adjacency(PyTypeObject * type,
   } else if (igraphmodule_PyObject_to_loops_t(loops_o, &loops))
     return NULL;
 
-  if (igraphmodule_PyList_to_matrix_t(matrix, &m, "matrix")) {
+  if (igraphmodule_PyObject_to_matrix_t(matrix, &m, "matrix")) {
     return NULL;
   }
 
@@ -6234,7 +6235,7 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
   igraphmodule_GraphObject *result_o;
   PyObject *list;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!", kwlist, &PyList_Type, &list))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &list))
     return NULL;
 
   if (igraphmodule_PyObject_to_vector_int_t(list, &perm))
@@ -7790,7 +7791,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -7936,7 +7937,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8005,7 +8006,7 @@ PyObject* igraphmodule_Graph_layout_drl(igraphmodule_GraphObject *self,
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8104,7 +8105,7 @@ PyObject
       return NULL;
     }
   } else {
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
     use_seed = 1;
@@ -8215,7 +8216,7 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -8324,7 +8325,7 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
       PyErr_NoMemory();
       return NULL;
     }
-    if (igraphmodule_PyList_to_matrix_t(dist_o, dist, "dist")) {
+    if (igraphmodule_PyObject_to_matrix_t(dist_o, dist, "dist")) {
       free(dist);
       return NULL;
     }
@@ -8614,7 +8615,7 @@ PyObject *igraphmodule_Graph_layout_umap(
     }
   } else {
     use_seed = 1;
-    if (igraphmodule_PyList_to_matrix_t(seed_o, &m, "seed")) {
+    if (igraphmodule_PyObject_to_matrix_t(seed_o, &m, "seed")) {
       return NULL;
     }
   }
@@ -9859,7 +9860,7 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
   char *kwlist[] = { "vertices", NULL };
 
   if (!PyArg_ParseTupleAndKeywords
-      (args, kwds, "|O!", kwlist, &PyList_Type, &vids))
+      (args, kwds, "|O", kwlist, &vids))
     return NULL;
 
   if (vids) {
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index cff5df44e..97864f61e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -355,10 +355,10 @@ PyObject* igraphmodule_community_to_membership(PyObject *self,
   igraph_vector_int_t result, csize, *csize_p = 0;
   Py_ssize_t nodes, steps;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!nn|O", kwlist,
-      &PyList_Type, &merges_o, &nodes, &steps, &return_csize)) return NULL;
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "Onn|O", kwlist,
+      &merges_o, &nodes, &steps, &return_csize)) return NULL;
 
-  if (igraphmodule_PyList_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
+  if (igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(merges_o, &merges, 2, "merges")) {
     return NULL;
   }
 
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a8f26ed4c..a2446802d 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,6 +184,10 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
+    
+    def __len__(self):
+        """Returns the number of rows in the matrix."""
+        return len(self._data)
 
     def __ne__(self, other):
         """Checks whether a given matrix is not equal to another one"""
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index 394f07cc7..bbd9574c5 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -171,6 +171,14 @@ def testGetSparseAdjacency(self):
             np.all(g.get_adjacency_sparse() == np.array(g.get_adjacency().data))
         )
 
+    def testGetAdjacencyRoundtrip(self):
+        g = Graph.Tree(6, 3)
+        adj = g.get_adjacency()
+        g2 = Graph.Adjacency(adj, mode="undirected")
+        self.assertEqual(g.vcount(), g2.vcount())
+        self.assertEqual(g.is_directed(), g2.is_directed())
+        self.assertTrue(g.get_edgelist() == g2.get_edgelist())
+
 
 class PruferTests(unittest.TestCase):
     def testFromPrufer(self):

From 53c7f590b4febe647b5a1f0058db78fa0f2496c6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:14:58 +0000
Subject: [PATCH 434/681] docs: typo fix

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 54e733817..fc8e62310 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3157,7 +3157,7 @@ PyObject *igraphmodule_Graph_Asymmetric_Preference(PyTypeObject * type,
 
 
 /** \ingroup python_interface_graph
- * \brief Generates a tree graph based on a Prufer sequenve
+ * \brief Generates a tree graph based on a Prufer sequence
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_from_prufer
  */

From f4a3577348b887fb3bbd8e8dd0640a40dc1ae034 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 28 Jan 2024 11:20:44 +0000
Subject: [PATCH 435/681] docs: include 'diamond' vertex shape in tutorial

---
 doc/source/tutorial.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index 49d113594..a552d4a25 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -792,8 +792,9 @@ Attribute name  Keyword argument       Purpose
                                        drawn first.
 --------------- ---------------------- ------------------------------------------
 ``shape``       ``vertex_shape``       Shape of the vertex. Known shapes are:
-                                       ``rectangle``, ``circle``, ``hidden``,
-                                       ``triangle-up``, ``triangle-down``.
+                                       ``rectangle``, ``circle``, ``diamond``,
+                                       ``hidden``, ``triangle-up``,
+                                       ``triangle-down``.
                                        Several aliases are also accepted, see
                                        :data:`drawing.known_shapes`.
 --------------- ---------------------- ------------------------------------------

From dd69b1749fd07e8137e75060b5bcfffab8f29851 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Jan 2024 13:36:55 +0000
Subject: [PATCH 436/681] build(deps): bump pypa/cibuildwheel from 2.16.2 to
 2.16.4

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.2 to 2.16.4.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.2...v2.16.4)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 85334aa0a..865d97278 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.2
+        uses: pypa/cibuildwheel@v2.16.4
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 098584aa10704d86fc734937d3873f31cbfbcc32 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Jan 2024 22:26:39 +0000
Subject: [PATCH 437/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4e04d3943..9d6f7a9d8 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4e04d39438ac03bf177529e754a07b05beb0930b
+Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742

From 70c4f253aeb390eaa5e67fc44b8b92e55feefc2d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:27:53 +0100
Subject: [PATCH 438/681] doc: add custom CSS to make tables wrap their text
 properly

---
 doc/source/_static/custom.css | 10 ++++++++++
 doc/source/_static/other.css  | 19 -------------------
 doc/source/conf.py            |  3 ++-
 3 files changed, 12 insertions(+), 20 deletions(-)
 create mode 100644 doc/source/_static/custom.css
 delete mode 100644 doc/source/_static/other.css

diff --git a/doc/source/_static/custom.css b/doc/source/_static/custom.css
new file mode 100644
index 000000000..7c1a52022
--- /dev/null
+++ b/doc/source/_static/custom.css
@@ -0,0 +1,10 @@
+/* override table width restrictions */
+.wy-table-responsive table td, .wy-table-responsive table th {
+    white-space: normal;
+}
+
+.wy-table-responsive {
+    margin-bottom: 24px;
+    max-width: 100%;
+    overflow: visible;
+}
diff --git a/doc/source/_static/other.css b/doc/source/_static/other.css
deleted file mode 100644
index 54aa675fd..000000000
--- a/doc/source/_static/other.css
+++ /dev/null
@@ -1,19 +0,0 @@
-.highlight {
-    border-radius: 8px;
-}
-
-.highlight pre {
-    padding: 8px;
-}
-
-.navigation-header {
-    text-align: center;
-}
-
-.bs-docs-section h1 {
-    display: none;
-}
-
-.bs-docs-section h1.real {
-    display: block;
-}
diff --git a/doc/source/conf.py b/doc/source/conf.py
index 17a25c204..1bfee14a2 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -136,7 +136,8 @@ def get_igraph_version():
 # Inspired by pydoctor's RTD page itself
 # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py
 html_theme = "sphinx_rtd_theme"
-html_static_path = []
+html_static_path = ["_static"]
+html_css_files = ["custom.css"]
 
 # The name for this set of Sphinx documents.  If None, it defaults to
 # "<project> v<release> documentation".

From bf32095c903c48da284beb8121da7a65c5afa4dd Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 30 Jan 2024 10:47:35 +0100
Subject: [PATCH 439/681] doc: clarify in the tutorial that `bbox` and `margin`
 works for Cairo only, closes #752

---
 doc/source/tutorial.es.rst   |  2 +-
 doc/source/tutorial.rst      | 14 ++++++++------
 doc/source/visualisation.rst |  2 +-
 3 files changed, 10 insertions(+), 8 deletions(-)

diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 9ca6f88d5..5d2f59f05 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -543,7 +543,7 @@ Hmm, esto no es demasiado bonito hasta ahora. Una adición trivial sería usar l
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
 Tenga en cuenta que aquí simplemente estamos reutilizando el objeto de diseño anterior, pero también hemos especificado que necesitamos un gráfico más pequeño (300 x 300 píxeles) y un margen mayor alrededor del grafo para que quepan las etiquetas (20 píxeles). El resultado es:
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index a552d4a25..e25523c66 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -705,11 +705,12 @@ from the ``label`` attribute by default and vertex colors are determined by the
   >>> color_dict = {"m": "blue", "f": "pink"}
   >>> g.vs["color"] = [color_dict[gender] for gender in g.vs["gender"]]
   >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20)  # Cairo backend
-  >>> ig.plot(g, layout=layout, bbox=(300, 300), margin=20, target=ax)  # matplotlib backend
+  >>> ig.plot(g, layout=layout, target=ax)  # matplotlib backend
 
-Note that we are simply re-using the previous layout object here, but we also specified
-that we need a smaller plot (300 x 300 pixels) and a larger margin around the graph
-to fit the labels (20 pixels). The result is:
+Note that we are simply re-using the previous layout object here, but for the Cairo backend
+we also specified that we need a smaller plot (300 x 300 pixels) and a larger margin around
+the graph to fit the labels (20 pixels). These settings would be ignored for the Matplotlib
+backend. The result is:
 
 .. figure:: figures/tutorial_social_network_2.png
    :alt: The visual representation of our social network - with names and genders
@@ -869,7 +870,8 @@ Keyword argument Purpose
 ---------------- ----------------------------------------------------------------
 ``bbox``         The bounding box of the plot. This must be a tuple containing
                  the desired width and height of the plot. The default plot is
-                 600 pixels wide and 600 pixels high.
+                 600 pixels wide and 600 pixels high. Ignored for the
+                 Matplotlib backend.
 ---------------- ----------------------------------------------------------------
 ``layout``       The layout to be used. It can be an instance of
                  :class:`~layout.Layout`,
@@ -881,7 +883,7 @@ Keyword argument Purpose
 ``margin``       The top, right, bottom and left margins of the plot in pixels.
                  This argument must be a list or tuple and its elements will be
                  re-used if you specify a list or tuple with less than four
-                 elements.
+                 elements. Ignored for the Matplotlib backend.
 ================ ================================================================
 
 Specifying colors in plots
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 1963b85e4..7cad8bf9b 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -177,7 +177,7 @@ Plotting graphs in Jupyter notebooks
 |igraph| supports inline plots within a `Jupyter`_ notebook via both the `Cairo`_ and `matplotlib`_ backend. If you are
 calling `igraph.plot` from a notebook cell without a `matplotlib`_ axes, the image will be shown inline in the corresponding
 output cell. Use the `bbox` argument to scale the image while preserving the size of the vertices, text, and other artists.
-For instance, to get a compact plot::
+For instance, to get a compact plot (using the Cairo backend only)::
 
    >>> ig.plot(g, bbox=(0, 0, 100, 100))
 

From 5a439f6fd08419428a5c5e6b5ec3686fffefe747 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 10:53:15 +0000
Subject: [PATCH 440/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9d6f7a9d8..795992467 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9d6f7a9d8eef9e7be36e03bf22177d093eaf0742
+Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8

From c0d4755b0e56e4d456fbb731fde7b28213f08390 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:05:50 +0000
Subject: [PATCH 441/681] feat: is_biconnected()

---
 src/_igraph/graphobject.c | 35 +++++++++++++++++++++++++++++++++++
 1 file changed, 35 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index fc8e62310..d0c2aff54 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1421,6 +1421,27 @@ PyObject *igraphmodule_Graph_is_connected(igraphmodule_GraphObject * self,
   Py_RETURN_FALSE;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Decides whether a graph is biconnected.
+ * \return Py_True if the graph is biconnected, Py_False otherwise
+ * \sa igraph_is_biconnected
+ */
+PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
+{
+  igraph_bool_t res;
+
+  if (igraph_is_biconnected(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res) {
+    Py_RETURN_TRUE;
+  } else {
+    Py_RETURN_FALSE;
+  }
+}
+
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
@@ -15275,6 +15296,20 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mode: whether we should calculate strong or weak connectivity.\n"
    "@return: C{True} if the graph is connected, C{False} otherwise.\n"},
 
+  /* interface to igraph_is_biconnected */
+  {"is_biconnected", (PyCFunction) igraphmodule_Graph_is_biconnected,
+   METH_NOARGS,
+   "is_biconnected()\n--\n\n"
+   "Decides whether the graph is biconnected.\n\n"
+   "A graph is biconnected if it stays connected after the removal of\n"
+   "any single vertex.\n\n"
+   "Note that there are different conventions in use about whether to\n"
+   "consider a graph consisting of two connected vertices to be biconnected.\n"
+   "igraph does consider it biconnected.\n\n"
+   "@return: C{True} if it is biconnected, C{False} otherwise.\n"
+   "@rtype: boolean"
+  },
+
   /* interface to igraph_linegraph */
   {"linegraph", (PyCFunction) igraphmodule_Graph_linegraph,
    METH_VARARGS | METH_KEYWORDS,

From 52775558fcd0b9d46ec87a0ddc4284fdd87540f7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 30 Jan 2024 11:25:11 +0000
Subject: [PATCH 442/681] tests: is_biconnected()

---
 tests/test_structural.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 541a2c6c8..5ad20648c 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -242,6 +242,8 @@ class BiconnectedComponentTests(unittest.TestCase):
     g1 = Graph.Full(10)
     g2 = Graph(5, [(0, 1), (1, 2), (2, 3), (3, 4)])
     g3 = Graph(6, [(0, 1), (1, 2), (2, 3), (3, 0), (2, 4), (2, 5), (4, 5)])
+    g4 = Graph.Full(2)
+    g5 = Graph.Full(1)
 
     def testBiconnectedComponents(self):
         s = self.g1.biconnected_components()
@@ -260,6 +262,14 @@ def testArticulationPoints(self):
         self.assertTrue(self.g1.articulation_points() == [])
         self.assertTrue(self.g2.cut_vertices() == [1, 2, 3])
         self.assertTrue(self.g3.articulation_points() == [2])
+        self.assertTrue(self.g4.articulation_points() == [])
+
+    def testIsBiconnected(self):
+        self.assertTrue(self.g1.is_biconnected())
+        self.assertFalse(self.g2.is_biconnected())
+        self.assertFalse(self.g3.is_biconnected())
+        self.assertTrue(self.g4.is_biconnected())
+        self.assertFalse(self.g5.is_biconnected())
 
 
 class CentralityTests(unittest.TestCase):

From 6fdd2d88ec71fc9297bd49671376213a23023fc8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:20:48 +0100
Subject: [PATCH 443/681] doc: proper capitalization of Erdos-Renyi and Prufer
 in docstrings

---
 src/_igraph/graphobject.c | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d0c2aff54..d6a669b60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3636,7 +3636,7 @@ PyObject *igraphmodule_Graph_Tree(PyTypeObject * type,
  * - directed is a bool that specifies if the edges should be directed. If so, they
  * point away from the root.
  * - method is one of:
- *   - 'Prufer' aka sample Pruefer sequences and convert to trees.
+ *   - 'prufer' aka sample Prüfer sequences and convert to trees.
  *   - 'lerw' aka loop-erased random walk on the complete graph to sample spanning
  *     trees.
  *
@@ -13946,7 +13946,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on the Erdos-Renyi model.\n\n"
+   "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
@@ -14102,11 +14102,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"Prufer", (PyCFunction) igraphmodule_Graph_Prufer,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Prufer(seq)\n--\n\n"
-   "Generates a tree from its Prufer sequence.\n\n"
-   "A Prufer sequence is a unique sequence of integers associated with a\n"
+   "Generates a tree from its Prüfer sequence.\n\n"
+   "A Prüfer sequence is a unique sequence of integers associated with a\n"
    "labelled tree. A tree on M{n} vertices can be represented by a sequence\n"
    "of M{n-2} integers, each between M{0} and M{n-1} (inclusive).\n\n"
-   "@param seq: the Prufer sequence as an iterable of integers\n"},
+   "@param seq: the Prüfer sequence as an iterable of integers\n"},
 
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
@@ -14389,7 +14389,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param directed: whether the graph should be directed\n"
    "@param method: the generation method to be used. One of the following:\n"
    "  \n"
-   "    - C{\"prufer\"} -- samples Prufer sequences uniformly, then converts\n"
+   "    - C{\"prufer\"} -- samples Prüfer sequences uniformly, then converts\n"
    "      them to trees\n"
    "    - C{\"lerw\"} -- performs a loop-erased random walk on the complete\n"
    "      graph to uniformly sample its spanning trees (Wilson's algorithm).\n"
@@ -15686,8 +15686,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    (PyCFunction) igraphmodule_Graph_to_prufer,
    METH_NOARGS,
    "to_prufer()\n--\n\n"
-   "Converts a tree graph into a Prufer sequence.\n\n"
-   "@return: the Prufer sequence as a list"
+   "Converts a tree graph into a Prüfer sequence.\n\n"
+   "@return: the Prüfer sequence as a list"
   },
 
   // interface to igraph_transitivity_undirected

From ce31917142201be7d6fafdbbf775a5418637fbc7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 31 Jan 2024 21:56:03 +0100
Subject: [PATCH 444/681] ci: update cibuildwheel

---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 865d97278..e9b7f0666 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.4
+        uses: pypa/cibuildwheel@v2.16.5
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 063b3d48d89b8ffbf76655b87d6e4a923ce1d04d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 31 Jan 2024 21:45:32 +0000
Subject: [PATCH 445/681] docs: fix some typos

---
 src/_igraph/graphobject.c   | 24 ++++++++++++------------
 src/igraph/adjacency.py     |  2 +-
 src/igraph/basic.py         |  6 +++---
 src/igraph/clustering.py    |  8 ++++----
 src/igraph/community.py     |  8 ++++----
 src/igraph/configuration.py |  4 ++--
 src/igraph/formula.py       |  4 ++--
 src/igraph/layout.py        |  2 +-
 src/igraph/statistics.py    |  2 +-
 9 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d6a669b60..7a5f483cd 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1925,8 +1925,8 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
 }
 
 /** \ingroup python_interface_graph
- * \brief Converts a tree graph into a Prufer sequence
- * \return the Prufer sequence as a Python object
+ * \brief Converts a tree graph into a Prüfer sequence
+ * \return the Prüfer sequence as a Python object
  * \sa igraph_to_prufer
  */
 PyObject *igraphmodule_Graph_to_prufer(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
@@ -2024,7 +2024,7 @@ PyObject *igraphmodule_Graph_Atlas(PyTypeObject * type, PyObject * args)
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on the Barabasi-Albert model
+ * \brief Generates a graph based on the Barabási-Albert model
  * This is intended to be a class method in Python, so the first argument
  * is the type object and not the Python igraph object (because we have
  * to allocate that in this method).
@@ -3290,7 +3290,7 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
 }
 
 /** \ingroup python_interface_graph
- * \brief Generates a graph based on sort of a "windowed" Barabasi-Albert model
+ * \brief Generates a graph based on sort of a "windowed" Barabási-Albert model
  * \return a reference to the newly generated Python igraph object
  * \sa igraph_recent_degree_game
  */
@@ -13864,8 +13864,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Barabasi(n, m, outpref=False, directed=False, power=1,\n"
    "         zero_appeal=1, implementation=\"psumtree\", start_from=None)\n--\n\n"
-   "Generates a graph based on the Barabasi-Albert model.\n\n"
-   "B{Reference}: Barabasi, A-L and Albert, R. 1999. Emergence of scaling\n"
+   "Generates a graph based on the Barabási-Albert model.\n\n"
+   "B{Reference}: Barabási, A-L and Albert, R. 1999. Emergence of scaling\n"
    "in random networks. I{Science}, 286 509-512.\n\n"
    "@param n: the number of vertices\n"
    "@param m: either the number of outgoing edges generated for\n"
@@ -14084,7 +14084,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Preference(n, type_dist, pref_matrix, attribute=None, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on vertex types and connection probabilities.\n\n"
-   "This is practically the nongrowing variant of L{Establishment}.\n"
+   "This is practically the non-growing variant of L{Establishment}.\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given type probabilities. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
@@ -14140,7 +14140,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
-   "Generates a graph based on a stochastic blockmodel.\n\n"
+   "Generates a graph based on a stochastic block model.\n\n"
    "A given number of vertices are generated. Every vertex is assigned to a\n"
    "vertex type according to the given block sizes. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
@@ -14494,7 +14494,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
    "connectivity patterns of the vertices and the pattern expected from the\n"
-   "disribution of the vertex types.\n\n"
+   "distribution of the vertex types.\n\n"
    "See equation (21) in Newman MEJ: Mixing patterns in networks, Phys Rev E\n"
    "67:026126 (2003) for the proper definition. The actual calculation is\n"
    "performed using equation (26) in the same paper for directed graphs, and\n"
@@ -14684,7 +14684,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "closeness(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the closeness centralities of given vertices in a graph.\n\n"
-   "The closeness centerality of a vertex measures how easily other\n"
+   "The closeness centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "number of vertices minus one divided by the sum of\n"
@@ -14717,7 +14717,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "harmonic_centrality(vertices=None, mode=\"all\", cutoff=None, weights=None, "
    "normalized=True)\n--\n\n"
    "Calculates the harmonic centralities of given vertices in a graph.\n\n"
-   "The harmonic centerality of a vertex measures how easily other\n"
+   "The harmonic centrality of a vertex measures how easily other\n"
    "vertices can be reached from it (or the other way: how easily it\n"
    "can be reached from the other vertices). It is defined as the\n"
    "mean inverse distance to all other vertices.\n\n"
@@ -14744,7 +14744,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "connected_components(mode=\"strong\")\n--\n\n"
    "Calculates the (strong or weak) connected components for a given graph.\n\n"
-   "Atttention: this function has a more convenient interface in class\n"
+   "Attention: this function has a more convenient interface in class\n"
    "L{Graph}, which wraps the result in a L{VertexClustering} object.\n"
    "It is advised to use that.\n"
    "@param mode: must be either C{\"strong\"} or C{\"weak\"}, depending on\n"
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index 9a55c1bc4..d94b246a3 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -128,7 +128,7 @@ def _get_adjlist(self, mode="out"):
     contains the neighbors of the given vertex.
 
     @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all"\"}, both
+      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
     """
diff --git a/src/igraph/basic.py b/src/igraph/basic.py
index 2944d3f2d..edc016d20 100644
--- a/src/igraph/basic.py
+++ b/src/igraph/basic.py
@@ -34,7 +34,7 @@ def _add_edges(graph, es, attributes=None):
     @param es: the list of edges to be added. Every edge is represented
       with a tuple containing the vertex IDs or names of the two
       endpoints. Vertices are enumerated from zero.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of edges to be added, containing the attributes of the new
       edges.
     """
@@ -92,7 +92,7 @@ def _add_vertices(graph, n, attributes=None):
       vertex to be added, or a sequence of strings, each corresponding to the
       name of a vertex to be added. Names will be assigned to the C{name}
       vertex attribute.
-    @param attributes: dict of sequences, all of length equal to the
+    @param attributes: dict of sequences, each of length equal to the
       number of vertices to be added, containing the attributes of the new
       vertices. If n is a string (so a single vertex is added), then the
       values of this dict are the attributes themselves, but if n=1 then
@@ -136,7 +136,7 @@ def _delete_edges(graph, *args, **kwds):
     first positional argument is callable, an edge sequence is derived by
     calling L{EdgeSeq.select} with the same positional and keyword
     arguments. Edges in the derived edge sequence will be removed.
-    Otherwise the first positional argument is considered as follows:
+    Otherwise, the first positional argument is considered as follows:
 
     Deprecation notice: C{delete_edges(None)} has been replaced by
     C{delete_edges()} - with no arguments - since igraph 0.8.3.
diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b06e886e8..b45e6d9ce 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -452,7 +452,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the groups will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1151,7 +1151,7 @@ def __plot__(self, backend, context, *args, **kwds):
 
               - C{True}: all the clusters will be highlighted, the colors matching
                 the corresponding color indices from the current palette
-                (see the C{palette} keyword argument of L{Graph.__plot__}.
+                (see the C{palette} keyword argument of L{Graph.__plot__}).
 
               - A dict mapping cluster indices or tuples of vertex indices to
                 color names.  The given clusters or vertex groups will be
@@ -1371,7 +1371,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     to clusters automatically.
     """
     # Handle the case of mark_groups = True, mark_groups containing a list or
-    # tuple of cluster IDs, and and mark_groups yielding (cluster ID, color)
+    # tuple of cluster IDs, and mark_groups yielding (cluster ID, color)
     # pairs
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
@@ -1483,7 +1483,7 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
       as a L{Clustering} object.
     @param method: the measure to use. C{"vi"} or C{"meila"} means the
       variation of information metric of Meila (2003), C{"nmi"} or C{"danon"}
-      means the normalized mutual information as defined by Danon et al (2005),
+      means the normalized mutual information as defined by Danon et al. (2005),
       C{"split-join"} means the split-join distance of van Dongen (2000),
       C{"rand"} means the Rand index of Rand (1971), C{"adjusted_rand"}
       means the adjusted Rand index of Hubert and Arabie (1985).
diff --git a/src/igraph/community.py b/src/igraph/community.py
index b890b97b2..e2dcb47da 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -46,7 +46,7 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
-    @param vertex_weights: name of an vertex attribute or a list containing
+    @param vertex_weights: name of a vertex attribute or a list containing
       vertex weights.
     @param trials: the number of attempts to partition the network.
     @return: an appropriate L{VertexClustering} object with an extra attribute
@@ -111,7 +111,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     Note that since ties are broken randomly, there is no guarantee that
     the algorithm returns the same community structure after each run.
-    In fact, they frequently differ. See the paper of Raghavan et al
+    In fact, they frequently differ. See the paper of Raghavan et al.
     on how to come up with an aggregated community structure.
 
     Also note that the community _labels_ (numbers) have no semantic meaning
@@ -156,10 +156,10 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
     iteratively in a way that maximizes the vertices' local contribution
     to the overall modularity score. When a consensus is reached (i.e. no
     single move would increase the modularity score), every community in
-    the original graph is shrank to a single vertex (while keeping the
+    the original graph is shrunk to a single vertex (while keeping the
     total weight of the incident edges) and the process continues on the
     next level. The algorithm stops when it is not possible to increase
-    the modularity any more after shrinking the communities to vertices.
+    the modularity anymore after shrinking the communities to vertices.
 
     This algorithm is said to run almost in linear time on sparse graphs.
 
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index 6f507723e..d0202f541 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -125,7 +125,7 @@ def setboolean(obj, section, key, value):
             @param value: the value itself. C{0}, C{false}, C{no} and C{off}
               means false, C{1}, C{true}, C{yes} and C{on} means true,
               everything else results in a C{ValueError} being thrown.
-              Values are case insensitive
+              Values are case-insensitive
             """
             value = str(value).lower()
             if value in ("0", "false", "no", "off"):
@@ -234,7 +234,7 @@ def _item_to_section_key(item: str) -> Tuple[str, str]:
         """Converts an item description to a section-key pair.
 
         @param item: the item to be converted
-        @return: if C{item} contains a period (C{.}), it is splitted into two parts
+        @return: if C{item} contains a period (C{.}), it is split into two parts
           at the first period, then the two parts are returned, so the part before
           the period is the section. If C{item} does not contain a period, the
           section is assumed to be C{general}, and the second part of the returned
diff --git a/src/igraph/formula.py b/src/igraph/formula.py
index 8febe141a..c644b8d78 100644
--- a/src/igraph/formula.py
+++ b/src/igraph/formula.py
@@ -153,7 +153,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
       + edges (vertex names):
       A->B
 
-    If you have may disconnected componnets, you can separate them
+    If you have many disconnected componnets, you can separate them
     with commas. You can also specify isolated vertices:
 
       >>> g = Graph.Formula("A--B, C--D, E--F, G--H, I, J, K")
@@ -181,7 +181,7 @@ def construct_graph_from_formula(cls, formula=None, attr="name", simplify=True):
     @param formula: the formula itself
     @param attr: name of the vertex attribute where the vertex names
                  will be stored
-    @param simplify: whether the simplify the constructed graph
+    @param simplify: whether to simplify the constructed graph
     @return: the constructed graph:
     """
 
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index a846be7bd..f5b0a9181 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -38,7 +38,7 @@ class Layout:
     the vertices. It was particularly convenient for me to use the same layout
     for all of them, especially when I made figures for a paper. However,
     C{igraph} will of course refuse to draw a graph with a layout that has
-    less coordinates than the node count of the graph.
+    fewer coordinates than the node count of the graph.
 
     Layouts behave exactly like lists when they are accessed using the item
     index operator (C{[...]}). They can even be iterated through. Items
diff --git a/src/igraph/statistics.py b/src/igraph/statistics.py
index 98a53cc7f..e134f7751 100644
--- a/src/igraph/statistics.py
+++ b/src/igraph/statistics.py
@@ -530,7 +530,7 @@ def power_law_fit(data, xmin=None, method="auto", p_precision=0.01):
           size if n is small.
 
         - C{discrete}: exact maximum likelihood estimation when the
-          input comes from a discrete scale (see Clauset et al among the
+          input comes from a discrete scale (see Clauset et al. among the
           references).
 
         - C{auto}: exact maximum likelihood estimation where the continuous

From cc632fff3b3e06d82fb92d7526910136b8ed1613 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 22:43:12 +0000
Subject: [PATCH 446/681] chore: update C core to 0.10.9

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 795992467..51dfb1403 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 795992467202eccbe81910efef995d10f9f0c6b8
+Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294

From b85cf82d7879619492eeb868cfd55e810d40120a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 3 Feb 2024 23:05:35 +0000
Subject: [PATCH 447/681] feat: Realize_Bipartite_Degree_Sequence()

---
 src/_igraph/graphobject.c | 86 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 61 +++++++++++++++++++++++++++
 2 files changed, 147 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7a5f483cd..5fe21c4c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2975,6 +2975,61 @@ PyObject *igraphmodule_Graph_Realize_Degree_Sequence(PyTypeObject *type,
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Generates a graph with a specified degree sequence
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_realize_bipartite_degree_sequence
+ */
+PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *type,
+                                 PyObject *args, PyObject *kwds) {
+
+  igraph_vector_int_t degrees1, degrees2;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  igraph_realize_degseq_t method = IGRAPH_REALIZE_DEGSEQ_SMALLEST;
+  PyObject *degrees1_o, *degrees2_o;
+  PyObject *edge_types_o = Py_None, *method_o = Py_None;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
+    return NULL;
+
+  /* allowed edge types */
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  /* methods */
+  if (igraphmodule_PyObject_to_realize_degseq_t(method_o, &method))
+    return NULL;
+
+  /* First degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees1_o, &degrees1))
+    return NULL;
+
+  /* Second degree vector */
+  if (igraphmodule_PyObject_to_vector_int_t(degrees2_o, &degrees2)) {
+    igraph_vector_int_destroy(&degrees1);
+    return NULL;
+  }
+
+  if (igraph_realize_bipartite_degree_sequence(&g, &degrees1, &degrees2, allowed_edge_types, method)) {
+    igraph_vector_int_destroy(&degrees1);
+    igraph_vector_int_destroy(&degrees2);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  igraph_vector_int_destroy(&degrees1);
+  igraph_vector_int_destroy(&degrees2);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Generates a graph based on vertex types and connection preferences
  * \return a reference to the newly generated Python igraph object
@@ -14247,6 +14302,37 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "  See Horvát and Modes (2021) for details.\n"
   },
 
+  {"Realize_Bipartite_Degree_Sequence", (PyCFunction) igraphmodule_Graph_Realize_Bipartite_Degree_Sequence,
+    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+    "Realize_Bipartite_Degree_Sequence(degrees1, degrees2, allowed_edge_types=\"simple\", method=\"smallest\")\n--\n\n"
+    "Generates a bipartite graph from the degree sequences of its partitions.\n"
+    "\n"
+    "This method implements a Havel-Hakimi style graph construction for biparite\n"
+    "graphs. In each step, the algorithm picks two vertices in a deterministic\n"
+    "manner and connects them. The way the vertices are picked is defined by the\n"
+    "C{method} parameter. The allowed edge types (i.e. whether multi-edges are allowed)\n"
+    "are specified in the C{allowed_edge_types} parameter. Self-loops are never created,\n"
+    "since a graph with self-loops is not bipartite.\n"
+    "\n"
+    "@param degrees1: the degrees of the first partition.\n"
+    "@param degrees2: the degrees of the second partition.\n"
+    "@param allowed_edge_types: controls whether multi-edges are allowed\n"
+    "  during the generation process. Possible values are:\n"
+    "\n"
+    "    - C{\"simple\"}: simple graphs (no multi-edges)\n"
+    "    - C{\"multi\"}: multi-edges allowed\n"
+    "\n"
+    "@param method: controls how the vertices are selected during the generation\n"
+    "  process. Possible values are:\n"
+    "\n"
+    "    - C{smallest}: The vertex with smallest remaining degree first.\n"
+    "    - C{largest}: The vertex with the largest remaining degree first.\n"
+    "    - C{index}: The vertices are selected in order of their index.\n"
+    "\n"
+    "  The smallest C{smallest} method is guaranteed to produce a connected graph,\n"
+    "  if one exists."
+  },
+
   // interface to igraph_ring
   {"Ring", (PyCFunction) igraphmodule_Graph_Ring,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 31b8692bc..17205eb95 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -249,6 +249,67 @@ def testRealizeDegreeSequence(self):
         self.assertFalse(g.is_directed())
         self.assertTrue(g.degree() == degrees)
 
+    def testRealizeBipartiteDegreeSequence(self):
+        deg1 = [2, 2]
+        deg2 = [1, 1, 2]
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "largest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
+        deg1 = [3, 1, 1]
+        deg2 = [2, 3]
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "smallest",
+        )
+
+        self.assertRaises(
+            InternalError,
+            Graph.Realize_Bipartite_Degree_Sequence,
+            deg1,
+            deg2,
+            "simple",
+            "index",
+        )
+
+        g = Graph.Realize_Bipartite_Degree_Sequence(
+            deg1,
+            deg2,
+            "multi",
+            "smallest",
+        )
+        self.assertFalse(g.is_directed())
+        self.assertTrue(g.is_connected())
+        self.assertTrue(g.degree() == deg1 + deg2)
+
     def testKautz(self):
         g = Graph.Kautz(2, 2)
         deg_in = g.degree(mode="in")

From a1708b882deaa5e19eeab7576812b95f4925a721 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sun, 4 Feb 2024 10:40:50 +0100
Subject: [PATCH 448/681] fix: make sure that degrees2 is not optional in
 Graph.Realize_Bipartite_Degree_Sequence

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 5fe21c4c1..4315a6df0 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2992,7 +2992,7 @@ PyObject *igraphmodule_Graph_Realize_Bipartite_Degree_Sequence(PyTypeObject *typ
   igraph_t g;
 
   static char *kwlist[] = { "degrees1", "degrees2", "allowed_edge_types", "method", NULL };
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &degrees1_o, &degrees2_o, &edge_types_o, &method_o))
     return NULL;
 

From 863ad514bd4067ef47c3eafb2c37bed44494e876 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:13:46 +0100
Subject: [PATCH 449/681] chore: update C core to 0.10.10

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 51dfb1403..2de2c37e3 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 51dfb14038eb534f66781f94263d9c04f2694294
+Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6

From 0982e7d506a45cbd74152d5911406726393a925f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 17:18:49 +0100
Subject: [PATCH 450/681] chore: updated changelog [ci skip]

---
 CHANGELOG.md | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index cf3fe6078..03ca918b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,16 +1,22 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.4]
 
 ### Added
 
 - Added `Graph.Prufer()` to construct a graph from a Prüfer sequence.
 
+- Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
+  a bidegree sequence.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property
   has a vector value.
 
+- `Graph.Adjacency()` now accepts `Matrix` instances and other sequences as an
+  input, it is not limited to lists-of-lists-of-ints any more.
+
 ## [0.11.3] - 2023-11-19
 
 ### Added
@@ -615,7 +621,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.3...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
 [0.11.0]: https://github.com/igraph/python-igraph/compare/0.10.8...0.11.0

From 75d760d394865785308be4019120391eeb5979c1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:31 +0100
Subject: [PATCH 451/681] doc: clarify specification of same color for all
 vertices when plotting

---
 doc/source/sg_execution_times.rst | 109 ++++++++++++++++++++++++++++++
 doc/source/tutorial.es.rst        |   2 +-
 doc/source/tutorial.rst           |  23 ++++++-
 3 files changed, 130 insertions(+), 4 deletions(-)
 create mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
new file mode 100644
index 000000000..a63741754
--- /dev/null
+++ b/doc/source/sg_execution_times.rst
@@ -0,0 +1,109 @@
+
+:orphan:
+
+.. _sphx_glr_sg_execution_times:
+
+
+Computation times
+=================
+**00:10.013** total execution time for 25 files **from all galleries**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
+     - 00:02.970
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
+     - 00:01.287
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
+     - 00:00.759
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
+     - 00:00.735
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
+     - 00:00.711
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
+     - 00:00.504
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
+     - 00:00.416
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
+     - 00:00.313
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
+     - 00:00.216
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
+     - 00:00.201
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
+     - 00:00.194
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
+     - 00:00.176
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
+     - 00:00.169
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
+     - 00:00.161
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
+     - 00:00.153
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
+     - 00:00.142
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
+     - 00:00.137
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
+     - 00:00.079
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
+     - 00:00.073
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
+     - 00:00.067
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
+     - 00:00.058
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
+     - 00:00.052
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
+     - 00:00.052
+     - 0.0
diff --git a/doc/source/tutorial.es.rst b/doc/source/tutorial.es.rst
index 5d2f59f05..b5758c413 100644
--- a/doc/source/tutorial.es.rst
+++ b/doc/source/tutorial.es.rst
@@ -701,7 +701,7 @@ Especificación de colores en los gráficos
 
 ***Nombres de colores X11***
 
-Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que "DarkBLue" puede escribirse también como "darkblue".
+Consulta la `lista de nombres de colores X11 <https://en.wikipedia.org/wiki/X11_color_names>`_ en Wikipedia para ver la lista completa. Los nombres de los colores no distinguen entre mayúsculas y minúsculas en |igraph|, por lo que ``"DarkBLue"`` puede escribirse también como ``"darkblue"``.
 
 ***Especificación del color en la sintaxis CSS***
 
diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index e25523c66..ea2ce0e14 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -895,9 +895,9 @@ color (e.g., edge, vertex or label colors in the respective attributes):
 X11 color names
     See the `list of X11 color names <https://en.wikipedia.org/wiki/X11_color_names>`_
     in Wikipedia for the complete list. Alternatively you can see the
-    keys of the igraph.drawing.colors.known_colors dictionary. Color
-    names are case insensitive in igraph so "DarkBlue" can be written as
-    "darkblue" as well.
+    keys of the ``igraph.drawing.colors.known_colors`` dictionary. Color
+    names are case insensitive in igraph so ``"DarkBlue"`` can be written as
+    ``"darkblue"`` as well.
 
 Color specification in CSS syntax
     This is a string according to one of the following formats (where *R*, *G* and
@@ -913,6 +913,23 @@ Color specification in CSS syntax
 Lists or tuples of RGB values in the range 0-1
     Example: ``(1.0, 0.5, 0)`` or ``[1.0, 0.5, 0]``.
 
+Note that when specifying the same color for all vertices or edges, you can use
+a string as-is but not the tuple or list syntax as tuples or lists would be
+interpreted as if the *items* in the tuple are for individual vertices or
+edges. So, this would work::
+
+  >>> ig.plot(g, vertex_color="green")
+
+But this would not, as it would treat the items in the tuple as palette indices
+for the first, second and third vertoces::
+
+  >>> ig.plot(g, vertex_color=(1, 0, 0))
+
+In this latter case, you need to expand the color specification for each vertex
+explicitly::
+
+  >>> ig.plot(g, vertex_color=[(1, 0, 0)] * g.vcount())
+
 
 Saving plots
 ^^^^^^^^^^^^

From 9e0ddb14fc101018535b7022d46b9b453e1e0f50 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 13 Feb 2024 21:08:43 +0100
Subject: [PATCH 452/681] chore: bumped version to 0.11.4

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index a75324513..4c4a3bf3a 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 3)
+__version_info__ = (0, 11, 4)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From f3a4fbce6dc5cfedd479f0ed0c41998551d192e2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:46:41 +0100
Subject: [PATCH 453/681] feat: add prefixattr=... argument to
 Graph.write_graphml(), fixes #759

---
 src/_igraph/graphobject.c | 17 +++++++++++------
 tests/test_foreign.py     |  1 +
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4315a6df0..488a55740 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -9728,18 +9728,19 @@ PyObject *igraphmodule_Graph_write_pajek(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_write_graphml(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  PyObject *fname = NULL;
-  static char *kwlist[] = { "f", NULL };
+  PyObject *fname = NULL, *prefixattr_o = Py_True;
+  static char *kwlist[] = { "f", "prefixattr", NULL };
   igraphmodule_filehandle_t fobj;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &fname))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &fname, &prefixattr_o))
     return NULL;
 
   if (igraphmodule_filehandle_init(&fobj, fname, "w"))
     return NULL;
 
-  if (igraph_write_graph_graphml(&self->g, igraphmodule_filehandle_get(&fobj),
-                 /*prefixattr=*/ 1)) {
+  if (igraph_write_graph_graphml(
+    &self->g, igraphmodule_filehandle_get(&fobj), PyObject_IsTrue(prefixattr_o)
+  )) {
     igraphmodule_handle_igraph_error();
     igraphmodule_filehandle_destroy(&fobj);
     return NULL;
@@ -16930,9 +16931,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_write_graph_edgelist */
   {"write_graphml", (PyCFunction) igraphmodule_Graph_write_graphml,
    METH_VARARGS | METH_KEYWORDS,
-   "write_graphml(f)\n--\n\n"
+   "write_graphml(f, prefixattr=True)\n--\n\n"
    "Writes the graph to a GraphML file.\n\n"
    "@param f: the name of the file to be written or a Python file handle\n"
+   "@param prefixattr: whether attribute names in the written file should be\n"
+   "  prefixed with C{g_}, C{v_} and C{e_} for graph, vertex and edge\n"
+   "  attributes, respectively. This might be needed to ensure the uniqueness\n"
+   "  of attribute identifiers in the written GraphML file.\n"
   },
   /* interface to igraph_write_graph_leda */
   {"write_leda", (PyCFunction) igraphmodule_Graph_write_leda,
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 69657062e..72047dc1a 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -360,6 +360,7 @@ def testGraphML(self):
             self.assertTrue("name" in g.vertex_attributes())
 
             g.write_graphml(tmpfname)
+            g.write_graphml(tmpfname, prefixattr=False)
 
     def testGraphMLz(self):
         with temporary_file(

From ddd0fa6613906535d7b9c2b5b60ab81c521dc594 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:47:44 +0100
Subject: [PATCH 454/681] chore: updated changelog

---
 CHANGELOG.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 03ca918b0..32d6c5702 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added a `prefixattr=...` keyword argument to `Graph.write_graphml()` that
+  allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
+  written by igraph.
+
 ## [0.11.4]
 
 ### Added

From 7825c7af1963d731c57057d12fa8df77f1c5d0f3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 14 Feb 2024 11:52:59 +0100
Subject: [PATCH 455/681] refactor: Graph.are_connected() was renamed to
 Graph.are_adjacent()

---
 CHANGELOG.md              |  6 ++++++
 doc/source/analysis.rst   |  2 +-
 src/_igraph/graphobject.c | 14 +++++++-------
 src/igraph/__init__.py    |  8 ++++++++
 tests/test_attributes.py  |  2 +-
 tests/test_structural.py  |  2 +-
 6 files changed, 24 insertions(+), 10 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 32d6c5702..891995ccd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,12 @@
   allows the user to strip the `g_`, `v_` and `e_` prefixes from GraphML files
   written by igraph.
 
+### Changed
+
+- `Graph.are_connected()` has now been renamed to `Graph.are_adjacent()`,
+  following up a similar change in the C core. The old name of the function
+  is deprecated but will be kept around until at least 0.12.0.
+
 ## [0.11.4]
 
 ### Added
diff --git a/doc/source/analysis.rst b/doc/source/analysis.rst
index 943f719cc..bb911efad 100644
--- a/doc/source/analysis.rst
+++ b/doc/source/analysis.rst
@@ -63,7 +63,7 @@ To get the vertices at the two ends of an edge, use :attr:`Edge.source` and :att
     >>> v1, v2 = e.source, e.target
 
 Vice versa, to get the edge if from the source and target vertices, you can use :meth:`Graph.get_eid` or, for multiple pairs of source/targets,
-:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_connected`.
+:meth:`Graph.get_eids`. The boolean version, asking whether two vertices are directly connected, is :meth:`Graph.are_adjacent`.
 
 To get the edges incident on a vertex, you can use :meth:`Vertex.incident`, :meth:`Vertex.out_edges` and
 :meth:`Vertex.in_edges`. The three are equivalent on undirected graphs but not directed ones of course::
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 488a55740..c79b4b479 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1445,10 +1445,10 @@ PyObject *igraphmodule_Graph_is_biconnected(igraphmodule_GraphObject *self, PyOb
 /** \ingroup python_interface_graph
  * \brief Decides whether there is an edge from a given vertex to an other one.
  * \return Py_True if the vertices are directly connected, Py_False otherwise
- * \sa igraph_are_connected
+ * \sa igraph_are_adjacent
  */
-PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
-                                           PyObject * args, PyObject * kwds)
+PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
+                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
@@ -1464,7 +1464,7 @@ PyObject *igraphmodule_Graph_are_connected(igraphmodule_GraphObject * self,
   if (igraphmodule_PyObject_to_vid(v2, &idx2, &self->g))
     return NULL;
 
-  if (igraph_are_connected(&self->g, idx1, idx2, &res))
+  if (igraph_are_adjacent(&self->g, idx1, idx2, &res))
     return igraphmodule_handle_igraph_error();
 
   if (res)
@@ -14554,10 +14554,10 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // STRUCTURAL PROPERTIES OF GRAPHS //
   /////////////////////////////////////
 
-  // interface to igraph_are_connected
-  {"are_connected", (PyCFunction) igraphmodule_Graph_are_connected,
+  // interface to igraph_are_adjacent
+  {"are_adjacent", (PyCFunction) igraphmodule_Graph_are_adjacent,
    METH_VARARGS | METH_KEYWORDS,
-   "are_connected(v1, v2)\n--\n\n"
+   "are_adjacent(v1, v2)\n--\n\n"
    "Decides whether two given vertices are directly connected.\n\n"
    "@param v1: the ID or name of the first vertex\n"
    "@param v2: the ID or name of the second vertex\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index c0997aa8c..7f0e328b7 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -948,6 +948,14 @@ def Incidence(cls, *args, **kwds):
         deprecated("Graph.Incidence() is deprecated; use Graph.Biadjacency() instead")
         return cls.Biadjacency(*args, **kwds)
 
+    def are_connected(self, *args, **kwds):
+        """Deprecated alias to L{Graph.are_adjacent()}."""
+        deprecated(
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
+            "instead"
+        )
+        return self.are_adjacent(*args, **kwds)
+
     def get_incidence(self, *args, **kwds):
         """Deprecated alias to L{Graph.get_biadjacency()}."""
         deprecated(
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 4b6683d32..1299cada9 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -112,7 +112,7 @@ def testVertexNameIndexingBug196(self):
         g.add_vertices([a, b])
         g.add_edges([(a, b)])
         self.assertEqual(g.ecount(), 1)
-        self.assertTrue(g.are_connected(a, b))
+        self.assertTrue(g.are_adjacent(a, b))
 
     def testInvalidAttributeNames(self):
         g = Graph.Famous("bull")
diff --git a/tests/test_structural.py b/tests/test_structural.py
index 5ad20648c..bfda0f2e5 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -994,7 +994,7 @@ def testGetAllSimplePaths(self):
             self.assertEqual(15, path[-1])
             curr = path[0]
             for next in path[1:]:
-                self.assertTrue(g.are_connected(curr, next))
+                self.assertTrue(g.are_adjacent(curr, next))
                 curr = next
 
     def testPathLengthHist(self):

From 9fc0372d638ceb158fb6c0211bec0ff3ccf7c592 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 19 Feb 2024 10:33:38 +0000
Subject: [PATCH 456/681] doc: clarify that we use natural logarithms for
 entropies

---
 src/igraph/clustering.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b45e6d9ce..b1fca9ab4 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1459,6 +1459,9 @@ def _ensure_list(obj):
 def compare_communities(comm1, comm2, method="vi", remove_none=False):
     """Compares two community structures using various distance measures.
 
+    For measures involving entropies (e.g., the variation of information metric),
+    igraph uses natural logarithms.
+
     B{References}
 
       - Meila M: Comparing clusterings by the variation of information. In:

From 12a376c1d4b4d239d0887b1f752c7c93c2cf0907 Mon Sep 17 00:00:00 2001
From: David R Connell <davidconnell12@gmail.com>
Date: Wed, 6 Mar 2024 17:03:01 -0600
Subject: [PATCH 457/681] Update from deprecated PyCObject to PyCapsule

---
 src/_igraph/igraphmodule_api.h | 21 ++-------------------
 1 file changed, 2 insertions(+), 19 deletions(-)

diff --git a/src/_igraph/igraphmodule_api.h b/src/_igraph/igraphmodule_api.h
index f7eeb932b..8ab364b50 100644
--- a/src/_igraph/igraphmodule_api.h
+++ b/src/_igraph/igraphmodule_api.h
@@ -56,25 +56,8 @@ extern "C" {
 
   /* Return -1 and set exception on error, 0 on success */
   static int import_igraph(void) {
-    PyObject *c_api_object;
-    PyObject *module;
-
-    module = PyImport_ImportModule("igraph._igraph");
-    if (module == 0)
-      return -1;
-
-    c_api_object = PyObject_GetAttrString(module, "_C_API");
-    if (c_api_object == 0) {
-      Py_DECREF(module);
-      return -1;
-    }
-
-    if (PyCObject_Check(c_api_object))
-      PyIGraph_API = (void**)PyCObject_AsVoidPtr(c_api_object);
-
-    Py_DECREF(c_api_object);
-    Py_DECREF(module);
-    return 0;
+    PyIGraph_API = (void **)PyCapsule_Import("igraph._igraph._C_API", 0);
+    return (PyIGraph_API != NULL) ? 0 : -1;
   }
 
 #endif

From 833be5a1ba4a91d7788bd4af040a4ae42ce1a503 Mon Sep 17 00:00:00 2001
From: jpowell11 <deyoda365@gmail.com>
Date: Wed, 13 Mar 2024 18:30:18 -0500
Subject: [PATCH 458/681] Added clarification to the get_shortest_path()
 documentation

---
 src/_igraph/graphobject.c | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index c79b4b479..b10be661f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,6 +15122,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
+   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"
@@ -15139,7 +15140,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  algorithm automatically based on whether the graph has negative weights\n"
    "  or not. C{\"dijkstra\"} uses Dijkstra's algorithm. C{\"bellman_ford\"}\n"
    "  uses the Bellman-Ford algorithm. Ignored for unweighted graphs.\n"
-   "@return: see the documentation of the C{output} parameter.\n"},
+   "@return: see the documentation of the C{output} parameter.\n"
+   "@see: L{get_shortest_paths()}\n"},
 
   /* interface to igraph_get_shortest_paths */
   {"get_shortest_paths", (PyCFunction) igraphmodule_Graph_get_shortest_paths,

From 78c53f030a97327c30f02c42949ecb48797cd37e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:03:48 +0100
Subject: [PATCH 459/681] doc: word wrapping in improved get_shortest_path()
 docs for the console

---
 src/_igraph/graphobject.c | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b10be661f..44b617cf4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15122,7 +15122,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_KEYWORDS,
    "get_shortest_path(v, to, weights=None, mode=\"out\", output=\"vpath\", algorithm=\"auto\")\n--\n\n"
    "Calculates the shortest path from a source vertex to a target vertex in a graph.\n\n"
-   "This function only returns a single shortest path, to find all shortest paths consider using L{get_shortest_paths()}.\n\n"
+   "This function only returns a single shortest path. Consider using L{get_shortest_paths()}\n"
+   "to find all shortest paths between a source and one or more target vertices.\n\n"
    "@param v: the source vertex of the path\n"
    "@param to: the target vertex of the path\n"
    "@param weights: edge weights in a list or the name of an edge attribute\n"

From 558612f4a02be015872ab58f1529d6e55915d793 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 14 Mar 2024 17:24:53 +0100
Subject: [PATCH 460/681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 78c931202..f8a0ea85d 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -531,6 +531,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "JDPowell648",
+      "name": "JDPowell648",
+      "avatar_url": "https://avatars.githubusercontent.com/u/41934552?v=4",
+      "profile": "https://github.com/JDPowell648",
+      "contributions": [
+        "doc"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 37b369f5d..5535a66ac 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -81,6 +81,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   <tr>
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
   </tr>
 </table>
 

From 7fd469f0158d381bfc8fcda8b66dc0b9d213639f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Mar 2024 14:03:13 +0000
Subject: [PATCH 461/681] build(deps): bump pypa/cibuildwheel from 2.16.5 to
 2.17.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.16.5 to 2.17.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.16.5...v2.17.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e9b7f0666..f047f808a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.16.5
+        uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_BEFORE_BUILD: "python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 7ce527528c94516cc05e86c5a8d5ce0cb1a71f60 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Rodrigo=20Monteiro=20de=20Moraes=20de=20Arruda=20Falc?=
 =?UTF-8?q?=C3=A3o?= <rmmaf98@gmail.com>
Date: Wed, 20 Mar 2024 19:52:00 -0300
Subject: [PATCH 462/681] Bug fix in libraries.py

The 'pop' function in line 58 is called wrongly, resulting in:

TypeError: 'builtin_function_or_method' object is not subscriptable
---
 src/igraph/io/libraries.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/io/libraries.py b/src/igraph/io/libraries.py
index 52e47b8af..f35cc9545 100644
--- a/src/igraph/io/libraries.py
+++ b/src/igraph/io/libraries.py
@@ -55,7 +55,7 @@ def _export_graph_to_networkx(
         eattr["_igraph_index"] = i
 
         if multigraph and "_nx_multiedge_key" in eattr:
-            eattr["key"] = eattr.pop["_nx_multiedge_key"]
+            eattr["key"] = eattr.pop("_nx_multiedge_key")
 
         if vertex_attr_hashable in graph.vertex_attributes():
             hashable_source = graph.vs[vertex_attr_hashable][edge.source]

From 0be087a4ae781b17e1f29810804e4c2a12716efb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 21 Mar 2024 08:35:29 +0100
Subject: [PATCH 463/681] chore: updated contributors list

---
 .all-contributorsrc | 45 +++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTORS.md     |  7 +++++++
 2 files changed, 52 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f8a0ea85d..6daaa80b3 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -540,6 +540,51 @@
       "contributions": [
         "doc"
       ]
+    },
+    {
+      "login": "Adriankhl",
+      "name": "k.h.lai",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16377650?v=4",
+      "profile": "https://github.com/Adriankhl",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "gruebel",
+      "name": "Anton Grübel",
+      "avatar_url": "https://avatars.githubusercontent.com/u/33207684?v=4",
+      "profile": "https://github.com/gruebel",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "flange-ipb",
+      "name": "flange-ipb",
+      "avatar_url": "https://avatars.githubusercontent.com/u/34936695?v=4",
+      "profile": "https://github.com/flange-ipb",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "pmp-p",
+      "name": "Paul m. p. Peny",
+      "avatar_url": "https://avatars.githubusercontent.com/u/16009100?v=4",
+      "profile": "https://discuss.afpy.org/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "DavidRConnell",
+      "name": "David R. Connell",
+      "avatar_url": "https://avatars.githubusercontent.com/u/35470740?v=4",
+      "profile": "https://davidrconnell.github.io/",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5535a66ac..dc02942b4 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -82,6 +82,13 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
     <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
     <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+  </tr>
+  <tr>
+    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
   </tr>
 </table>
 

From 7ed868d8554f2e32a57c2b751935eb47b1b22025 Mon Sep 17 00:00:00 2001
From: Kreijstal <rainb@tfwno.gf>
Date: Sat, 20 Apr 2024 11:08:18 +0200
Subject: [PATCH 464/681] Linking with existing igraph on msys2

I've been thinking for a while if the msys2/mingw distribution should provide a package for python-igraph itself, but these are instructions to build from source, so it should suffice
---
 README.md | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index a94f33f5a..afa7e83e0 100644
--- a/README.md
+++ b/README.md
@@ -77,6 +77,8 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
+Note: You need the following packages:
+`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 
@@ -158,8 +160,16 @@ the packaged igraph library instead of bringing its own copy.
 It is also useful on macOS if you want to link to the igraph library installed
 from Homebrew.
 
-Due to the lack of support of `pkg-config` on Windows, it is currently not
-possible to build against an external library on Windows.
+Due to the lack of support of `pkg-config` on MSVC, it is currently not
+possible to build against an external library on MSVC.
+
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+[mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
+simply type: 
+```
+IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
+```
+to build.
 
 **Warning:** the Python interface is guaranteed to work only with the same
 version of the C core that is vendored inside the `vendor/source/igraph`

From 96c6ff9418ebbc91b93b286f66987aa5f30a9f27 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Sat, 20 Apr 2024 14:35:01 +0200
Subject: [PATCH 465/681] doc: update README.md styling

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index afa7e83e0..45a127ca4 100644
--- a/README.md
+++ b/README.md
@@ -77,8 +77,10 @@ where `[arch]` is either `Win32` for 32-bit builds or `x64` for 64-bit builds.
 Also, when building in MSYS2, you need to set the `SETUPTOOLS_USE_DISTUTILS`
 environment variable to `stdlib`; this is because MSYS2 uses a patched version
 of `distutils` that conflicts with `setuptools >= 60.0`.
-Note: You need the following packages:
-`$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
+
+> [!TIP]
+> You need the following packages:
+> `$MINGW_PACKAGE_PREFIX-python-pip $MINGW_PACKAGE_PREFIX-python-setuptools $MINGW_PACKAGE_PREFIX-cc $MINGW_PACKAGE_PREFIX-cmake`
 
 ### Enabling GraphML
 

From 7507b87ae3d9c469a79904a398dae0d171f3632e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 23 Apr 2024 15:40:11 +0000
Subject: [PATCH 466/681] doc: clarify Weighted_Adjacency docs

---
 src/igraph/io/adjacency.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/igraph/io/adjacency.py b/src/igraph/io/adjacency.py
index ff83df5a6..7f09ed167 100644
--- a/src/igraph/io/adjacency.py
+++ b/src/igraph/io/adjacency.py
@@ -78,6 +78,8 @@ def _construct_graph_from_weighted_adjacency(
 ):
     """Generates a graph from its weighted adjacency matrix.
 
+    Only edges with a non-zero weight are created.
+
     @param matrix: the adjacency matrix. Possible types are:
       - a list of lists
       - a numpy 2D array or matrix (will be converted to list of lists)
@@ -85,12 +87,12 @@ def _construct_graph_from_weighted_adjacency(
         to a dense matrix)
     @param mode: the mode to be used. Possible values are:
       - C{"directed"} - the graph will be directed and a matrix element
-        specifies the number of edges between two vertices.
+        specifies the weight of the corresponding edge.
       - C{"undirected"} - the graph will be undirected and a matrix element
-        specifies the number of edges between two vertices. The matrix must
+        specifies the weight of the corresponding edge. The matrix must
         be symmetric.
-      - C{"max"}   - undirected graph will be created and the number of
-        edges between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
+      - C{"max"}   - undirected graph will be created and the weight of the
+        edge between vertex M{i} and M{j} is M{max(A(i,j), A(j,i))}
       - C{"min"}   - like C{"max"}, but with M{min(A(i,j), A(j,i))}
       - C{"plus"}  - like C{"max"}, but with M{A(i,j) + A(j,i)}
       - C{"upper"} - undirected graph with the upper right triangle of

From 8a7c573e0935c947954c1c536031ce44b9748816 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 08:54:35 +0000
Subject: [PATCH 467/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2de2c37e3..8b2d1c666 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2de2c37e353e15000d0608d2dd2f4b3c3595edb6
+Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86

From 6c0098609c98932a44b66003b6a1de9e75d98414 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 29 Apr 2024 09:15:29 +0000
Subject: [PATCH 468/681] chore: update C core (and pick up attempted fix for
 linking error)

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 8b2d1c666..45cb86394 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 8b2d1c666d0f53ffe65de5fd737866724e327d86
+Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9

From 8df1993999727fad969f6d0f1c1f5ff48ceec5d9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:22 +0200
Subject: [PATCH 469/681] chore: updated C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 45cb86394..9e7717014 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 45cb86394a34021111fb6b071b48aa783930fdd9
+Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0

From e7b533b06959ebc50ecf4980c3c14e1422c38c1f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:13:38 +0200
Subject: [PATCH 470/681] chore: updated pre-commit hooks

---
 .pre-commit-config.yaml | 13 +++----------
 pyproject.toml          |  5 ++---
 2 files changed, 5 insertions(+), 13 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 516ea19ca..2b88275d5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,21 +1,14 @@
 fail_fast: true
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.0.1
+    rev: v4.6.0
     hooks:
-      - id: check-ast
       - id: end-of-file-fixer
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.275
+    rev: v0.3.5
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
-
-  - repo: https://github.com/psf/black
-    rev: 22.3.0
-    hooks:
-      - id: black
-        exclude: ^doc/examples_sphinx-gallery/
-        language_version: python3
+      - id: ruff-format
diff --git a/pyproject.toml b/pyproject.toml
index 0d5932b7b..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,6 +3,5 @@ requires = ["setuptools", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]
-ignore = ["B905", "C901", "E402", "E501"]
-line-length = 80
-select = ["B", "C", "E", "F", "W"]
+lint.ignore = ["B905", "C901", "E402", "E501"]
+lint.select = ["B", "C", "E", "F", "W"]

From 28d78c1fd825d7e1a92838fdb9146787b44f5d03 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 15:23:47 +0200
Subject: [PATCH 471/681] chore: bumped version to 0.11.5

---
 CHANGELOG.md          | 7 +++++--
 src/igraph/version.py | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 891995ccd..f787db23f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.5] - 2024-05-07
 
 ### Added
 
@@ -14,6 +14,8 @@
   following up a similar change in the C core. The old name of the function
   is deprecated but will be kept around until at least 0.12.0.
 
+- The C core of igraph was updated to version 0.10.12.
+
 ## [0.11.4]
 
 ### Added
@@ -635,7 +637,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.4...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3
 [0.11.2]: https://github.com/igraph/python-igraph/compare/0.11.0...0.11.2
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 4c4a3bf3a..92c6ba6fb 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 4)
+__version_info__ = (0, 11, 5)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From d9e528c8bc81dfbdd2581c73a2918eff96345871 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:33:00 +0200
Subject: [PATCH 472/681] chore: updated changelog based on Github suggestions

---
 CHANGELOG.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f787db23f..b1d41e3d0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -16,6 +16,21 @@
 
 - The C core of igraph was updated to version 0.10.12.
 
+- Deprecated `PyCObject` API calls in the C code were replaced by calls to
+  `PyCapsule`, thanks to @DavidRConnell in
+  https://github.com/igraph/python-igraph/pull/763
+
+- `get_shortest_path()` documentation was clarified by @JDPowell648 in
+  https://github.com/igraph/python-igraph/pull/764
+
+- It is now possible to link to an existing igraph C core on MSYS2, thanks to
+  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+
+### Fixed
+
+- Bugfix in the NetworkX graph conversion code by @rmmaf in
+  https://github.com/igraph/python-igraph/pull/767
+
 ## [0.11.4]
 
 ### Added

From b656f940a1886f5bfc8f99e3d6b066563b3a0ebc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 7 May 2024 19:36:36 +0200
Subject: [PATCH 473/681] chore: updated pre-commit hooks and contributors list

---
 .all-contributorsrc                    | 18 ++++++++++++++++++
 .pre-commit-config.yaml                |  1 +
 CONTRIBUTORS.md                        |  2 ++
 README.md                              |  4 ++--
 src/_igraph/graphobject.c              |  2 +-
 src/igraph/datatypes.py                |  2 +-
 tests/drawing/matplotlib/test_graph.py |  2 +-
 7 files changed, 26 insertions(+), 5 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 6daaa80b3..68c701f9e 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -585,6 +585,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "rmmaf",
+      "name": "Rodrigo Monteiro de Moraes de Arruda Falcão",
+      "avatar_url": "https://avatars.githubusercontent.com/u/23747884?v=4",
+      "profile": "https://www.linkedin.com/in/rmmaf/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Kreijstal",
+      "name": "Kreijstal",
+      "avatar_url": "https://avatars.githubusercontent.com/u/2415206?v=4",
+      "profile": "https://github.com/Kreijstal",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2b88275d5..e67e6d125 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,6 +4,7 @@ repos:
     rev: v4.6.0
     hooks:
       - id: end-of-file-fixer
+        exclude: ^tests/drawing/plotly/baseline_images
       - id: trailing-whitespace
 
   - repo: https://github.com/charliermarsh/ruff-pre-commit
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index dc02942b4..f0945fc51 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -89,6 +89,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
   </tr>
   <tr>
     <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
   </tr>
 </table>
 
diff --git a/README.md b/README.md
index 45a127ca4..6fb686d27 100644
--- a/README.md
+++ b/README.md
@@ -165,9 +165,9 @@ from Homebrew.
 Due to the lack of support of `pkg-config` on MSVC, it is currently not
 possible to build against an external library on MSVC.
 
-In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have 
+In case you are already using a MSYS2/[MinGW](https://www.mingw-w64.org/) and already have
 [mingw-w64-igraph](https://packages.msys2.org/base/mingw-w64-igraph) installed,
-simply type: 
+simply type:
 ```
 IGRAPH_USE_PKG_CONFIG=1 SETUPTOOLS_USE_DISTUTILS=stdlib pip install igraph
 ```
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 44b617cf4..9045148c3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2320,7 +2320,7 @@ PyObject *igraphmodule_Graph_Establishment(PyTypeObject * type,
                     "Error while converting type distribution vector");
     return NULL;
   }
- 
+
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix, &pm, "pref_matrix")) {
     igraph_vector_destroy(&td);
     return NULL;
diff --git a/src/igraph/datatypes.py b/src/igraph/datatypes.py
index a2446802d..b16e89cfe 100644
--- a/src/igraph/datatypes.py
+++ b/src/igraph/datatypes.py
@@ -184,7 +184,7 @@ def __isub__(self, other):
                 for i in range(len(row)):
                     row[i] -= other
         return self
-    
+
     def __len__(self):
         """Returns the number of rows in the matrix."""
         return len(self._data)
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index 4a83cda5a..a044d323e 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -156,7 +156,7 @@ def test_graph_with_curved_edges(self):
         ax.set_aspect(1.0)
 
     @image_comparison(baseline_images=["multigraph_with_curved_edges_undirected"])
-    def test_graph_with_curved_edges(self):
+    def test_graph_with_curved_edges_undirected(self):
         plt.close("all")
         g = Graph.Ring(24, directed=False)
         g.add_edges([(0, 1), (1, 2)])

From 895804a83161ffe0710d5a91281f431971f446e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:28:35 +0000
Subject: [PATCH 474/681] refactor: better error messages for non-existent
 attributes

---
 src/_igraph/attributes.c | 44 +++++++++++++++++++++++++---------------
 1 file changed, 28 insertions(+), 16 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index 7079fa19f..d91eb84b5 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -1683,12 +1683,13 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   int is_numeric, is_string, is_boolean;
   Py_ssize_t i, j;
   PyObject *o, *dict;
+  const char *attr_type_name;
 
   switch (elemtype) {
-  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  break;
-  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; break;
-  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   break;
-  default: IGRAPH_ERROR("No such attribute type", IGRAPH_EINVAL); break;
+  case IGRAPH_ATTRIBUTE_GRAPH:  attrnum = ATTRHASH_IDX_GRAPH;  attr_type_name = "graph";  break;
+  case IGRAPH_ATTRIBUTE_VERTEX: attrnum = ATTRHASH_IDX_VERTEX; attr_type_name = "vertex"; break;
+  case IGRAPH_ATTRIBUTE_EDGE:   attrnum = ATTRHASH_IDX_EDGE;   attr_type_name = "edge";   break;
+  default: IGRAPH_ERROR("No such attribute type.", IGRAPH_EINVAL); break;
   }
 
   /* Get the attribute dict */
@@ -1697,12 +1698,12 @@ igraph_error_t igraphmodule_i_attribute_get_type(const igraph_t *graph,
   /* Check whether the attribute exists */
   o = PyDict_GetItemString(dict, name);
   if (o == 0) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No %s attribute named \"%s\" exists.", IGRAPH_EINVAL, attr_type_name, name);
   }
 
   /* Basic type check */
   if (attrnum != ATTRHASH_IDX_GRAPH && !PyList_Check(o)) {
-    IGRAPH_ERROR("attribute hash type mismatch", IGRAPH_EINVAL);
+    IGRAPH_ERROR("Attribute hash type mismatch.", IGRAPH_EINVAL);
   }
 
   j = PyList_Size(o);
@@ -1765,7 +1766,7 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
   VECTOR(*value)[0] = PyObject_IsTrue(o);
@@ -1781,7 +1782,7 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
      attribute handler calls... hopefully :) Same applies for the other handlers. */
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_vector_resize(value, 1));
   if (o == Py_None) {
@@ -1806,7 +1807,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   o = PyDict_GetItemString(dict, name);
   if (!o) {
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+    IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
   IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
@@ -1853,7 +1854,9 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -1895,8 +1898,9 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list)
-    IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -1949,7 +1953,9 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean vertex attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_vs_is_all(&vs)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
@@ -1985,7 +1991,9 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No numeric edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
@@ -2025,7 +2033,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No string edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
@@ -2077,7 +2087,9 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
   list = PyDict_GetItemString(dict, name);
-  if (!list) IGRAPH_ERROR("No such attribute", IGRAPH_EINVAL);
+  if (!list) {
+    IGRAPH_ERRORF("No boolean edge attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
+  }
 
   if (igraph_es_is_all(&es)) {
     if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))

From ad2dbb5d4bcf59a6b3aaf824d9e9129da6d48738 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 10 May 2024 17:30:29 +0000
Subject: [PATCH 475/681] chore: update changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index b1d41e3d0..93329bec9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Changed
+
+ - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+
 ## [0.11.5] - 2024-05-07
 
 ### Added

From d520c826f7f8e5cceb558df16ca2456d78e07967 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:51:28 +0000
Subject: [PATCH 476/681] chore: add missing changelog entry on
 is_biconnected()

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 93329bec9..a9036a3b2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -44,6 +44,8 @@
 - Added `Graph.Bipartite_Degree_Sequence()` to construct a bipartite graph from
   a bidegree sequence.
 
+- Added `Graph.is_biconnected()` to check if a graph is biconnected.
+
 ### Fixed
 
 - Fixed import of `graph-tool` graphs for vertex properties where each property

From e5643fc6b1174ecc6cc805aa178a5aaf7210b746 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 18 May 2024 15:48:49 +0000
Subject: [PATCH 477/681] feat: add is_complete()

---
 CHANGELOG.md              |  4 ++++
 src/_igraph/graphobject.c | 29 +++++++++++++++++++++++++++++
 src/igraph/adjacency.py   |  2 +-
 tests/test_bipartite.py   |  6 ++++++
 tests/test_generators.py  |  1 +
 5 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index a9036a3b2..859944b4f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # igraph Python interface changelog
 
+### Added
+
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+
 ### Changed
 
  - Error messages issued when an attribute is not found now mention the name and type of that attribute.
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9045148c3..92fc7def9 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -548,6 +548,25 @@ PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject*
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether an \c igraph.Graph object is a complete graph.
+ * \return \c True if the graph is complete, \c False otherwise.
+ * \sa igraph_is_complete
+ */
+PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
+  igraph_bool_t res;
+
+  if (igraph_is_complete(&self->g, &res)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (res)
+    Py_RETURN_TRUE;
+  Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13625,6 +13644,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is simple, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  /* interface to igraph_is_complete */
+  {"is_complete", (PyCFunction) igraphmodule_Graph_is_complete,
+   METH_NOARGS,
+   "is_complete()\n--\n\n"
+   "Checks whether the graph is complete, i.e. whether there is at least one\n"
+   "connection between all distinct pairs of vertices. In directed graphs,\n"
+   "ordered pairs are considered.\n\n"
+   "@return: C{True} if it is complete, C{False} otherwise.\n"
+   "@rtype: boolean"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index d94b246a3..b38889c81 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -140,7 +140,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     bipartite adjacency matrix is an M{n} times M{m} matrix, where M{n} and
     M{m} are the number of vertices in the two vertex classes.
 
-    @param types: an igraph vector containing the vertex types, or an
+    @param types: a vector containing the vertex types, or an
       attribute name. Anything that evalulates to C{False} corresponds to
       vertices of the first kind, everything else to the second kind.
     @return: the bipartite adjacency matrix and two lists in a triplet. The
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index 45cca2fc2..f3c5cc8c7 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -172,7 +172,9 @@ def testBipartiteProjection(self):
         g = Graph.Full_Bipartite(10, 5)
 
         g1, g2 = g.bipartite_projection()
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
@@ -183,7 +185,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection_size() == (10, 45, 5, 10))
 
         g1, g2 = g.bipartite_projection(probe1=10)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(5)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(10)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g2))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g1))
@@ -191,7 +195,9 @@ def testBipartiteProjection(self):
         self.assertTrue(g.bipartite_projection(which=True).isomorphic(g1))
 
         g1, g2 = g.bipartite_projection(multiplicity=False)
+        self.assertTrue(g1.is_complete())
         self.assertTrue(g1.isomorphic(Graph.Full(10)))
+        self.assertTrue(g2.is_complete())
         self.assertTrue(g2.isomorphic(Graph.Full(5)))
         self.assertTrue(g.bipartite_projection(which=0).isomorphic(g1))
         self.assertTrue(g.bipartite_projection(which=1).isomorphic(g2))
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 17205eb95..733a31c66 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -110,6 +110,7 @@ def testFull(self):
         g = Graph.Full(20, directed=True)
         el = g.get_edgelist()
         el.sort()
+        self.assertTrue(g.is_complete())
         self.assertTrue(
             g.get_edgelist() == [(x, y) for x in range(20) for y in range(20) if x != y]
         )

From f990480267acaf06fe86a1ee6325df606e34567e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:14 +0000
Subject: [PATCH 478/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9e7717014..7bb245644 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9e77170146f537ad44e81ca905548738a5a086a0
+Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82

From d89ccfa7e4c9af1e397670d7e80b130a4c7a9175 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 21 May 2024 09:21:54 +0000
Subject: [PATCH 479/681] feat: add Chung_Lu()

---
 src/_igraph/convert.c     |  14 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 131 ++++++++++++++++++++++++++++++++++++++
 3 files changed, 146 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 82201f553..a7711860e 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -514,6 +514,20 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
   TRANSLATE_ENUM_WITH(bliss_sh_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_chung_lu_t
+ */
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
+  static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
+        {"original", IGRAPH_CHUNG_LU_ORIGINAL},
+        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"nr", IGRAPH_CHUNG_LU_NR},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(chung_lu_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_coloring_greedy_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 3b35d2459..54094684c 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -65,6 +65,7 @@ int igraphmodule_PyObject_to_attribute_combination_type_t(PyObject* o,
 int igraphmodule_PyObject_to_barabasi_algorithm_t(PyObject *o,
   igraph_barabasi_algorithm_t *result);
 int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o, igraph_bliss_sh_t *result);
+int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result);
 int igraphmodule_PyObject_to_coloring_greedy_t(PyObject *o, igraph_coloring_greedy_t *result);
 int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
                   igraph_community_comparison_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 92fc7def9..4bf150049 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2169,6 +2169,57 @@ PyObject *igraphmodule_Graph_Bipartite(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+/** \ingroup python_interface_graph
+ * \brief Generates a Chung-Lu random graph
+ * This is intended to be a class method in Python, so the first argument
+ * is the type object and not the Python igraph object (because we have
+ * to allocate that in this method).
+ *
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_chung_lu_game
+ */
+PyObject *igraphmodule_Graph_Chung_Lu(PyTypeObject *type, PyObject *args, PyObject *kwds)
+{
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+  igraph_vector_t outw, inw;
+  igraph_chung_lu_t var = IGRAPH_CHUNG_LU_ORIGINAL;
+  igraph_bool_t has_inw = false;
+  PyObject *weight_out = NULL, *weight_in = NULL, *loops = Py_True, *variant = NULL;
+
+  static char *kwlist[] = { "out", "in_", "loops", "variant", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist,
+                                   &weight_out, &weight_in, &loops, &variant))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_chung_lu_t(variant, &var)) return NULL;
+  if (igraphmodule_PyObject_to_vector_t(weight_out, &outw, /* need_non_negative */ true)) return NULL;
+  if (weight_in) {
+    if (igraphmodule_PyObject_to_vector_t(weight_in, &inw, /* need_non_negative */ true)) {
+      igraph_vector_destroy(&outw);
+      return NULL;
+    }
+    has_inw=true;
+  }
+
+  if (igraph_chung_lu_game(&g, &outw, has_inw ? &inw : NULL, PyObject_IsTrue(loops), var)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vector_destroy(&outw);
+    if (has_inw)
+      igraph_vector_destroy(&inw);
+    return NULL;
+  }
+
+  igraph_vector_destroy(&outw);
+  if (has_inw)
+    igraph_vector_destroy(&inw);
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a De Bruijn graph
  * \sa igraph_kautz
@@ -14439,6 +14490,86 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  this is the case, also its orientation. Must be one of\n"
    "  C{\"in\"}, C{\"out\"} and C{\"undirected\"}.\n"},
 
+  /* interface to igraph_chung_lu_game */
+  {"Chung_Lu", (PyCFunction) igraphmodule_Graph_Chung_Lu,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
+   "Generates a Chung-Lu random graph.\n\n"
+   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
+   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
+   "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
+   "and in-weights, M{w^\\text{in}}, with equal sums,\n"
+   "M{S = \\sum_k w^\\text{out}_k = \\sum_k w^\\text{in}_k}. The connection\n"
+   "probability between M{i} and M{j} is M{p_{ij} = w^\\text{out}_i w^\\text{in}_j / S}.\n\n"
+   "This model is commonly used to create random graphs with a fixed I{expected}\n"
+   "degree sequence. The expected degree of vertex M{i} is approximately equal\n"
+   "to the weight M{w_i}. Specifically, if the graph is directed and self-loops\n"
+   "are allowed, then the expected out- and in-degrees are precisely M{w^\\text{out}}\n"
+   "and M{w^\\text{in}}. If self-loops are disallowed, then the expected out-\n"
+   "and in-degrees are M{w^\\text{out} (S - w^\\text{in}) / S} and\n"
+   "M{w^\\text{in} (S - w^\\text{out}) / S}, respectively. If the graph is\n"
+   "undirected, then the expected degrees with and without self-loops are\n"
+   "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
+   "A limitation of the original Chung-Lu model is that when some of the\n"
+   "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
+   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
+   "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
+   "will no longer relate to the weights in the manner stated above. Thus the\n"
+   "original Chung-Lu model cannot produce certain (large) expected degrees.\n\n"
+   "The overcome this limitation, this function implements additional variants of\n"
+   "the model, with modified expressions for the connection probability M{p_{ij}}\n"
+   "between vertices M{i} and M{j}. Let M{q_{ij} = w_i w_j / S}, or\n"
+   "M{q_{ij} = w^out_i w^in_j / S} in the directed case. All model\n"
+   "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
+   "approaches zero. In the original Chung-Lu model, selectable by setting\n"
+   "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
+   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
+   "to a maximum entropy model (i.e. exponential random graph model) with\n"
+   "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
+   "setting M{exp(-\\Theta_{ij}) = w_i w_j / S}. This model is also\n"
+   "discussed by Britton, Deijfen and Martin-Löf (2006). By virtue of being\n"
+   "a degree-constrained maximum entropy model, it generates graphs having\n"
+   "the same degree sequence with the same probability.\n"
+   "A third variant can be requested with C{\"nr\"}, and uses\n"
+   "M{p_{ij} = 1 - exp(-q_{ij})}. This is the underlying simple graph\n"
+   "of a multigraph model introduced by Norros and Reittu (2006).\n"
+   "For a discussion of these three model variants, see Section 16.4 of\n"
+   "Bollobás, Janson, Riordan (2007), as well as Van Der Hofstad (2013).\n\n"
+   "B{References:}\n\n"
+   "  - Chung F and Lu L: Connected components in a random graph with given degree sequences.\n"
+   "    I{Annals of Combinatorics} 6, 125-145 (2002) U{https://doi.org/10.1007/PL00012580}\n"
+   "  - Miller JC and Hagberg A: Efficient Generation of Networks with Given Expected Degrees (2011)\n"
+   "    U{https://doi.org/10.1007/978-3-642-21286-4_10}\n"
+   "  - Park J and Newman MEJ: Statistical mechanics of networks.\n"
+   "    I{Physical Review E} 70, 066117 (2004). U{https://doi.org/10.1103/PhysRevE.70.066117}\n"
+   "  - Britton T, Deijfen M, Martin-Löf A: Generating Simple Random Graphs with Prescribed Degree Distribution.\n"
+   "    I{J Stat Phys} 124, 1377–1397 (2006). U{https://doi.org/10.1007/s10955-006-9168-x}\n"
+   "  - Norros I and Reittu H: On a conditionally Poissonian graph process.\n"
+   "    I{Advances in Applied Probability} 38, 59–75 (2006).\n"
+   "    U{https://doi.org/10.1239/aap/1143936140}\n"
+   "  - Bollobás B, Janson S, Riordan O: The phase transition in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 31, 3–122 (2007). U{https://doi.org/10.1002/rsa.20168}\n"
+   "  - Van Der Hofstad R: Critical behavior in inhomogeneous random graphs.\n"
+   "    I{Random Struct Algorithms} 42, 480–508 (2013). U{https://doi.org/10.1002/rsa.20450}\n\n"
+   "@param out: the vertex weights (or out-weights). In sparse graphs\n"
+   "    these will be approximately equal to the expected (out-)degrees.\n"
+   "@param in_: the vertex in-weights, approximately equal to the expected\n"
+   "    in-degrees of the graph. If omitted, the generated graph will be\n"
+   "    undirected.\n"
+   "@param loops: whether to allow the generation of self-loops.\n"
+   "@param variant: the model variant to be used. Let M{q_{ij}=w_i w_j / S},\n"
+   "    where M{S = \\sum_k w_k}. The following variants are available:\n"
+   "  \n"
+   "     - C{\"original\"} -- the original Chung-Lu model with\n"
+   "       M{p_{ij} = min(1, q_{ij})}.\n"
+   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
+   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
+  },
+
   /* interface to igraph_degree_sequence_game */
   {"Degree_Sequence", (PyCFunction) igraphmodule_Graph_Degree_Sequence,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,

From 1408a530e8f19a845d41bb0f2a2f7672b9de6914 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 29 May 2024 10:06:38 +0000
Subject: [PATCH 480/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 7bb245644..392313cbc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 7bb245644d3dc2bbdaa3d7d38916218499422f82
+Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3

From a98021ed4871e62d5208c4b17b391661e500bb9b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 2 Jun 2024 23:18:47 +0000
Subject: [PATCH 481/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 392313cbc..febc90642 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 392313cbc54abfd27918c27b3ba8a9d4f9f544d3
+Subproject commit febc90642002c6ea10a53d42d3ce005eed959477

From 7ed03140fc7d41d66cb591a93bebd159227a4c40 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 9 Jun 2024 20:33:31 +0000
Subject: [PATCH 482/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index febc90642..78228dc28 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit febc90642002c6ea10a53d42d3ce005eed959477
+Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd

From 8f3a3e47f8659024fabc8a5eea2375310c818e81 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 15 Jun 2024 20:02:41 +0200
Subject: [PATCH 483/681] doc: remove section about pycairo from Christoph
 Gohlke's page as pycairo now provides wheels for Windows

---
 doc/source/install.rst | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/doc/source/install.rst b/doc/source/install.rst
index 81bf35d5b..91fcf6f18 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -174,13 +174,6 @@ you need to install Cairo headers using your package manager (Linux) or `homebre
 
   $ pip install pycairo
 
-The Cairo project does not provide pre-compiled binaries for Windows, but Christoph Gohlke
-maintains a site containing unofficial Windows binaries for several Python extension packages,
-including Cairo. Therefore, the easiest way to install Cairo on Windows along with its Python bindings
-is simply to download it from `Christoph's site <https://www.lfd.uci.edu/~gohlke/pythonlibs/#pycairo>`_.
-Make sure you use an installer that is suitable for your Windows platform (32-bit or 64-bit) and the
-version of Python you are using.
-
 To check if Cairo is installed correctly on your system, run the following example::
 
   >>> import igraph as ig

From d6cea15e6ebaa79acadb40ef31939aab7f31cb6a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:12:04 +0200
Subject: [PATCH 484/681] ci: install setuptools explicitly

---
 .github/workflows/build.yml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f047f808a..9c6bdab2a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -41,7 +41,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
@@ -91,7 +91,7 @@ jobs:
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"

From 1b5ed56df591b004d0d6e7be6a75fca25502405f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 17 Jun 2024 16:30:53 +0200
Subject: [PATCH 485/681] ci: install setuptools explicitly for macOS and
 Windows as well

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9c6bdab2a..c6d634aff 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -159,7 +159,7 @@ jobs:
         uses: pypa/cibuildwheel@v2.17.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -258,7 +258,7 @@ jobs:
       - name: Build wheels
         uses: pypa/cibuildwheel@v2.17.0
         env:
-          CIBW_BEFORE_BUILD: "python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have

From 655310610bbcd9cabc23ef6f91c7c068e6ccdd5d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 14:31:28 +0000
Subject: [PATCH 486/681] build(deps): bump pypa/cibuildwheel from 2.17.0 to
 2.19.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.17.0 to 2.19.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.17.0...v2.19.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index c6d634aff..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.17.0
+        uses: pypa/cibuildwheel@v2.19.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 86febe456c76b9a363777592ed6abc09d81b3f2b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Jun 2024 09:43:34 -0400
Subject: [PATCH 487/681] chore: update C core and adapt Graph.Chung_Lu to
 changes

---
 src/_igraph/convert.c     |  2 +-
 src/_igraph/graphobject.c | 10 +++++-----
 vendor/source/igraph      |  2 +-
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a7711860e..44fe318cf 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -521,7 +521,7 @@ int igraphmodule_PyObject_to_bliss_sh_t(PyObject *o,
 int igraphmodule_PyObject_to_chung_lu_t(PyObject *o, igraph_chung_lu_t *result) {
   static igraphmodule_enum_translation_table_entry_t chung_lu_tt[] = {
         {"original", IGRAPH_CHUNG_LU_ORIGINAL},
-        {"grg", IGRAPH_CHUNG_LU_GRG},
+        {"maxent", IGRAPH_CHUNG_LU_MAXENT},
         {"nr", IGRAPH_CHUNG_LU_NR},
         {0,0}
     };
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 4bf150049..31049e887 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14495,8 +14495,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "Chung_Lu(out, in_=None, loops=True, variant=\"original\")\n--\n\n"
    "Generates a Chung-Lu random graph.\n\n"
-   "In the Chung-Lu model, each pair of vertices M{i} and M{j} is connected with\n"
-   "independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
+   "In the original Chung-Lu model, each pair of vertices M{i} and M{j} is connected\n"
+   "with independent probability M{p_{ij} = w_i w_j / S}, where M{w_i} is a weight\n"
    "associated with vertex M{i} and M{S = \\sum_k w_k} is the sum of weights.\n"
    "In the directed variant, vertices have both out-weights, M{w^\\text{out}},\n"
    "and in-weights, M{w^\\text{in}}, with equal sums,\n"
@@ -14525,7 +14525,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, often referred to a the generalized\n"
+   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"
@@ -14565,8 +14565,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  \n"
    "     - C{\"original\"} -- the original Chung-Lu model with\n"
    "       M{p_{ij} = min(1, q_{ij})}.\n"
-   "     - C{\"grg\"} -- generalized random graph, a maximum entropy model with\n"
-   "       a soft constraint on degrees, M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
+   "     - C{\"maxent\"} -- maximum entropy model with fixed expected degrees\n"
+   "       M{p_{ij} = q_{ij} / (1 + q_{ij})}\n"
    "     - C{\"nr\"} -- Norros and Reittu's model, M{p_{ij} = 1 - exp(-q_{ij})}\n"
   },
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 78228dc28..ad645f8f9 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 78228dc28e8b29daf8c66f021afc9b05336d55bd
+Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4

From 40d841665b9ebc59403c11e2116e8cb672513174 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 13:56:09 +0000
Subject: [PATCH 488/681] chore: update C core to 0.10.13

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ad645f8f9..e1d48f89a 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ad645f8f9bc0cb1530457a40a01828f03f584fd4
+Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557

From 2ca659a996102a36fd08f102f7af4f6970bf9c3a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:27:59 +0000
Subject: [PATCH 489/681] chore: typo in changelog [skip ci]

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 859944b4f..47eb6a50a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,7 +2,7 @@
 
 ### Added
 
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pair of vertices.
+ - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed
 

From 64a48dd175ba0672a26502cab62a9cc951e8fafd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 18:01:45 +0000
Subject: [PATCH 490/681] chore: update changelog [skip ci]

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 47eb6a50a..f93dfadfd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
 
 ### Changed

From 7b21e32e0a93151e53d21fa869abb84fc7c476bc Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 18:21:15 +0200
Subject: [PATCH 491/681] fix: make sure to compile igrpah with LTO when
 available

---
 setup.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/setup.py b/setup.py
index 11d4cd967..1610a5f1d 100644
--- a/setup.py
+++ b/setup.py
@@ -283,6 +283,9 @@ def _compile_in(
         for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
+        # Use link-time optinization if available
+        args.append("-DIGRAPH_ENABLE_LTO=AUTO")
+
         # -fPIC is needed on Linux so we can link to a static igraph lib from a
         # Python shared library
         args.append("-DCMAKE_POSITION_INDEPENDENT_CODE=ON")

From f686b299439e455cd69cd23222dae9db8fde8f2e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:10:58 +0200
Subject: [PATCH 492/681] ci: trying to switch to uv-based build backend for
 cibuildwheel

---
 .github/workflows/build.yml | 18 ++++++++++++++++++
 pyproject.toml              |  4 ++++
 2 files changed, 22 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..6c69e2a38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,6 +29,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -63,6 +66,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -88,6 +94,9 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -139,6 +148,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -182,6 +194,9 @@ jobs:
         with:
           python-version: '3.11.2'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -232,6 +247,9 @@ jobs:
         with:
           python-version: '3.8'
 
+      - uses: yezz123/setup-uv@v4
+        name: Install uv
+
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..63ff71b8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,3 +5,7 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
+
+[tool.cibuildwheel]
+build-frontend = "build[uv]"
+

From 6c84efd878f593d1a2bf84752f67cf911251f00c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:11:27 +0200
Subject: [PATCH 493/681] doc: some doc fixes done while writing the tutorial
 for NetSci'24

---
 doc/source/tutorial.rst | 25 ++++++++++++++++---------
 1 file changed, 16 insertions(+), 9 deletions(-)

diff --git a/doc/source/tutorial.rst b/doc/source/tutorial.rst
index ea2ce0e14..7ba2de653 100644
--- a/doc/source/tutorial.rst
+++ b/doc/source/tutorial.rst
@@ -8,7 +8,7 @@
 Tutorial
 ========
 
-This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the :doc:`install`.
+This page is a detailed tutorial of |igraph|'s Python capabilities. To get an quick impression of what |igraph| can do, check out the :doc:`tutorials/quickstart`. If you have not installed |igraph| yet, follow the section titled :doc:`install`.
 
 .. note::
    For the impatient reader, see the :doc:`tutorials/index` page for short, self-contained examples.
@@ -16,7 +16,7 @@ This page is a detailed tutorial of |igraph|'s Python capabilities. To get an qu
 Starting |igraph|
 =================
 
-The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, a `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
+The most common way to use |igraph| is as a named import within a Python environment (e.g. a bare Python shell, an `IPython`_ shell, a `Jupyter`_ notebook or JupyterLab instance, `Google Colab <https://colab.research.google.com/>`_, or an `IDE <https://www.spyder-ide.org/>`_)::
 
   $ python
   Python 3.9.6 (default, Jun 29 2021, 05:25:02)
@@ -79,10 +79,9 @@ This means: **U** ndirected graph with **10** vertices and **2** edges, with the
 
 .. note::
 
-   :meth:`Graph.summary` is similar to ``print`` but does not list the edges, which is
-   convenient for large graphs with millions of edges::
+   |igraph| also has a :func:`igraph.summary()` function, which is similar to ``print()`` but it does not list the edges. This is convenient for large graphs with millions of edges::
 
-     >>> summary(g)
+     >>> ig.summary(g)
      IGRAPH U--- 10 2 --
 
 
@@ -206,7 +205,7 @@ answer can quickly be given by checking the degree distributions of the two grap
 
 Setting and retrieving attributes
 =================================
-As mentioned above, in |igraph| each vertex and each edge have a numeric id from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertex and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
+As mentioned above, vertices and edges of a graph in |igraph| have numeric IDs from ``0`` upwards. Deleting vertices or edges can therefore cause reassignments of vertex and/or edge IDs. In addition to IDs, vertices and edges can have *attributes* such as a name, coordinates for plotting, metadata, and weights. The graph itself can have such attributes too (e.g. a name, which will show in ``print`` or :meth:`Graph.summary`). In a sense, every :class:`Graph`, vertex and edge can be used as a Python dictionary to store and retrieve these attributes.
 
 To demonstrate the use of attributes, let us create a simple social network::
 
@@ -604,6 +603,8 @@ Method name                          Short name      Algorithm description
 ``layout_circle``                    ``circle``,     Deterministic layout that places the
                                      ``circular``    vertices on a circle
 ------------------------------------ --------------- ---------------------------------------------
+``layout_davidson_harel``            ``dh``          Davidson-Harel simulated annealing algorithm
+------------------------------------ --------------- ---------------------------------------------
 ``layout_drl``                       ``drl``         The `Distributed Recursive Layout`_ algorithm
                                                      for large graphs
 ------------------------------------ --------------- ---------------------------------------------
@@ -612,6 +613,10 @@ Method name                          Short name      Algorithm description
 ``layout_fruchterman_reingold_3d``   ``fr3d``,       Fruchterman-Reingold force-directed algorithm
                                      ``fr_3d``       in three dimensions
 ------------------------------------ --------------- ---------------------------------------------
+``layout_graphopt``                  ``graphopt``    The GraphOpt algorithm for large graphs
+------------------------------------ --------------- ---------------------------------------------
+``layout_grid``                      ``grid``        Regular grid layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai``              ``kk``          Kamada-Kawai force-directed algorithm
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_kamada_kawai_3d``           ``kk3d``,       Kamada-Kawai force-directed algorithm
@@ -621,6 +626,8 @@ Method name                          Short name      Algorithm description
                                      ``lgl``,        large graphs
                                      ``large_graph``
 ------------------------------------ --------------- ---------------------------------------------
+``layout_mds``                       ``mds``         Multidimensional scaling layout
+------------------------------------ --------------- ---------------------------------------------
 ``layout_random``                    ``random``      Places the vertices completely randomly
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_random_3d``                 ``random_3d``   Places the vertices completely randomly in 3D
@@ -630,7 +637,7 @@ Method name                          Short name      Algorithm description
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_reingold_tilford_circular`` ``rt_circular`` Reingold-Tilford tree layout with a polar
                                                      coordinate post-transformation, useful for
-                                     ``tree``        (almost) tree-like graphs
+                                                     (almost) tree-like graphs
 ------------------------------------ --------------- ---------------------------------------------
 ``layout_sphere``                    ``sphere``,     Deterministic layout that places the vertices
                                      ``spherical``,  evenly on the surface of a sphere
@@ -652,9 +659,9 @@ are passed intact to the chosen layout method. For instance, the following two c
 completely equivalent::
 
   >>> layout = g.layout_reingold_tilford(root=[2])
-  >>> layout = g.layout("rt", [2])
+  >>> layout = g.layout("rt", root=[2])
 
-Layout methods return a :class:`~layout.Layout` object which behaves mostly like a list of lists.
+Layout methods return a :class:`~layout.Layout` object, which behaves mostly like a list of lists.
 Each list entry in a :class:`~layout.Layout` object corresponds to a vertex in the original graph
 and contains the vertex coordinates in the 2D or 3D space. :class:`~layout.Layout` objects also
 contain some useful methods to translate, scale or rotate the coordinates in a batch.

From 8f4314176bd7f77958d861923ef0ef20c4143775 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:14:49 +0200
Subject: [PATCH 494/681] Revert "ci: trying to switch to uv-based build
 backend for cibuildwheel"

This reverts commit 702902c8386f9292b33989c57212a89a2e0e13e7.
---
 .github/workflows/build.yml | 18 ------------------
 pyproject.toml              |  4 ----
 2 files changed, 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6c69e2a38..760081073 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,9 +29,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -66,9 +63,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -94,9 +88,6 @@ jobs:
         id: qemu
         uses: docker/setup-qemu-action@v3
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
@@ -148,9 +139,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -194,9 +182,6 @@ jobs:
         with:
           python-version: '3.11.2'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Install OS dependencies
         run:
           sudo apt install ninja-build cmake flex bison
@@ -247,9 +232,6 @@ jobs:
         with:
           python-version: '3.8'
 
-      - uses: yezz123/setup-uv@v4
-        name: Install uv
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
diff --git a/pyproject.toml b/pyproject.toml
index 63ff71b8c..0ded74ac4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,3 @@ build-backend = "setuptools.build_meta"
 [tool.ruff]
 lint.ignore = ["B905", "C901", "E402", "E501"]
 lint.select = ["B", "C", "E", "F", "W"]
-
-[tool.cibuildwheel]
-build-frontend = "build[uv]"
-

From 0faa5ce398c6f02dcc046c00f2a508b165842edb Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Jul 2024 20:20:05 +0200
Subject: [PATCH 495/681] ci: trying to fix CentOS 7 deprecation

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 7 +++++++
 2 files changed, 9 insertions(+), 2 deletions(-)
 create mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 760081073..22056bec2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.1
         env:
-          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
new file mode 100755
index 000000000..bbc30fb5f
--- /dev/null
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
+# is gone.
+
+sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
+sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+

From 5a6c1337046f6ad96e9324788e0bfd8c7bfc2126 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:42:07 +0000
Subject: [PATCH 496/681] feat: mean_degree()

---
 src/_igraph/graphobject.c | 31 +++++++++++++++++++++++++++++++
 tests/test_structural.py  |  7 +++++++
 2 files changed, 38 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 31049e887..f97c2a2f5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -962,6 +962,29 @@ PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
+/** \ingroup python_interface_graph
+ * \brief Calculates the mean degree
+ * \return the mean degree
+ * \sa igraph_mean_degree
+ */
+PyObject *igraphmodule_Graph_mean_degree(igraphmodule_GraphObject * self,
+                                     PyObject * args, PyObject * kwds)
+{
+  char *kwlist[] = { "loops", NULL };
+  igraph_real_t res;
+  PyObject *loops = Py_True;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+    return NULL;
+
+  if (igraph_mean_degree(&self->g, &res, PyObject_IsTrue(loops))) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
+}
+
 /** \ingroup python_interface_graph
  * \brief The maximum degree of some vertices in an \c igraph.Graph
  * \return the maxium degree as a Python object
@@ -15075,6 +15098,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  assumes that there can't be any loops.\n"
    "@return: the density of the graph."},
 
+  /* interface to igraph_mean_degree */
+  {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
+   METH_VARARGS | METH_KEYWORDS,
+   "mean_degree(loops=True)\n--\n\n"
+   "Calculates the mean degree of the graph.\n\n"
+   "@param loops: whether to consider self-loops during the calculation\n"
+   "@return: the mean degree of the graph."},
+
   /* interfaces to igraph_diameter */
   {"diameter", (PyCFunction) igraphmodule_Graph_diameter,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_structural.py b/tests/test_structural.py
index bfda0f2e5..b9d90a7dd 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -24,6 +24,13 @@ def testDensity(self):
         self.assertAlmostEqual(7 / 16, self.gdir.density(True), places=5)
         self.assertAlmostEqual(1 / 7, self.tree.density(), places=5)
 
+    def testMeanDegree(self):
+        self.assertEqual(9.0, self.gfull.mean_degree())
+        self.assertEqual(0.0, self.gempty.mean_degree())
+        self.assertEqual(2.5, self.g.mean_degree())
+        self.assertEqual(7 / 4, self.gdir.mean_degree())
+        self.assertAlmostEqual(13 / 7, self.tree.mean_degree(), places=5)
+
     def testDiameter(self):
         self.assertTrue(self.gfull.diameter() == 1)
         self.assertTrue(self.gempty.diameter(unconn=False) == inf)

From 0b09b42c9c71ff3a236e394402525e32aeca22c8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:29:11 +0000
Subject: [PATCH 497/681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index f93dfadfd..ddf5a8326 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed
 

From 145baf40f2210babe3417806580b0f71786bac47 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 3 Jul 2024 09:28:29 +0000
Subject: [PATCH 498/681] refactor: rewire() now does 10 times the number of
 edges trials by default

---
 src/_igraph/graphobject.c | 24 +++++++++++++++---------
 1 file changed, 15 insertions(+), 9 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f97c2a2f5..7def34ffb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6432,14 +6432,19 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "n", "mode", NULL };
-  Py_ssize_t n = 1000;
-  PyObject *mode_o = Py_None;
+  PyObject *n_o = Py_None, *mode_o = Py_None;
+  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nO", kwlist, &n, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
     return NULL;
+  }
 
-  CHECK_SSIZE_T_RANGE(n, "number of rewiring attempts");
+  if (n_o != Py_None) {
+    if (igraphmodule_PyObject_to_integer_t(n_o, &n)) {
+      return NULL;
+    }
+  }
 
   if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
     return NULL;
@@ -15810,12 +15815,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=1000, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, mode=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "Please note that the rewiring is done \"in-place\", so the original\n"
-   "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
-   "@param n: the number of rewiring trials.\n"
+   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
+   "If you want to preserve the original graph, use the L{copy} method before\n"
+   "rewiring.\n\n"
+   "@param n: the number of rewiring trials. The default is 10 times the number\n"
+   "  of edges.\n"
    "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},

From 8dee4a0a85a7e7386abb9d3170cdba8a6aad61c2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 16:31:59 +0000
Subject: [PATCH 499/681] feat: Graph.Hypercube()

---
 src/_igraph/graphobject.c | 47 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  |  5 +++++
 2 files changed, 52 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 7def34ffb..e0f921120 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2758,6 +2758,41 @@ PyObject *igraphmodule_Graph_Hexagonal_Lattice(PyTypeObject * type,
   return (PyObject *) self;
 }
 
+
+/** \ingroup python_interface_graph
+ * \brief Generates hypercube graph
+ * \return a reference to the newly generated Python igraph object
+ * \sa igraph_hypercube
+ */
+PyObject *igraphmodule_Graph_Hypercube(PyTypeObject * type,
+                                       PyObject * args, PyObject * kwds)
+{
+  Py_ssize_t n;
+  igraph_bool_t directed;
+  PyObject *o_directed = Py_False;
+  igraphmodule_GraphObject *self;
+  igraph_t g;
+
+  static char *kwlist[] = { "n", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|O", kwlist, &n, &o_directed)) {
+    return NULL;
+  }
+
+  CHECK_SSIZE_T_RANGE(n, "vertex count");
+
+  directed = PyObject_IsTrue(o_directed);
+
+  if (igraph_hypercube(&g, n, directed)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  CREATE_GRAPH_FROM_TYPE(self, g, type);
+
+  return (PyObject *) self;
+}
+
 /** \ingroup python_interface_graph
  * \brief Generates a bipartite graph from a bipartite adjacency matrix
  * \return a reference to the newly generated Python igraph object
@@ -14205,6 +14240,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param mutual: whether to create all connections as mutual\n"
    "    in case of a directed graph.\n"},
 
+  /* interface to igraph_hypercube */
+  {"Hypercube", (PyCFunction) igraphmodule_Graph_Hypercube,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Hypercube(n, directed=False)\n--\n\n"
+   "Generates an n-dimensional hypercube graph.\n\n"
+   "The hypercube graph M{Q_n} has M{2^n} vertices and M{2^{n-1} n} edges.\n"
+   "Two vertices are connected when the binary representations of their vertex\n"
+   "IDs differ in precisely one bit.\n"
+   "@param n: the dimension of the hypercube graph\n"
+   "@param directed: whether to create a directed graph; edges will point\n"
+   "    from lower index vertices towards higher index ones."},
+
   /* interface to igraph_biadjacency */
   {"_Biadjacency", (PyCFunction) igraphmodule_Graph_Biadjacency,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 733a31c66..30cc58d23 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -161,6 +161,11 @@ def testHexagonalLattice(self):
         g = Graph.Hexagonal_Lattice([2, 2], directed=True, mutual=True)
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
+    def testHypercube(self):
+        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        g = Graph.Hypercube(3)
+        self.assertEqual(g.get_edgelist(), el)
+
     def testLCF(self):
         g1 = Graph.LCF(12, (5, -5), 6)
         g2 = Graph.Famous("Franklin")

From 1a5bcccd97603456f8a16bafea3be1501dfb7046 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:32:27 +0000
Subject: [PATCH 500/681] chore: update changelog

---
 CHANGELOG.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ddf5a8326..4f50ecdd9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,7 @@
 
 ### Added
 
+ - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.

From bb0efcfc6b7a097b51a4ada534ab7ed034d5bca8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:55:30 +0000
Subject: [PATCH 501/681] feat: is_clique() and is_independent_vertex_set()

---
 src/_igraph/graphobject.c | 87 +++++++++++++++++++++++++++++++++++++++
 tests/test_cliques.py     |  4 ++
 2 files changed, 91 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e0f921120..e33131b25 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -567,6 +567,77 @@ PyObject *igraphmodule_Graph_is_complete(igraphmodule_GraphObject* self, PyObjec
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Checks whether a given vertex set forms a clique
+ */
+PyObject *igraphmodule_Graph_is_clique(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  PyObject *directed = Py_False;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", "directed", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &list, &directed)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_clique(&self->g, vs, PyObject_IsTrue(directed), &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
+/** \ingroup python_interface_graph
+ * \brief Checks whether a the given vertices form an independent set
+ */
+PyObject *igraphmodule_Graph_is_independent_vertex_set(igraphmodule_GraphObject * self,
+                                       PyObject * args, PyObject * kwds)
+{
+  PyObject *list = Py_None;
+  igraph_bool_t res;
+  igraph_vs_t vs;
+
+  static char *kwlist[] = { "vertices", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &list)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_vs_t(list, &vs, &self->g, NULL, NULL)) {
+    return NULL;
+  }
+
+  if (igraph_is_independent_vertex_set(&self->g, vs, &res)) {
+    igraphmodule_handle_igraph_error();
+    igraph_vs_destroy(&vs);
+    return NULL;
+  }
+
+  igraph_vs_destroy(&vs);
+
+  if (res)
+    Py_RETURN_TRUE;
+  else
+    Py_RETURN_FALSE;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Determines whether a graph is a (directed or undirected) tree
  * \sa igraph_is_tree
@@ -13768,6 +13839,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: C{True} if it is complete, C{False} otherwise.\n"
    "@rtype: boolean"},
 
+  {"is_clique", (PyCFunction) igraphmodule_Graph_is_clique,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_clique(vertices=None, directed=False)\n--\n\n"
+   "Decides whether a set of vertices is a clique, i.e. a fully connected subgraph.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@param directed: whether to require mutual connections between vertex pairs\n"
+   "    in directed graphs.\n"
+   "@return: C{True} is the given vertex set is a clique, C{False} if not.\n"},
+
+  {"is_independent_vertex_set", (PyCFunction) igraphmodule_Graph_is_independent_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "is_independent_vertex_set(vertices=None)\n--\n\n"
+   "Decides whether no two vertices within a set are adjacent.\n\n"
+   "@param vertices: a list of vertex IDs.\n"
+   "@return: C{True} is the given vertices form an independent set, C{False} if not.\n"},
+
   /* interface to igraph_is_tree */
   {"is_tree", (PyCFunction) igraphmodule_Graph_is_tree,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3d63dd363..3c1c215e9 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -66,12 +66,14 @@ def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.largest_cliques())))
 
     def testMaximalCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques())),
             [[0, 3, 4], [0, 4, 5], [1, 2, 3, 4], [1, 2, 4, 5]],
         )
+        self.assertTrue(all(map(self.g.is_clique, self.g.maximal_cliques())))
         self.assertEqual(
             sorted(map(sorted, self.g.maximal_cliques(min=4))),
             [[1, 2, 3, 4], [1, 2, 4, 5]],
@@ -136,6 +138,7 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
+        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -152,6 +155,7 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
+        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)

From b5b422a881cca594f4f3be838a0d3d02f65de091 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Jun 2024 17:56:32 +0000
Subject: [PATCH 502/681] chore: update changelog

---
 CHANGELOG.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4f50ecdd9..fc8c5dab8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,8 @@
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
  - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
  - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+ - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
  - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
 
 ### Changed

From 8e43032d17e6a060594c0256d715aa929ac1807c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:42 +0200
Subject: [PATCH 503/681] chore: updated changelog

---
 CHANGELOG.md | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index fc8c5dab8..e1cba8656 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,34 @@
 # igraph Python interface changelog
 
+## [0.11.6] - 2024-07-08
+
 ### Added
 
  - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as several related models.
- - Added `Graph.is_complete()` to test if there is a connection between all distinct pairs of vertices.
+
+ - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+   several related models.
+
+ - Added `Graph.is_complete()` to test if there is a connection between all
+   distinct pairs of vertices.
+
  - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an independent set.
- - Added `Graph.mean_degree()` for a convenient way to compute the average degree of a graph.
+
+ - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+   independent set.
+
+ - Added `Graph.mean_degree()` for a convenient way to compute the average
+   degree of a graph.
 
 ### Changed
 
- - Error messages issued when an attribute is not found now mention the name and type of that attribute.
+ - The C core of igraph was updated to version 0.10.13.
+
+ - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+   edges by default.
+
+ - Error messages issued when an attribute is not found now mention the name
+   and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
 
@@ -667,7 +684,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.5...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
 [0.11.3]: https://github.com/igraph/python-igraph/compare/0.11.2...0.11.3

From bac56e0ffeec965e6182e341a0b79bda9c22e09d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:51:58 +0200
Subject: [PATCH 504/681] fix: fix EOL in fixup_centos_7_in_ci.sh

---
 scripts/fixup_centos_7_in_ci.sh | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index bbc30fb5f..17a9f74e6 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,4 +4,3 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-

From 9d365148b815df908fa18f4effcafa56d49217da Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 12:52:34 +0200
Subject: [PATCH 505/681] chore: bumped version to 0.11.6

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 92c6ba6fb..dfef0870c 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 5)
+__version_info__ = (0, 11, 6)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 3f46d384e08a56cc01d6c316eee4b4328761fb58 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 19:52:13 +0200
Subject: [PATCH 506/681] fix: update script that fixes the CentOS build

---
 scripts/fixup_centos_7_in_ci.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
index 17a9f74e6..74bc18173 100755
--- a/scripts/fixup_centos_7_in_ci.sh
+++ b/scripts/fixup_centos_7_in_ci.sh
@@ -4,3 +4,5 @@
 
 sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
 sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
+sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
+

From ec94854d99ebcc26714fec8560609c8e76d52f21 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Jul 2024 13:24:46 +0000
Subject: [PATCH 507/681] build(deps): bump pypa/cibuildwheel from 2.19.1 to
 2.19.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.1 to 2.19.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.1...v2.19.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22056bec2..7d1eb9fd5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -89,7 +89,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -156,7 +156,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -256,7 +256,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.1
+        uses: pypa/cibuildwheel@v2.19.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From cc5e7082b1c35c763ffd3d4c753cda6b7c7e1153 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 8 Jul 2024 20:41:53 +0200
Subject: [PATCH 508/681] ci: remove CentOS 7 specific hack from CI build

---
 .github/workflows/build.yml     | 4 ++--
 scripts/fixup_centos_7_in_ci.sh | 8 --------
 2 files changed, 2 insertions(+), 10 deletions(-)
 delete mode 100755 scripts/fixup_centos_7_in_ci.sh

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7d1eb9fd5..b86dc0b30 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux
@@ -66,7 +66,7 @@ jobs:
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.19.2
         env:
-          CIBW_BEFORE_BUILD: "bash scripts/fixup_centos_7_in_ci.sh && yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
+          CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
diff --git a/scripts/fixup_centos_7_in_ci.sh b/scripts/fixup_centos_7_in_ci.sh
deleted file mode 100755
index 74bc18173..000000000
--- a/scripts/fixup_centos_7_in_ci.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/bin/bash
-# Workaround for cibuildwheel Docker images using CentOS 7 now that CentOS 7
-# is gone.
-
-sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo
-sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo
-sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo
-

From e0ef1d779e2e6e89efb0f2854d89d0576d2f587f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 08:54:15 +0000
Subject: [PATCH 509/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index e1d48f89a..ac22a920d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e1d48f89a08b7423761504d868aa1dd57c0e0557
+Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529

From f999bb279b0fd6bf3245c09d31594c6ca9d1f671 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 9 Jul 2024 18:43:14 +0000
Subject: [PATCH 510/681] doc: fix typos in Chung_Lu() docs

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e33131b25..6322969fa 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14675,7 +14675,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "M{w (S + w) / S} and M{w (S - w) / S}, respectively.\n\n"
    "A limitation of the original Chung-Lu model is that when some of the\n"
    "weights are large, the formula for M{p_{ij}} yields values larger than 1.\n"
-   "Chung and Lu's original paper exludes the use of such weights. When\n"
+   "Chung and Lu's original paper excludes the use of such weights. When\n"
    "M{p_{ij} > 1}, this function simply issues a warning and creates\n"
    "a connection between M{i} and M{j}. However, in this case the expected degrees\n"
    "will no longer relate to the weights in the manner stated above. Thus the\n"
@@ -14687,7 +14687,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"grg\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From cdcf4ef0bd3db50e9e8929236a1d29603f0ff647 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 15 Jul 2024 13:09:57 +0200
Subject: [PATCH 511/681] fix: replace deprecated iteritems() method from
 Python 2, closes #789

---
 src/igraph/clustering.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index b1fca9ab4..89b34b56e 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -1376,7 +1376,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
     if mark_groups is True:
         group_iter = ((group, color) for color, group in enumerate(clustering))
     elif isinstance(mark_groups, dict):
-        group_iter = mark_groups.iteritems()
+        group_iter = mark_groups.items()
     elif hasattr(mark_groups, "__getitem__") and hasattr(mark_groups, "__len__"):
         # Lists, tuples
         try:
@@ -1399,7 +1399,7 @@ def _handle_mark_groups_arg_for_clustering(mark_groups, clustering):
         # Iterators etc
         group_iter = mark_groups
     else:
-        group_iter = {}.iteritems()
+        group_iter = {}.items()
 
     def cluster_index_resolver():
         for group, color in group_iter:

From 130d055f114ba7be676e1f1df91296b96f5db0c4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 17 Jul 2024 11:39:00 +0200
Subject: [PATCH 512/681] chore: add some modifications to the Sphinx config
 file based on a notification from Read the Docs

---
 doc/source/conf.py | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 1bfee14a2..334b52e6a 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -187,6 +187,14 @@ def get_igraph_version():
 # Output file base name for HTML help builder.
 htmlhelp_basename = "igraphdoc"
 
+# Integration with Read the Docs since RTD is not manipulating the Sphinx
+# config files on its own any more.
+# This is according to:
+# https://about.readthedocs.com/blog/2024/07/addons-by-default/
+html_baseurl = os.environ.get("READTHEDOCS_CANONICAL_URL", "")
+html_context = {}
+if os.environ.get("READTHEDOCS", "") == "True":
+    html_context["READTHEDOCS"] = True
 
 # -- Options for pydoctor ------------------------------------------------------
 

From 0479d0a9ba1052e3968b02663c376d07c52e36e2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 21 Jul 2024 14:44:03 +0200
Subject: [PATCH 513/681] ci: update to upload-artifact@v4

---
 .github/workflows/build.yml | 22 +++++++++++++++-------
 1 file changed, 15 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b86dc0b30..8d1905c12 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -45,8 +45,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -70,8 +71,9 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_musllinux:
@@ -96,8 +98,9 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
 
   build_wheel_macos:
@@ -163,8 +166,9 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_wheel_wasm:
@@ -204,8 +208,9 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-wasm
           path: ./dist/*.whl
 
   build_wheel_win:
@@ -270,8 +275,9 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
 
   build_sdist:
@@ -312,8 +318,9 @@ jobs:
           pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
+          name: sdist
           path: dist/*.tar.gz
 
   # When updating 'runs-on', the ASan/UBSan library paths/versions must also be updated for LD_PRELOAD
@@ -375,3 +382,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+

From 0afb1886a8c1867156072f7ad15d3a52b8414599 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 5 Aug 2024 13:36:15 +0000
Subject: [PATCH 514/681] build(deps): bump pypa/cibuildwheel from 2.19.2 to
 2.20.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.19.2 to 2.20.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.19.2...v2.20.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8d1905c12..0ddaf3a57 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.19.2
+        uses: pypa/cibuildwheel@v2.20.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 325995b432ee1d5da71c31727cfa3551f53a561f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:38:57 +0200
Subject: [PATCH 515/681] Skip tests for Python 3.13 until SciPy starts
 publishing wheels

---
 .github/workflows/build.yml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0ddaf3a57..cdc66a3b6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,8 +35,9 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -164,6 +165,8 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
+          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -267,8 +270,9 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Windows
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32"
+          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
+          # SciPy does not have wheels for Python 3.13 at all right now.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From eecbfce892a790338ad5215d2c282796de379637 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:31:31 +0200
Subject: [PATCH 516/681] ci: skip Python 3.13 tests completely on Windows
 (even on 64-bit)

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cdc66a3b6..f7378cbd8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
           # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From d8ff20de6dda6e087f006dd7957a9b8b63f0309f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 12:57:52 +0200
Subject: [PATCH 517/681] ci: update to Pyodide 0.26.2 and fix build script

---
 .github/workflows/build.yml  | 2 +-
 scripts/fix_pyodide_build.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f7378cbd8..d697545c2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -195,7 +195,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.45'
+          version: '3.1.52'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 79d451969..46d190518 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -9,5 +9,5 @@
 
 target_file = target_dir / "Emscripten.cmake"
 if not target_file.is_file():
-    url = "https://raw.githubusercontent.com/pyodide/pyodide/main/pyodide-build/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
+    url = "https://raw.githubusercontent.com/pyodide/pyodide-build/main/pyodide_build/tools/cmake/Modules/Platform/Emscripten.cmake"
     urlretrieve(url, str(target_file))

From aee757ecfb323db39a04a2bd1e309d5866391094 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 6 Aug 2024 13:29:55 +0200
Subject: [PATCH 518/681] ci: really update to Pyodide 0.26.2

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d697545c2..98784cd75 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -200,7 +200,7 @@ jobs:
 
       - name: Build wheel
         run: |
-          pip install pyodide-build==0.24.1
+          pip install pyodide-build==0.26.2
           python3 scripts/fix_pyodide_build.py
           pyodide build
 

From 4b2bf7e9e1e5fcfcc0ee87269fa5b7bcf12140d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 7 Aug 2024 15:03:35 +0200
Subject: [PATCH 519/681] chore: fast-forward vendored igraph to tip of master

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index ac22a920d..28868a2fc 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ac22a920d882ec9e2bd433c55e2da2fce0ebe529
+Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c

From 3fb94e259130a4e9f0d777deaee68aeddfe7512a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:38:46 +0000
Subject: [PATCH 520/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 28868a2fc..33c01b0a1 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 28868a2fc7b7203d2b7197a58ca9a3bd7c7f5b9c
+Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c

From 507c64458f472b80bf5c0b505accfdcfaa72e001 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 13:39:43 +0000
Subject: [PATCH 521/681] feat: allow selecting specific integer programming
 feedback arc set problem formulations

---
 src/_igraph/convert.c     | 2 ++
 src/_igraph/graphobject.c | 8 ++++++--
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 44fe318cf..3529d6921 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -596,6 +596,8 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
         {"exact", IGRAPH_FAS_EXACT_IP},
         {"exact_ip", IGRAPH_FAS_EXACT_IP},
         {"ip", IGRAPH_FAS_EXACT_IP},
+        {"ip_ti", IGRAPH_FAS_EXACT_IP_TI},
+        {"ip_cg", IGRAPH_FAS_EXACT_IP_CG},
         {0,0}
     };
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6322969fa..9d696c905 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15442,8 +15442,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  breaking heuristic of Eades, Lin and Smyth, which is linear in the number\n"
    "  of edges but not necessarily optimal; however, it guarantees that the\n"
    "  number of edges to be removed is smaller than |E|/2 - |V|/6. C{\"ip\"} uses\n"
-   "  an integer programming formulation which is guaranteed to yield an optimal\n"
-   "  result, but is too slow for large graphs.\n"
+   "  the most efficient available integer programming formulation which is guaranteed\n"
+   "  to yield an optimal result. Specific integer programming formulations can be\n"
+   "  selected using C{\"ip_ti\"} (using triangle inequalities) and C{\"ip_cg\"}\n"
+   "  (a minimum set cover formulation using incremental constraint generation).\n"
+   "  Note that the minimum feedback arc set problem is NP-hard, therefore all methods\n"
+   "  that obtain exact optimal solutions are infeasibly slow on large graphs.\n"
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 

From 0a09dd1a03a569d24fce3f2c1ffda790e3543285 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 17 Aug 2024 16:43:42 +0000
Subject: [PATCH 522/681] feat: feedback_vertex_set()

---
 src/_igraph/convert.c     | 13 +++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 59 +++++++++++++++++++++++++++++++++++++++
 3 files changed, 73 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 3529d6921..a96bc514d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -603,6 +603,19 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
   TRANSLATE_ENUM_WITH(fas_algorithm_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
+ */
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
+  igraph_fas_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
+        {"ip", IGRAPH_FVS_EXACT_IP},
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(fvs_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_get_adjacency_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 54094684c..22f28eb75 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,6 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9d696c905..bdcfd3d8c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5558,6 +5558,48 @@ PyObject *igraphmodule_Graph_feedback_arc_set(
 }
 
 
+/** \ingroup python_interface_graph
+ * \brief Calculates a feedback vertex set for a graph
+ * \return a list containing the indices in the chosen feedback vertex set
+ * \sa igraph_feedback_vertex_set
+ */
+PyObject *igraphmodule_Graph_feedback_vertex_set(
+    igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = { "weights", "method", NULL };
+  igraph_vector_t* weights = 0;
+  igraph_vector_int_t res;
+  igraph_fvs_algorithm_t algo = IGRAPH_FVS_EXACT_IP;
+  PyObject *weights_o = Py_None, *result_o = NULL, *algo_o = NULL;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &algo_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_fvs_algorithm_t(algo_o, &algo))
+    return NULL;
+
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
+    ATTRIBUTE_TYPE_VERTEX))
+    return NULL;
+
+  if (igraph_vector_int_init(&res, 0)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+  }
+
+  if (igraph_feedback_vertex_set(&self->g, &res, weights, algo)) {
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
+
+  result_o = igraphmodule_vector_int_t_to_PyList(&res);
+  igraph_vector_int_destroy(&res);
+
+  return result_o;
+}
+
+
 /** \ingroup python_interface_graph
  * \brief Calculates a single shortest path between a source and a target vertex
  * \return a list containing a single shortest path from the source to the target
@@ -15451,6 +15493,23 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@return: the IDs of the edges to be removed, in a list.\n\n"
   },
 
+  /* interface to igraph_feedback_vertex_set */
+  {"feedback_vertex_set", (PyCFunction) igraphmodule_Graph_feedback_vertex_set,
+   METH_VARARGS | METH_KEYWORDS,
+   "feedback_vertex_set(weights=None, method=\"ip\")\n--\n\n"
+   "Calculates a minimum feedback vertex set.\n\n"
+   "A feedback vertex set is a set of edges whose removal makes the graph acyclic.\n"
+   "Finding a minimum feedback vertex set is an NP-hard problem both in directed\n"
+   "and undirected graphs.\n\n"
+   "@param weights: vertex weights to be used. Can be a sequence or iterable or\n"
+   "  even a vertex attribute name. When given, the algorithm will strive to\n"
+   "  remove lightweight vertices in order to minimize the total weight of the\n"
+   "  feedback vertex set.\n"
+   "@param method: the algorithm to use. C{\"ip\"} uses an exact integer programming\n"
+   "  approach, and is currently the only available method.\n"
+   "@return: the IDs of the vertices to be removed, in a list.\n\n"
+  },
+
   /* interface to igraph_get_shortest_path */
   {"get_shortest_path", (PyCFunction) igraphmodule_Graph_get_shortest_path,
    METH_VARARGS | METH_KEYWORDS,

From 86c73639ffedf750ae04a23a19c22860a1027efc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:44:50 +0200
Subject: [PATCH 523/681] fix: fix signature of
 igraphmodule_PyObject_to_fvs_algorithm_t

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index a96bc514d..6ee49205c 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -608,7 +608,7 @@ int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o,
  * \brief Converts a Python object to an igraph \c igraph_fvs_algorithm_t
  */
 int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o,
-  igraph_fas_algorithm_t *result) {
+  igraph_fvs_algorithm_t *result) {
   static igraphmodule_enum_translation_table_entry_t fvs_algorithm_tt[] = {
         {"ip", IGRAPH_FVS_EXACT_IP},
         {0,0}

From 456e70609ca2a87bd268360d258b820cb2854ff5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 01:46:53 +0200
Subject: [PATCH 524/681] fix: also fix signature here

---
 src/_igraph/convert.h | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 22f28eb75..873be1dc0 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -72,7 +72,7 @@ int igraphmodule_PyObject_to_community_comparison_t(PyObject *obj,
 int igraphmodule_PyObject_to_connectedness_t(PyObject *o, igraph_connectedness_t *result);
 int igraphmodule_PyObject_to_degseq_t(PyObject *o, igraph_degseq_t *result);
 int igraphmodule_PyObject_to_fas_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
-int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fas_algorithm_t *result);
+int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t *result);
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);

From 9716dfef300f496a5cadb4aae6aef5d5d6c5cbda Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 21 Aug 2024 10:36:14 +0200
Subject: [PATCH 525/681] fix: fix a potential memory leak in
 Graph.get_shortest_path_astar()'s heuristic function

---
 src/_igraph/graphobject.c | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bdcfd3d8c..38ab0f5b5 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -5713,6 +5713,7 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
   to_o = igraphmodule_integer_t_to_PyObject(to);
   if (to_o == NULL) {
     /* Error in conversion, return 1 */
+    Py_DECREF(from_o);
     return IGRAPH_FAILURE;
   }
 
@@ -5727,9 +5728,11 @@ igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
 
   if (igraphmodule_PyObject_to_real_t(result_o, result)) {
     /* Error in conversion, return 1 */
+    Py_DECREF(result_o);
     return IGRAPH_FAILURE;
   }
 
+  Py_DECREF(result_o);
   return IGRAPH_SUCCESS;
 }
 

From cc4fbce775114f279898bc29b5283f5c4e364013 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 10:46:43 +0200
Subject: [PATCH 526/681] ci: re-enable tests for Python 3.13 because SciPy now
 has wheels for 3.13

---
 .github/workflows/build.yml | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 98784cd75..797fdbb3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -35,9 +35,8 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0
@@ -165,8 +164,6 @@ jobs:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
-          # Skip tests for Python 3.13 because SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp313-*"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
       - uses: actions/upload-artifact@v4
@@ -270,9 +267,8 @@ jobs:
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux. Also skip tests for Python 3.13 because
-          # SciPy does not have wheels for Python 3.13 at all right now.
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-*"
+          # 32-bit wheels for Linux.
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 77698a00cc3964579d0d05639e615b516d78c54a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:00:13 +0200
Subject: [PATCH 527/681] ci: disable PyPy 3.8 as it is EOL

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 797fdbb3c..5c3651368 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From dd5ce269aef6807a9442b437da36b7a9542619ac Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:12:55 +0200
Subject: [PATCH 528/681] ci: update Python to 3.12.1 when building with
 Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5c3651368..79b546fea 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -184,7 +184,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.11.2'
+          python-version: '3.12.1'
 
       - name: Install OS dependencies
         run:

From 72506cba1ca372ef6c36bca5b604f807e1687432 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 12:20:03 +0200
Subject: [PATCH 529/681] ci: also try disabling PyPy 3.9

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 79b546fea..b3ddc6850 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 

From 3e8d9f2f8411d5296c660ded932598b8c90737fe Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:07 +0200
Subject: [PATCH 530/681] ci: try to fix PyPy failures in a different way

---
 .github/workflows/build.yml | 2 +-
 pyproject.toml              | 7 ++++++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b3ddc6850..a86043b91 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-* pp38-* pp39-*"
+  CIBW_SKIP: "cp36-* cp37-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/pyproject.toml b/pyproject.toml
index 0ded74ac4..ac22a60d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,10 @@
 [build-system]
-requires = ["setuptools", "wheel"]
+requires = [
+    "wheel",
+    # pin setuptools:
+    # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
+    "setuptools>=64,<72.2.0"
+]
 build-backend = "setuptools.build_meta"
 
 [tool.ruff]

From 137b48399afbccd2b297ab59d167ad17069b30d5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 13:52:46 +0200
Subject: [PATCH 531/681] ci: fix Emscripten version for newer Pyodide

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a86043b91..eb0ab1eeb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -192,7 +192,7 @@ jobs:
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.52'
+          version: '3.1.58'
           actions-cache-folder: 'emsdk-cache'
 
       - name: Build wheel

From d9b11f809d6b5289c19163a79374df23b58bfac4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:32:25 +0200
Subject: [PATCH 532/681] ci: skip SciPy tests for Python 3.13 on Linux/i686

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index eb0ab1eeb..69d4e92f4 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -36,7 +36,7 @@ jobs:
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686"
+          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.20.0

From b7c9a4195757a28846b135906d299b3c65092383 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:41:34 +0200
Subject: [PATCH 533/681] fix: Python 3.13 now provides PyLong_AsInt() so we
 need to rename ours

---
 src/_igraph/convert.c | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 6ee49205c..b02edcbd2 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,14 +41,18 @@
 
 /**
  * \brief Converts a Python long to a C int
- *
+ * 
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
+ * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
+ *
  * Returns -1 if there was an error, 0 otherwise.
  */
-int PyLong_AsInt(PyObject* obj, int* result) {
+int PyLong_AsInt_OutArg(PyObject* obj, int* result) {
   long dummy = PyLong_AsLong(obj);
   if (dummy < INT_MIN) {
     PyErr_SetString(PyExc_OverflowError, "long integer too small for conversion to C int");
@@ -92,7 +96,7 @@ int igraphmodule_PyObject_to_enum(PyObject *o,
     return 0;
 
   if (PyLong_Check(o))
-    return PyLong_AsInt(o, result);
+    return PyLong_AsInt_OutArg(o, result);
 
   s = PyUnicode_CopyAsString(o);
   if (s == 0) {
@@ -174,7 +178,7 @@ int igraphmodule_PyObject_to_enum_strict(PyObject *o,
     }
 
     if (PyLong_Check(o)) {
-      return PyLong_AsInt(o, result);
+      return PyLong_AsInt_OutArg(o, result);
     }
 
     s = PyUnicode_CopyAsString(o);
@@ -410,15 +414,15 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
         }
         w->pos = w_pos_int;
       } else if (!strcasecmp(kv, "howmany")) {
-        if (PyLong_AsInt(value, &w->howmany)) {
+        if (PyLong_AsInt_OutArg(value, &w->howmany)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "il")) {
-        if (PyLong_AsInt(value, &w->il)) {
+        if (PyLong_AsInt_OutArg(value, &w->il)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "iu")) {
-        if (PyLong_AsInt(value, &w->iu)) {
+        if (PyLong_AsInt_OutArg(value, &w->iu)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "vl")) {
@@ -426,7 +430,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
       } else if (!strcasecmp(kv, "vu")) {
         w->vu = PyFloat_AsDouble(value);
       } else if (!strcasecmp(kv, "vestimate")) {
-        if (PyLong_AsInt(value, &w->vestimate)) {
+        if (PyLong_AsInt_OutArg(value, &w->vestimate)) {
           return -1;
         }
       } else if (!strcasecmp(kv, "balance")) {

From 4e4ecd2c80384a9f3ddd505768aad147e4d1cfed Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 15:43:25 +0200
Subject: [PATCH 534/681] doc: fix comments of PyLong_AsInt_OutArg()

---
 src/_igraph/convert.c | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index b02edcbd2..1964d40e1 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -41,13 +41,13 @@
 
 /**
  * \brief Converts a Python long to a C int
- * 
+ *
  * This is similar to PyLong_AsLong, but it checks for overflow first and
  * throws an exception if necessary. This variant is needed for enum conversions
  * because we assume that enums fit into an int.
  *
- * Note that Python 3.13 also provides a PyLong_AsInt_OutArg() function, hence we need
- * a different name for this function. The difference is that PyLong_AsInt_OutArg()
+ * Note that Python 3.13 also provides a PyLong_AsInt() function, hence we need
+ * a different name for this function. The difference is that PyLong_AsInt()
  * needs an extra call to PyErr_Occurred() to disambiguate in case of errors.
  *
  * Returns -1 if there was an error, 0 otherwise.

From c7644a887a639249d8fcacf014816744fd60109d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 3 Sep 2024 16:04:41 +0200
Subject: [PATCH 535/681] doc: fix typo

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 38ab0f5b5..9faabab39 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14732,7 +14732,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "variants become equivalent in the limit of sparse graphs where M{q_{ij}}\n"
    "approaches zero. In the original Chung-Lu model, selectable by setting\n"
    "C{variant} to C{\"original\"}, M{p_{ij} = min(q_{ij}, 1)}.\n"
-   "The C{\"maxent\"} variant, sometimes referred to a the generalized\n"
+   "The C{\"maxent\"} variant, sometimes referred to as the generalized\n"
    "random graph, uses M{p_{ij} = q_{ij} / (1 + q_{ij})}, and is equivalent\n"
    "to a maximum entropy model (i.e. exponential random graph model) with\n"
    "a constraint on expected degrees, see Park and Newman (2004), Section B,\n"

From 29cd810af868416af4f16ae07f2306ad37937819 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 4 Sep 2024 15:45:43 +0200
Subject: [PATCH 536/681] chore: updated changelog and vendored igraph

---
 CHANGELOG.md         | 22 ++++++++++++++++++++++
 vendor/source/igraph |  2 +-
 2 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index e1cba8656..5644c8f92 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,27 @@
 # igraph Python interface changelog
 
+## [master]
+
+### Added
+
+- Added `Graph.feedback_vertex_set()` to calculate a feedback vertex set of the
+  graph.
+
+- Added new methods to `Graph.feedback_arc_set()` that allows the user to
+  select the specific integer problem formulation used by the underlying
+  solver.
+
+### Changed
+
+- Ensured compatibility with Python 3.13.
+
+- The C core of igraph was updated to version 0.10.14.
+
+### Fixed
+
+- Fixed a potential memory leak in the `Graph.get_shortest_path_astar()` heuristic
+  function callback
+
 ## [0.11.6] - 2024-07-08
 
 ### Added
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 33c01b0a1..3dd336a4e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 33c01b0a1ee5cb014bbd1077431a76bac46b7d8c
+Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c

From 23fd3b986d219e1469b6d72ecb4a9bbd707bf80a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 13:32:21 +0000
Subject: [PATCH 537/681] build(deps): bump pypa/cibuildwheel from 2.20.0 to
 2.21.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.20.0 to 2.21.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.20.0...v2.21.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 69d4e92f4..d080f8a32 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.20.0
+        uses: pypa/cibuildwheel@v2.21.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 98748ea0cab1da5311211d67a96f79ba0b7c0ee7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 13:07:01 +0000
Subject: [PATCH 538/681] build(deps): bump pypa/cibuildwheel from 2.21.1 to
 2.21.2

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.1 to 2.21.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.1...v2.21.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d080f8a32..42d2a15f1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.1
+        uses: pypa/cibuildwheel@v2.21.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 4719c24657f849754139633a62fa4e8e849cc111 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 13:37:09 +0000
Subject: [PATCH 539/681] build(deps): bump pypa/cibuildwheel from 2.21.2 to
 2.21.3

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.2 to 2.21.3.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.2...v2.21.3)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 42d2a15f1..18784b018 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -30,7 +30,7 @@ jobs:
           python-version: '3.8'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -65,7 +65,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -91,7 +91,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.2
+        uses: pypa/cibuildwheel@v2.21.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 0a761ad31cf9f3cf549d53c5a993a5b5d14dda9e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:45:47 +0200
Subject: [PATCH 540/681] fix: pin down Sphinx to 8.0.2 until a new PyDoctor is
 released that is compatible with Sphinx 8.1

---
 doc/source/requirements.txt | 1 +
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 869964a7d..715f2c3d3 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,6 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
+sphinx==8.0.2
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 3a65cc264..f4090eceb 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From 1eff3ef9815b7e139d465c7ad80fdf328df0021f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:07 +0200
Subject: [PATCH 541/681] chore: bumped version to 0.11.7

---
 CHANGELOG.md          | 5 +++--
 src/igraph/version.py | 2 +-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5644c8f92..2aebb80bc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # igraph Python interface changelog
 
-## [master]
+## [0.11.7] - 2024-10-24
 
 ### Added
 
@@ -706,7 +706,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.6...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
 [0.11.4]: https://github.com/igraph/python-igraph/compare/0.11.3...0.11.4
diff --git a/src/igraph/version.py b/src/igraph/version.py
index dfef0870c..129b73173 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 6)
+__version_info__ = (0, 11, 7)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From fbbf07abe77a77a3c9696c2ac32878b0cfa23c08 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:46:48 +0200
Subject: [PATCH 542/681] chore: bumped version to 0.11.7


From ceff4833466009be01cb9a22211ecb318361185f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 10:59:07 +0200
Subject: [PATCH 543/681] fix(rtd): build with Python 3.11 so we can get Sphinx
 8

---
 .readthedocs.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index b323c94be..7de01065a 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -21,7 +21,7 @@ build:
     - zlib1g-dev
 
   tools:
-    python: "3.9"
+    python: "3.11"
     # You can also specify other tool versions:
     # nodejs: "16"
     # rust: "1.55"

From 58b487064d73e5ad35f15efc51a5cd0d4e7a181a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:03:27 +0200
Subject: [PATCH 544/681] fix(rtd): fix version number of Python in
 scripts/rtd_prebuild.sh

---
 scripts/rtd_prebuild.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/rtd_prebuild.sh b/scripts/rtd_prebuild.sh
index 9b41bab13..461cf2cc4 100755
--- a/scripts/rtd_prebuild.sh
+++ b/scripts/rtd_prebuild.sh
@@ -12,4 +12,4 @@ echo "Modularize pure Python modules"
 echo "NOTE: Patch pydoctor to trigger build-finished before RTD extension"
 # see https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx.application.Sphinx.connect
 # see also https://github.com/readthedocs/readthedocs.org/pull/4054 - might or might not be exactly what we are seeing here
-sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.9/site-packages/pydoctor/sphinx_ext/build_apidocs.py
+sed -i 's/on_build_finished)/on_build_finished, priority=490)/' /home/docs/checkouts/readthedocs.org/user_builds/igraph/envs/${READTHEDOCS_VERSION}/lib/python3.11/site-packages/pydoctor/sphinx_ext/build_apidocs.py

From fac8f1a0d4b79e348e26b43299086d05452f25d3 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Oct 2024 11:15:57 +0200
Subject: [PATCH 545/681] fix(rtd): okay, back to Sphinx 7

---
 doc/source/requirements.txt | 2 +-
 scripts/mkdoc.sh            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 715f2c3d3..9044d840b 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -2,7 +2,7 @@ pip
 wheel
 requests>=2.28.1
 
-sphinx==8.0.2
+sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index f4090eceb..db6487d98 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -51,11 +51,11 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==8.0.2 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==8.0.2 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
     .venv/bin/pip install -U doc2dash
 fi

From d6019e8d017eab7011c8dd304cc3470ba7c785cf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 25 Oct 2024 10:39:47 +0200
Subject: [PATCH 546/681] chore: bumped version to 0.11.8

---
 CHANGELOG.md          | 10 +++++++++-
 src/igraph/version.py |  2 +-
 2 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2aebb80bc..f040f80ee 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,12 @@
 # igraph Python interface changelog
 
+## [0.11.8] - 2024-10-25
+
+### Fixed
+
+- Fixed documentation build on Read The Docs. No other changes compared to
+  0.11.7.
+
 ## [0.11.7] - 2024-10-24
 
 ### Added
@@ -706,7 +713,8 @@ Please refer to the commit logs at https://github.com/igraph/python-igraph for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.7...main
+[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
 [0.11.5]: https://github.com/igraph/python-igraph/compare/0.11.4...0.11.5
diff --git a/src/igraph/version.py b/src/igraph/version.py
index 129b73173..81a2aa780 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 7)
+__version_info__ = (0, 11, 8)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From f1967ec36f119cd2da8e4c147d70b1a9a5d0a852 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:14:00 +0100
Subject: [PATCH 547/681] chore: drop support for Python 3.8 as it is now EOL

---
 .github/workflows/build.yml | 12 ++++++------
 README.md                   |  2 +-
 setup.py                    |  9 +++------
 src/_igraph/bfsiter.c       |  3 ---
 src/_igraph/dfsiter.c       |  3 ---
 src/_igraph/graphobject.c   |  3 ---
 6 files changed, 10 insertions(+), 22 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 18784b018..80cb71f5c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
@@ -27,7 +27,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.21.3
@@ -140,12 +140,12 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
-          brew install ninja autoconf automake libtool cmake
+          brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -235,7 +235,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Cache installed C core
         id: cache-c-core
@@ -305,7 +305,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Build sdist
         run: |
diff --git a/README.md b/README.md
index 6fb686d27..1f7162788 100644
--- a/README.md
+++ b/README.md
@@ -302,7 +302,7 @@ faster than the first one as the C core does not need to be recompiled.
 
 We aim to keep up with the development cycle of Python and support all official
 Python versions that have not reached their end of life yet. Currently this
-means that we support Python 3.8 to 3.12, inclusive. Please refer to [this
+means that we support Python 3.9 to 3.13, inclusive. Please refer to [this
 page](https://devguide.python.org/versions/) for the status of Python
 branches and let us know if you encounter problems with `igraph` on any
 of the non-EOL Python versions.
diff --git a/setup.py b/setup.py
index 1610a5f1d..40d386d24 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 ###########################################################################
 
 # Check Python's version info and exit early if it is too old
-if sys.version_info < (3, 8):
-    print("This module requires Python >= 3.8")
+if sys.version_info < (3, 9):
+    print("This module requires Python >= 3.9")
     sys.exit(0)
 
 ###########################################################################
@@ -916,8 +916,6 @@ def get_tag(self):
     bdist_wheel_abi3 = None
 
 # We are going to build an abi3 wheel if we are at least on CPython 3.9.
-# This is because the C code contains conditionals for CPython 3.8 so we cannot
-# use an abi3 wheel built with CPython 3.8 on CPython 3.9
 should_build_abi3_wheel = (
     bdist_wheel_abi3
     and platform.python_implementation() == "CPython"
@@ -1039,7 +1037,7 @@ def get_tag(self):
             "pydoctor>=23.4.0",
         ],
     },
-    "python_requires": ">=3.8",
+    "python_requires": ">=3.9",
     "headers": headers,
     "platforms": "ALL",
     "keywords": [
@@ -1057,7 +1055,6 @@ def get_tag(self):
         "Operating System :: OS Independent",
         "Programming Language :: C",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index cf7cafdfe..e0c976245 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -121,10 +121,7 @@ static int igraphmodule_BFSIter_traverse(igraphmodule_BFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("BFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index 6064a9862..e8273173c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -122,10 +122,7 @@ static int igraphmodule_DFSIter_traverse(igraphmodule_DFSIterObject *self,
 				  visitproc visit, void *arg) {
   RC_TRAVERSE("DFSIter", self);
   Py_VISIT(self->gref);
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
   return 0;
 }
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 9faabab39..95a29e5ff 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -141,10 +141,7 @@ int igraphmodule_Graph_traverse(igraphmodule_GraphObject * self,
     }
   }
 
-#if PY_VERSION_HEX >= 0x03090000
-  // This was not needed before Python 3.9 (Python issue 35810 and 40217)
   Py_VISIT(Py_TYPE(self));
-#endif
 
   return 0;
 }

From aa299a2f5f0ebad6ef8870e162f6b4b4a421a492 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 13:50:52 +0100
Subject: [PATCH 548/681] chore: also drop support for PyPy 3.8

---
 .github/workflows/build.yml | 2 +-
 CHANGELOG.md                | 6 ++++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 80cb71f5c..9d4ba187c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,7 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-*"
+  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
   MACOSX_DEPLOYMENT_TARGET: "10.9"
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index f040f80ee..49918e543 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## [main]
+
+### Changed
+
+- Dropped support for Python 3.8 as it has now reached its end of life.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed

From 2abbca78c934d9d673ebc9e5c9540f72b16f5d2d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:00 +0100
Subject: [PATCH 549/681] ci: move MACOSX_DEPLOYMENT_TARGET envvar to the macOS
 job

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9d4ba187c..47e78b36d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -7,7 +7,6 @@ env:
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
   PYTEST_TIMEOUT: 60
-  MACOSX_DEPLOYMENT_TARGET: "10.9"
 
 jobs:
   build_wheel_linux:
@@ -108,6 +107,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
+      MACOSX_DEPLOYMENT_TARGET: "10.9"
     strategy:
       matrix:
         include:

From 60e11d95cf201dde764e5711e617572632d66fab Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:31:21 +0100
Subject: [PATCH 550/681] doc: disambiguae comment in
 igraph_rng_Python_set_generator()

---
 src/_igraph/random.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/random.c b/src/_igraph/random.c
index aef52c379..0552aba7d 100644
--- a/src/_igraph/random.c
+++ b/src/_igraph/random.c
@@ -112,7 +112,7 @@ PyObject* igraph_rng_Python_set_generator(PyObject* self, PyObject* object) {
   GET_FUNC("random"); new_state.random_func = func;
   GET_FUNC("gauss"); new_state.gauss_func = func;
 
-  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, 2 ^ RNG_BITS-1)
+  /* construct the arguments of getrandbits(RNG_BITS) and randint(0, (2^RNG_BITS)-1)
    * in advance */
   new_state.rng_bits_as_pyobject = PyLong_FromLong(RNG_BITS);
   if (new_state.rng_bits_as_pyobject == 0) {

From b972656075db8f0303ff49285b073610789177ad Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Oct 2024 14:42:57 +0100
Subject: [PATCH 551/681] doc: remove logo as it caused layout problems

---
 doc/source/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 334b52e6a..2dcdfa5fe 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -148,7 +148,7 @@ def get_igraph_version():
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = "_static/logo-black.svg"
+# html_logo = "_static/logo-black.svg"
 
 # The name of an image file (within the static path) to use as favicon of the
 # docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32

From 1a7429f11fe832a990a95226920e1138ca03464e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:11:26 +0100
Subject: [PATCH 552/681] fix: pin setuptools < 72.2 only for PyPy

---
 pyproject.toml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index ac22a60d4..d92754846 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-    "setuptools>=64,<72.2.0"
+	# Most likely cause:
+	# https://github.com/pypa/distutils/issues/283
+	# Workaround based on this commit:
+	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
+	"setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From 6e3d722d326730f06c000de3329c026ec51c8388 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 29 Oct 2024 12:12:03 +0100
Subject: [PATCH 553/681] fix: tabs to spaces

---
 pyproject.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d92754846..d62d390de 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,12 +3,12 @@ requires = [
     "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
-	# Most likely cause:
-	# https://github.com/pypa/distutils/issues/283
-	# Workaround based on this commit:
-	# https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
+    # Most likely cause:
+    # https://github.com/pypa/distutils/issues/283
+    # Workaround based on this commit:
+    # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-	"setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'"
 ]
 build-backend = "setuptools.build_meta"
 

From c8022ff12a07108af9b1e6393ce3b10fae678c19 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 14:41:06 +0000
Subject: [PATCH 554/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 3dd336a4e..fb81bda14 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 3dd336a4e8114e0373b4bd9cf4d9837ffe9e703c
+Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6

From 4ee238adea203a2d1b6e4a64961c75c4274ed59e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 5 Nov 2024 19:46:59 +0000
Subject: [PATCH 555/681] chore: update C core again

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fb81bda14..a662f79d4 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fb81bda143ad35aaa50cbc508f917671402c38f6
+Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e

From a6da7b281329e47fe37225a8b4d5040a28cae737 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 6 Nov 2024 11:32:14 +0100
Subject: [PATCH 556/681] chore: updated vendored igraph to 0.10.15

---
 CHANGELOG.md         | 6 +++++-
 vendor/source/igraph | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 49918e543..dea92015e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
+- The C core of igraph was updated to version 0.10.15.
+
 ## [0.11.8] - 2024-10-25
 
 ### Fixed
@@ -28,7 +30,9 @@
 
 - Ensured compatibility with Python 3.13.
 
-- The C core of igraph was updated to version 0.10.14.
+- The C core of igraph was updated to an interim commit (3dd336a) between
+  version 0.10.13 and version 0.10.15. Earlier versions of this changelog
+  mistakenly marked this revision as version 0.10.14.
 
 ### Fixed
 
diff --git a/vendor/source/igraph b/vendor/source/igraph
index a662f79d4..635b432ef 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit a662f79d46970bbcc2888e69dce5daa3fee8906e
+Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2

From 81288fd98fad701bbdc902987c791bcac101743f Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Wed, 13 Nov 2024 16:56:05 +0100
Subject: [PATCH 557/681] Explicitly require cmake as a build dependency

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d62d390de..c4915214f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,8 @@ requires = [
     # Workaround based on this commit:
     # https://github.com/harfbuzz/uharfbuzz/commit/9b607bd06fb17fcb4abe3eab5c4f342ad08309d7
     "setuptools>=64,<72.2.0; platform_python_implementation == 'PyPy'",
-    "setuptools>=64; platform_python_implementation != 'PyPy'"
+    "setuptools>=64; platform_python_implementation != 'PyPy'",
+    "cmake>=3.18"
 ]
 build-backend = "setuptools.build_meta"
 

From ff0d89983e22d06e26eba6e153b1599ebb28f2ee Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 16 Nov 2024 12:10:14 +0100
Subject: [PATCH 558/681] chore: specify that we are now compatible with Python
 3.13

---
 setup.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/setup.py b/setup.py
index 40d386d24..73a31067b 100644
--- a/setup.py
+++ b/setup.py
@@ -1059,6 +1059,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
         "Programming Language :: Python :: 3.12",
+        "Programming Language :: Python :: 3.13",
         "Programming Language :: Python :: 3 :: Only",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Information Analysis",

From c6ec1277bf0c1752373e2ea719f615b08a1701bd Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 17 Nov 2024 16:53:22 +0000
Subject: [PATCH 559/681] test: increase tolerance for matplotlib backend image
 comparisons, fixes #805

---
 tests/drawing/matplotlib/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/drawing/matplotlib/utils.py b/tests/drawing/matplotlib/utils.py
index 36bd50f1f..f32ad3f73 100644
--- a/tests/drawing/matplotlib/utils.py
+++ b/tests/drawing/matplotlib/utils.py
@@ -71,7 +71,7 @@ def wrapper(*args, **kwargs):
 
 def image_comparison(
     baseline_images,
-    tol=0.025,
+    tol=4.0,
     remove_text=False,
     savefig_kwarg=None,
     # Default of mpl_test_settings fixture and cleanup too.

From 50aa98df3cf4494f1aae02445328cef5e0d6a3d6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Nov 2024 13:05:19 +0000
Subject: [PATCH 560/681] build(deps): bump pypa/cibuildwheel from 2.21.3 to
 2.22.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.21.3 to 2.22.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.21.3...v2.22.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 47e78b36d..8b5a2e70c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -38,7 +38,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -64,7 +64,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -90,7 +90,7 @@ jobs:
         uses: docker/setup-qemu-action@v3
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -159,7 +159,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -261,7 +261,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.21.3
+        uses: pypa/cibuildwheel@v2.22.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From ea772d79e69f4aba8324bd4d2540704352bee8d9 Mon Sep 17 00:00:00 2001
From: Michael Schneider <michael.schneider@aegidien.de>
Date: Mon, 23 Dec 2024 15:02:10 +0300
Subject: [PATCH 561/681] setup.py: import bdist_wheel from setuptools (#810)

---
 pyproject.toml | 1 -
 setup.py       | 2 +-
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index c4915214f..db932f633 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,5 @@
 [build-system]
 requires = [
-    "wheel",
     # pin setuptools:
     # https://github.com/airspeed-velocity/asv/pull/1426#issuecomment-2290658198
     # Most likely cause:
diff --git a/setup.py b/setup.py
index 73a31067b..bbd5dbfb1 100644
--- a/setup.py
+++ b/setup.py
@@ -16,7 +16,7 @@
 from setuptools import find_packages, setup, Command, Extension
 
 try:
-    from wheel.bdist_wheel import bdist_wheel
+    from setuptools.command.bdist_wheel import bdist_wheel
 except ImportError:
     bdist_wheel = None
 

From 4b6425cd45569b28bb4d75eb39dd30dc07eb362e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 23 Dec 2024 13:04:03 +0100
Subject: [PATCH 562/681] chore: updated contributors list

---
 .all-contributorsrc |   9 +++
 CONTRIBUTORS.md     | 175 ++++++++++++++++++++++----------------------
 2 files changed, 98 insertions(+), 86 deletions(-)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 68c701f9e..f021a11fc 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -603,6 +603,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "m1-s",
+      "name": "Michael Schneider",
+      "avatar_url": "https://avatars.githubusercontent.com/u/94642227?v=4",
+      "profile": "https://github.com/m1-s",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f0945fc51..88c897aed 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -6,92 +6,95 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
 <!-- prettier-ignore-start -->
 <!-- markdownlint-disable -->
 <table>
-  <tr>
-    <td align="center"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
-    <td align="center"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
-    <td align="center"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt=""/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
-    <td align="center"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt=""/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
-    <td align="center"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
-    <td align="center"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
-    <td align="center"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt=""/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
-    <td align="center"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
-    <td align="center"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt=""/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
-    <td align="center"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt=""/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
-    <td align="center"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
-    <td align="center"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
-    <td align="center"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
-    <td align="center"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt=""/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
-    <td align="center"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
-    <td align="center"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
-    <td align="center"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt=""/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
-    <td align="center"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt=""/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt=""/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt=""/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt=""/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt=""/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt=""/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt=""/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
-    <td align="center"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt=""/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt=""/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
-    <td align="center"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
-  </tr>
-  <tr>
-    <td align="center"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt=""/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
-    <td align="center"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
-    <td align="center"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt=""/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
-  </tr>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://collmot.com/"><img src="https://avatars.githubusercontent.com/u/195637?v=4?s=100" width="100px;" alt="Tamás Nepusz"/><br /><sub><b>Tamás Nepusz</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ntamas" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://fabilab.org/"><img src="https://avatars.githubusercontent.com/u/1200640?v=4?s=100" width="100px;" alt="Fabio Zanini"/><br /><sub><b>Fabio Zanini</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iosonofabio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gomango999"><img src="https://avatars.githubusercontent.com/u/37771462?v=4?s=100" width="100px;" alt="Kevin Zhu"/><br /><sub><b>Kevin Zhu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Gomango999" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gaborcsardi"><img src="https://avatars.githubusercontent.com/u/660288?v=4?s=100" width="100px;" alt="Gábor Csárdi"/><br /><sub><b>Gábor Csárdi</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gaborcsardi" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://szhorvat.net/"><img src="https://avatars.githubusercontent.com/u/1212871?v=4?s=100" width="100px;" alt="Szabolcs Horvát"/><br /><sub><b>Szabolcs Horvát</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szhorvat" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.traag.net/"><img src="https://avatars.githubusercontent.com/u/6057804?v=4?s=100" width="100px;" alt="Vincent Traag"/><br /><sub><b>Vincent Traag</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=vtraag" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/deeenes"><img src="https://avatars.githubusercontent.com/u/2679889?v=4?s=100" width="100px;" alt="deeenes"/><br /><sub><b>deeenes</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=deeenes" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://h5jam.github.io/"><img src="https://avatars.githubusercontent.com/u/46439899?v=4?s=100" width="100px;" alt="Seungoh Han"/><br /><sub><b>Seungoh Han</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=h5jam" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://linkedin.com/in/artemvl"><img src="https://avatars.githubusercontent.com/u/6162969?v=4?s=100" width="100px;" alt="Artem V L"/><br /><sub><b>Artem V L</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=luav" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Isaac-Lee"><img src="https://avatars.githubusercontent.com/u/49810053?v=4?s=100" width="100px;" alt="Yesung(Isaac) Lee"/><br /><sub><b>Yesung(Isaac) Lee</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Isaac-Lee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.jboy.space/"><img src="https://avatars.githubusercontent.com/u/2187261?v=4?s=100" width="100px;" alt="John Boy"/><br /><sub><b>John Boy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jboynyc" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cdcl.ml/"><img src="https://avatars.githubusercontent.com/u/10780059?v=4?s=100" width="100px;" alt="Casper da Costa-Luis"/><br /><sub><b>Casper da Costa-Luis</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=casperdcl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://albertoalcolea.com/"><img src="https://avatars.githubusercontent.com/u/1153725?v=4?s=100" width="100px;" alt="Alberto Alcolea"/><br /><sub><b>Alberto Alcolea</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=albertoalcolea" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://pyedu.hu/arpad/"><img src="https://avatars.githubusercontent.com/u/951303?v=4?s=100" width="100px;" alt="Árpád Horváth"/><br /><sub><b>Árpád Horváth</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=horvatha" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ebraminio"><img src="https://avatars.githubusercontent.com/u/833473?v=4?s=100" width="100px;" alt="ebraminio"/><br /><sub><b>ebraminio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ebraminio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/fwitter"><img src="https://avatars.githubusercontent.com/u/10985458?v=4?s=100" width="100px;" alt="Fabian Witter"/><br /><sub><b>Fabian Witter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=fwitter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.katzien.de/"><img src="https://avatars.githubusercontent.com/u/890156?v=4?s=100" width="100px;" alt="Jan Katins"/><br /><sub><b>Jan Katins</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jankatins" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/nickeubank"><img src="https://avatars.githubusercontent.com/u/9683693?v=4?s=100" width="100px;" alt="Nick Eubank"/><br /><sub><b>Nick Eubank</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=nickeubank" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://finger-tree.blogspot.com/"><img src="https://avatars.githubusercontent.com/u/406445?v=4?s=100" width="100px;" alt="Peter Scott"/><br /><sub><b>Peter Scott</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PeterScott" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sriram-Pattabiraman"><img src="https://avatars.githubusercontent.com/u/59712515?v=4?s=100" width="100px;" alt="Sriram-Pattabiraman"/><br /><sub><b>Sriram-Pattabiraman</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Sriram-Pattabiraman" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://iggisv9t.xyz/"><img src="https://avatars.githubusercontent.com/u/19172517?v=4?s=100" width="100px;" alt="Sviatoslav"/><br /><sub><b>Sviatoslav</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=iggisv9t" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ah00ee"><img src="https://avatars.githubusercontent.com/u/68725978?v=4?s=100" width="100px;" alt="Ah-Young Nho"/><br /><sub><b>Ah-Young Nho</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ah00ee" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/frederik-h"><img src="https://avatars.githubusercontent.com/u/22046314?v=4?s=100" width="100px;" alt="Frederik Harwath"/><br /><sub><b>Frederik Harwath</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=frederik-h" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/naviddianati"><img src="https://avatars.githubusercontent.com/u/5558232?v=4?s=100" width="100px;" alt="Navid Dianati"/><br /><sub><b>Navid Dianati</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=naviddianati" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abe-winter"><img src="https://avatars.githubusercontent.com/u/7256523?v=4?s=100" width="100px;" alt="abe-winter"/><br /><sub><b>abe-winter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=abe-winter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arivero"><img src="https://avatars.githubusercontent.com/u/43174?v=4?s=100" width="100px;" alt="Alejandro Rivero"/><br /><sub><b>Alejandro Rivero</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=arivero" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ariki"><img src="https://avatars.githubusercontent.com/u/519412?v=4?s=100" width="100px;" alt="Ariki"/><br /><sub><b>Ariki</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Ariki" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cvanelteren.github.io/"><img src="https://avatars.githubusercontent.com/u/19485143?v=4?s=100" width="100px;" alt="Casper van Elteren"/><br /><sub><b>Casper van Elteren</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cvanelteren" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://cthoyt.com/"><img src="https://avatars.githubusercontent.com/u/5069736?v=4?s=100" width="100px;" alt="Charles Tapley Hoyt"/><br /><sub><b>Charles Tapley Hoyt</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cthoyt" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.cgohlke.com/"><img src="https://avatars.githubusercontent.com/u/483428?v=4?s=100" width="100px;" alt="Christoph Gohlke"/><br /><sub><b>Christoph Gohlke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=cgohlke" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chrisfalter"><img src="https://avatars.githubusercontent.com/u/4177499?v=4?s=100" width="100px;" alt="Christopher Falter"/><br /><sub><b>Christopher Falter</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=chrisfalter" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ReblochonMasque"><img src="https://avatars.githubusercontent.com/u/6275531?v=4?s=100" width="100px;" alt="FredInChina"/><br /><sub><b>FredInChina</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=ReblochonMasque" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://friso.lol/"><img src="https://avatars.githubusercontent.com/u/273638?v=4?s=100" width="100px;" alt="Friso van Vollenhoven"/><br /><sub><b>Friso van Vollenhoven</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=friso" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://szarnyasg.github.io/"><img src="https://avatars.githubusercontent.com/u/1402801?v=4?s=100" width="100px;" alt="Gabor Szarnyas"/><br /><sub><b>Gabor Szarnyas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szarnyasg" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GaoFangshu"><img src="https://avatars.githubusercontent.com/u/11488742?v=4?s=100" width="100px;" alt="Gao Fangshu"/><br /><sub><b>Gao Fangshu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GaoFangshu" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gchilczuk"><img src="https://avatars.githubusercontent.com/u/16257695?v=4?s=100" width="100px;" alt="Grzegorz Chilczuk"/><br /><sub><b>Grzegorz Chilczuk</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gchilczuk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://cecinestpasunefromage.wordpress.com/"><img src="https://avatars.githubusercontent.com/u/2363820?v=4?s=100" width="100px;" alt="Gwyn Ciesla"/><br /><sub><b>Gwyn Ciesla</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=limburgher" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.topbug.net/"><img src="https://avatars.githubusercontent.com/u/325476?v=4?s=100" width="100px;" alt="Hong Xu"/><br /><sub><b>Hong Xu</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=xuhdev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jhsmith"><img src="https://avatars.githubusercontent.com/u/974519?v=4?s=100" width="100px;" alt="Jay Smith"/><br /><sub><b>Jay Smith</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=jhsmith" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://mapleccc.github.io/"><img src="https://avatars.githubusercontent.com/u/25131775?v=4?s=100" width="100px;" alt="MapleCCC"/><br /><sub><b>MapleCCC</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MapleCCC" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/marco-koepcke/"><img src="https://avatars.githubusercontent.com/u/3512122?v=4?s=100" width="100px;" alt="Marco Köpcke"/><br /><sub><b>Marco Köpcke</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=theCapypara" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/elfring"><img src="https://avatars.githubusercontent.com/u/660477?v=4?s=100" width="100px;" alt="Markus Elfring"/><br /><sub><b>Markus Elfring</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=elfring" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://martinomensio.github.io/"><img src="https://avatars.githubusercontent.com/u/11597393?v=4?s=100" width="100px;" alt="Martino Mensio"/><br /><sub><b>Martino Mensio</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=MartinoMensio" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lauzadis"><img src="https://avatars.githubusercontent.com/u/30608308?v=4?s=100" width="100px;" alt="Matas"/><br /><sub><b>Matas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=lauzadis" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://www.michaeljaylissner.com/"><img src="https://avatars.githubusercontent.com/u/236970?v=4?s=100" width="100px;" alt="Mike Lissner"/><br /><sub><b>Mike Lissner</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=mlissner" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://phil.red/"><img src="https://avatars.githubusercontent.com/u/291575?v=4?s=100" width="100px;" alt="Philipp A."/><br /><sub><b>Philipp A.</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flying-sheep" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://puneethapai.github.io/"><img src="https://avatars.githubusercontent.com/u/21996583?v=4?s=100" width="100px;" alt="Puneetha Pai"/><br /><sub><b>Puneetha Pai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=PuneethaPai" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sr-murthy"><img src="https://avatars.githubusercontent.com/u/9358070?v=4?s=100" width="100px;" alt="S Murthy"/><br /><sub><b>S Murthy</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sr-murthy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/scottgigante"><img src="https://avatars.githubusercontent.com/u/8499679?v=4?s=100" width="100px;" alt="Scott Gigante"/><br /><sub><b>Scott Gigante</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=scottgigante" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="http://people.freebsd.org/~thierry/"><img src="https://avatars.githubusercontent.com/u/6819982?v=4?s=100" width="100px;" alt="Thierry Thomas"/><br /><sub><b>Thierry Thomas</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=thierry-FreeBSD" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/willemvandenboom"><img src="https://avatars.githubusercontent.com/u/41558513?v=4?s=100" width="100px;" alt="Willem van den Boom"/><br /><sub><b>Willem van den Boom</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=willemvandenboom" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/remysucre"><img src="https://avatars.githubusercontent.com/u/6758001?v=4?s=100" width="100px;" alt="Yisu Remy Wang"/><br /><sub><b>Yisu Remy Wang</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=remysucre" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://yongyeol.com/"><img src="https://avatars.githubusercontent.com/u/24250?v=4?s=100" width="100px;" alt="YY Ahn"/><br /><sub><b>YY Ahn</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=yy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kmankinen"><img src="https://avatars.githubusercontent.com/u/22212710?v=4?s=100" width="100px;" alt="kmankinen"/><br /><sub><b>kmankinen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=kmankinen" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/odidev"><img src="https://avatars.githubusercontent.com/u/40816837?v=4?s=100" width="100px;" alt="odidev"/><br /><sub><b>odidev</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=odidev" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sombreslames"><img src="https://avatars.githubusercontent.com/u/4037102?v=4?s=100" width="100px;" alt="sombreslames"/><br /><sub><b>sombreslames</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=sombreslames" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://hohoweiya.xyz/"><img src="https://avatars.githubusercontent.com/u/13688320?v=4?s=100" width="100px;" alt="szcf-weiya"/><br /><sub><b>szcf-weiya</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=szcf-weiya" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tristanlatr"><img src="https://avatars.githubusercontent.com/u/19967168?v=4?s=100" width="100px;" alt="tristanlatr"/><br /><sub><b>tristanlatr</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=tristanlatr" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JDPowell648"><img src="https://avatars.githubusercontent.com/u/41934552?v=4?s=100" width="100px;" alt="JDPowell648"/><br /><sub><b>JDPowell648</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=JDPowell648" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Adriankhl"><img src="https://avatars.githubusercontent.com/u/16377650?v=4?s=100" width="100px;" alt="k.h.lai"/><br /><sub><b>k.h.lai</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Adriankhl" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gruebel"><img src="https://avatars.githubusercontent.com/u/33207684?v=4?s=100" width="100px;" alt="Anton Grübel"/><br /><sub><b>Anton Grübel</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=gruebel" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/flange-ipb"><img src="https://avatars.githubusercontent.com/u/34936695?v=4?s=100" width="100px;" alt="flange-ipb"/><br /><sub><b>flange-ipb</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=flange-ipb" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://discuss.afpy.org/"><img src="https://avatars.githubusercontent.com/u/16009100?v=4?s=100" width="100px;" alt="Paul m. p. Peny"/><br /><sub><b>Paul m. p. Peny</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=pmp-p" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://davidrconnell.github.io/"><img src="https://avatars.githubusercontent.com/u/35470740?v=4?s=100" width="100px;" alt="David R. Connell"/><br /><sub><b>David R. Connell</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=DavidRConnell" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+    </tr>
+  </tbody>
 </table>
 
 <!-- markdownlint-restore -->

From 3ffe8358e7d0282a1bbcb8a69be5bef58c6e870b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 26 Dec 2024 18:40:48 +0100
Subject: [PATCH 563/681] ci: apparently bcrypt is now needed for libxml2 on
 Windows

---
 .github/workflows/build.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8b5a2e70c..9958409a5 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -272,7 +272,7 @@ jobs:
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True
-          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset
+          IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
       - uses: actions/upload-artifact@v4
@@ -382,4 +382,3 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
-

From bb26aa26d4e635e260c9cdfbaed566549ede5ee8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 17 Jan 2025 21:50:15 +0100
Subject: [PATCH 564/681] ci: try using the new ARM runners from Github

---
 .github/workflows/build.yml | 14 ++------------
 1 file changed, 2 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9958409a5..8cba2e82e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -51,18 +51,13 @@ jobs:
 
   build_wheel_linux_aarch64_manylinux:
     name: Build wheels on Linux (aarch64/manylinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:
@@ -77,18 +72,13 @@ jobs:
 
   build_wheel_linux_aarch64_musllinux:
     name: Build wheels on Linux (aarch64/musllinux)
-    runs-on: ubuntu-20.04
-    if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags')
+    runs-on: ubuntu-22.04-arm
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
 
-      - name: Set up QEMU
-        id: qemu
-        uses: docker/setup-qemu-action@v3
-
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v2.22.0
         env:

From 2dee46c3a4dc005288d06671c1e3b4626d44288d Mon Sep 17 00:00:00 2001
From: Thomas Krijnen <t.krijnen@gmail.com>
Date: Wed, 22 Jan 2025 14:36:09 +0100
Subject: [PATCH 565/681] Update graphobject.c - reverse cutoff, normalized
 args (#812)

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 95a29e5ff..894e35d26 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -4912,7 +4912,7 @@ PyObject *igraphmodule_Graph_harmonic_centrality(igraphmodule_GraphObject * self
       return NULL;
     }
     if (igraph_harmonic_centrality_cutoff(&self->g, &res, vs, mode, weights,
-        PyFloat_AsDouble(cutoff_num), PyObject_IsTrue(normalized_o))) {
+        PyObject_IsTrue(normalized_o), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vector_destroy(&res);
       if (weights) { igraph_vector_destroy(weights); free(weights); }

From 1a96afa63bc5737175f6a5ab75e3e0cfa9f9d6c5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 22 Jan 2025 14:37:06 +0100
Subject: [PATCH 566/681] chore: updated contributors list

---
 .all-contributorsrc | 18 ++++++++++++++++++
 CONTRIBUTORS.md     |  2 ++
 2 files changed, 20 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index f021a11fc..4cabb5284 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -612,6 +612,24 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "aothms",
+      "name": "Thomas Krijnen",
+      "avatar_url": "https://avatars.githubusercontent.com/u/1096535?v=4",
+      "profile": "http://thomaskrijnen.com/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "GenieTim",
+      "name": "Tim Bernhard",
+      "avatar_url": "https://avatars.githubusercontent.com/u/8596965?v=4",
+      "profile": "https://github.com/GenieTim",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 88c897aed..f43ef7b6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -93,6 +93,8 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/rmmaf/"><img src="https://avatars.githubusercontent.com/u/23747884?v=4?s=100" width="100px;" alt="Rodrigo Monteiro de Moraes de Arruda Falcão"/><br /><sub><b>Rodrigo Monteiro de Moraes de Arruda Falcão</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=rmmaf" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Kreijstal"><img src="https://avatars.githubusercontent.com/u/2415206?v=4?s=100" width="100px;" alt="Kreijstal"/><br /><sub><b>Kreijstal</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=Kreijstal" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From ee3e94599b47133ed25995151725e6c86e4eb7ff Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 12 Feb 2025 22:26:43 +0100
Subject: [PATCH 567/681] ci: replace ubuntu-20.04 image with ubuntu-22.04

---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8cba2e82e..8ea75dd4b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -11,7 +11,7 @@ env:
 jobs:
   build_wheel_linux:
     name: Build wheels on Linux (${{ matrix.wheel_arch }})
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix:
@@ -163,7 +163,7 @@ jobs:
 
   build_wheel_wasm:
     name: Build wheels for WebAssembly
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
 
     steps:
       - uses: actions/checkout@v4
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:

From 09e4b0184f0cbe91849e1b7c239d9a0f9109815b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 10:53:54 +0100
Subject: [PATCH 568/681] ci: trying to work around sanitizer issues in the new
 Ubuntu image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8ea75dd4b..b840f01bc 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -317,7 +317,7 @@ jobs:
   # for the "Test" step below.
   build_with_sanitizer:
     name: Build with sanitizers for debugging purposes
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
@@ -371,4 +371,5 @@ jobs:
           ASAN_OPTIONS: "detect_stack_use_after_return=1"
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
+          sudo sysctl vm.mmap_rnd_bits=28
           LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 51884536fd2eaa46914f392bd539a4044f18e39d Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:03:09 +0100
Subject: [PATCH 569/681] ci: enable PyPy builds explicitly in preparation for
 cibuildwheel 3

---
 .github/workflows/build.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b840f01bc..cfce30ed8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -33,6 +33,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
@@ -64,6 +65,7 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
+          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -153,6 +155,7 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
+          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -255,6 +258,7 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
+          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Linux.

From 98b7741456a50ebcec982bc0770967fd55729473 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:14:44 +0100
Subject: [PATCH 570/681] ci: fix libasan version in newer Ubuntu image

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index cfce30ed8..567147b13 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.5:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From 0640de10cc21e30658827d54a893a732783f8d7e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 13 Feb 2025 11:34:40 +0100
Subject: [PATCH 571/681] ci: fix libasan version in newer Ubuntu image, really

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 567147b13..e2087dc4f 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -376,4 +376,4 @@ jobs:
           LSAN_OPTIONS: "suppressions=etc/lsan-suppr.txt:print_suppressions=false"
         run: |
           sudo sysctl vm.mmap_rnd_bits=28
-          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.6:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests
+          LD_PRELOAD=/lib/x86_64-linux-gnu/libasan.so.8:/lib/x86_64-linux-gnu/libubsan.so.1 python -m pytest --capture=sys tests

From fee96a095d2469c0ce7128ec258720b58ecd2334 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 9 Mar 2025 14:35:42 +0100
Subject: [PATCH 572/681] build(deps): bump pypa/cibuildwheel from 2.22.0 to
 2.23.0 (#814)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.22.0 to 2.23.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.22.0...v2.23.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index e2087dc4f..5567ee31e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.22.0
+        uses: pypa/cibuildwheel@v2.23.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 4385f95307fac0ca2c3c53908184c8c4eed44716 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 20 Mar 2025 12:29:36 +0100
Subject: [PATCH 573/681] build(deps): bump pypa/cibuildwheel from 2.23.0 to
 2.23.1 (#817)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.0 to 2.23.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/v2.23.1/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.0...v2.23.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5567ee31e..339919314 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.0
+        uses: pypa/cibuildwheel@v2.23.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 9504f47542780bae130c577c684c823c40a311bc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:02 +0000
Subject: [PATCH 574/681] chore: require copyright assignment in PR template
 (#816)

---
 .github/pull_request_template.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 .github/pull_request_template.md

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
new file mode 100644
index 000000000..686944ff0
--- /dev/null
+++ b/.github/pull_request_template.md
@@ -0,0 +1,5 @@
+<!-- Please disclose any use of LLMs (ChatGPT, Copilot, Gemini, etc.) during the preparation of this PR. -->
+
+<!-- The following text must be left intact and the box checked before the PR can be merged. -->
+
+- [ ] By submitting this pull request, I assign the copyright of my contribution to _The igraph development team_.

From 6575aaf91a538162afe4eb5456cc520f44a0f2f4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Fri, 21 Mar 2025 08:49:32 +0000
Subject: [PATCH 575/681] docs: document negative/infinite order neighborhood
 (#815)

* docs: document negative/infinite order neighborhood
after the corresponding change in the C core

* chore: update C core
---
 src/_igraph/graphobject.c | 6 ++++--
 vendor/source/igraph      | 2 +-
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 894e35d26..49e025003 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -15854,7 +15854,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
@@ -15882,7 +15883,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertices: a single vertex ID or a list of vertex IDs, or\n"
    "  C{None} meaning all the vertices in the graph.\n"
    "@param order: the order of the neighborhood, i.e. the maximum number of\n"
-   "  steps to take from the seed vertex.\n"
+   "  steps to take from the seed vertex. Negative values are interpreted as\n"
+   "  an infinite order, i.e. no limit on the number of steps.\n"
    "@param mode: specifies how to take into account the direction of\n"
    "  the edges if a directed graph is analyzed. C{\"out\"} means that\n"
    "  only the outgoing edges are followed, so all vertices reachable\n"
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 635b432ef..662abbdfa 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 635b432eff0a89580ac9bb98068d2fbc8ef374f2
+Subproject commit 662abbdfa467a6436bad650c31a8360787d75379

From a242830f50466df6bcf3ab148bb36062c40d5859 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:43:26 +0000
Subject: [PATCH 576/681] fix: build with vendored PLFIT by default instead of
 leaving this up to auto-detection

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index bbd5dbfb1..18c5a7793 100644
--- a/setup.py
+++ b/setup.py
@@ -280,7 +280,7 @@ def _compile_in(
             args.append("-DIGRAPH_GRAPHML_SUPPORT:BOOL=OFF")
 
         # Build the Python interface with vendored libraries
-        for deps in "ARPACK BLAS GLPK GMP LAPACK".split():
+        for deps in "ARPACK BLAS GLPK GMP LAPACK PLFIT".split():
             args.append("-DIGRAPH_USE_INTERNAL_" + deps + "=ON")
 
         # Use link-time optinization if available

From 3dafe701e80006ee0155514e97fe202d1e3b5872 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 22 Mar 2025 09:45:12 +0000
Subject: [PATCH 577/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 662abbdfa..10d4fc75f 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 662abbdfa467a6436bad650c31a8360787d75379
+Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae

From f04a3088c85c7c315dcb8883969a7ed33c36ef9c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 21:55:15 +0000
Subject: [PATCH 578/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 10d4fc75f..fe6bdb78c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 10d4fc75f146f5fc8ec17d99ab808c53a3c49dae
+Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d

From 18c0a8ffac8e4180a8c8a4c1398eb92749357963 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 23 Mar 2025 22:37:36 +0000
Subject: [PATCH 579/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index fe6bdb78c..fc6860b31 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fe6bdb78c4a3269b542c6af7a167b9599f08173d
+Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d

From 8f88b46c0a4b2555fb82e8b70743ee4f99c8f3b7 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:06 +0100
Subject: [PATCH 580/681] fix: scripts/mkdoc.sh now allows overriding Python
 with the PYTHON envvar

---
 scripts/mkdoc.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index db6487d98..696157fd6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,7 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
-  python3 -m venv .venv
+  ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given

From 6f7597ff9e782529abefeea564eb63402a737a87 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 27 Mar 2025 14:46:27 +0100
Subject: [PATCH 581/681] fix: import _compare_communities from igraph._igraph
 on the top level

---
 src/igraph/clustering.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/igraph/clustering.py b/src/igraph/clustering.py
index 89b34b56e..36df961ad 100644
--- a/src/igraph/clustering.py
+++ b/src/igraph/clustering.py
@@ -5,7 +5,7 @@
 from copy import deepcopy
 from io import StringIO
 
-from igraph._igraph import GraphBase, community_to_membership
+from igraph._igraph import GraphBase, community_to_membership, _compare_communities
 from igraph.configuration import Configuration
 from igraph.datatypes import UniqueIdGenerator
 from igraph.drawing.colors import ClusterColoringPalette
@@ -1500,10 +1500,8 @@ def compare_communities(comm1, comm2, method="vi", remove_none=False):
 
     @return: the calculated measure.
     """
-    import igraph._igraph
-
     vec1, vec2 = _prepare_community_comparison(comm1, comm2, remove_none)
-    return igraph._igraph._compare_communities(vec1, vec2, method)
+    return _compare_communities(vec1, vec2, method)
 
 
 def split_join_distance(comm1, comm2, remove_none=False):

From 47b1f193f3a9480e86c8fca71bb2af22f2159e26 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Mar 2025 20:06:55 +0200
Subject: [PATCH 582/681] build(deps): bump pypa/cibuildwheel from 2.23.1 to
 2.23.2 (#823)

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 2.23.1 to 2.23.2.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v2.23.1...v2.23.2)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 339919314..5fea2ee20 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -29,7 +29,7 @@ jobs:
           python-version: '3.9'
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -39,7 +39,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -60,7 +60,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -82,7 +82,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -151,7 +151,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -254,7 +254,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.1
+        uses: pypa/cibuildwheel@v2.23.2
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 98a8d9d410f1db5520820557a173cfb8c3945589 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 21:26:35 +0000
Subject: [PATCH 583/681] chore: remove generated sg_execution_times.rst file

---
 doc/source/sg_execution_times.rst | 109 ------------------------------
 1 file changed, 109 deletions(-)
 delete mode 100644 doc/source/sg_execution_times.rst

diff --git a/doc/source/sg_execution_times.rst b/doc/source/sg_execution_times.rst
deleted file mode 100644
index a63741754..000000000
--- a/doc/source/sg_execution_times.rst
+++ /dev/null
@@ -1,109 +0,0 @@
-
-:orphan:
-
-.. _sphx_glr_sg_execution_times:
-
-
-Computation times
-=================
-**00:10.013** total execution time for 25 files **from all galleries**:
-
-.. container::
-
-  .. raw:: html
-
-    <style scoped>
-    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
-    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
-    </style>
-    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
-    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
-    <script type="text/javascript" class="init">
-    $(document).ready( function () {
-        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
-    } );
-    </script>
-
-  .. list-table::
-   :header-rows: 1
-   :class: table table-striped sg-datatable
-
-   * - Example
-     - Time
-     - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_visualize_cliques.py` (``../examples_sphinx-gallery/visualize_cliques.py``)
-     - 00:02.970
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_ring_animation.py` (``../examples_sphinx-gallery/ring_animation.py``)
-     - 00:01.287
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_cluster_contraction.py` (``../examples_sphinx-gallery/cluster_contraction.py``)
-     - 00:00.759
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_betweenness.py` (``../examples_sphinx-gallery/betweenness.py``)
-     - 00:00.735
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visual_style.py` (``../examples_sphinx-gallery/visual_style.py``)
-     - 00:00.711
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_delaunay-triangulation.py` (``../examples_sphinx-gallery/delaunay-triangulation.py``)
-     - 00:00.504
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_configuration.py` (``../examples_sphinx-gallery/configuration.py``)
-     - 00:00.416
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_online_user_actions.py` (``../examples_sphinx-gallery/online_user_actions.py``)
-     - 00:00.332
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_erdos_renyi.py` (``../examples_sphinx-gallery/erdos_renyi.py``)
-     - 00:00.313
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_connected_components.py` (``../examples_sphinx-gallery/connected_components.py``)
-     - 00:00.216
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_complement.py` (``../examples_sphinx-gallery/complement.py``)
-     - 00:00.201
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_generate_dag.py` (``../examples_sphinx-gallery/generate_dag.py``)
-     - 00:00.194
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_visualize_communities.py` (``../examples_sphinx-gallery/visualize_communities.py``)
-     - 00:00.176
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bridges.py` (``../examples_sphinx-gallery/bridges.py``)
-     - 00:00.169
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_spanning_trees.py` (``../examples_sphinx-gallery/spanning_trees.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_isomorphism.py` (``../examples_sphinx-gallery/isomorphism.py``)
-     - 00:00.153
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_quickstart.py` (``../examples_sphinx-gallery/quickstart.py``)
-     - 00:00.142
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_minimum_spanning_trees.py` (``../examples_sphinx-gallery/minimum_spanning_trees.py``)
-     - 00:00.137
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_simplify.py` (``../examples_sphinx-gallery/simplify.py``)
-     - 00:00.079
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching_maxflow.py` (``../examples_sphinx-gallery/bipartite_matching_maxflow.py``)
-     - 00:00.073
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_articulation_points.py` (``../examples_sphinx-gallery/articulation_points.py``)
-     - 00:00.067
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_topological_sort.py` (``../examples_sphinx-gallery/topological_sort.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_bipartite_matching.py` (``../examples_sphinx-gallery/bipartite_matching.py``)
-     - 00:00.058
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_shortest_path_visualisation.py` (``../examples_sphinx-gallery/shortest_path_visualisation.py``)
-     - 00:00.052
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_maxflow.py` (``../examples_sphinx-gallery/maxflow.py``)
-     - 00:00.052
-     - 0.0

From ec27e895ac87eb2f028c0e16fab98da9832111d7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 28 Mar 2025 22:16:02 +0000
Subject: [PATCH 584/681] docs: fix Dash docset build

---
 doc/source/icon.png    | Bin 0 -> 2567 bytes
 doc/source/icon@2x.png | Bin 0 -> 3247 bytes
 scripts/mkdoc.sh       |   6 ++++--
 3 files changed, 4 insertions(+), 2 deletions(-)
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 create mode 100644 doc/source/icon@2x.png

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diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 696157fd6..31d6a35ac 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -104,17 +104,19 @@ if [ "x$DOC2DASH" = "x1" ]; then
   PWD=`pwd`
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
-  DOC2DASH=`which doc2dash 2>/dev/null || true`
+  DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
       echo "Generating Dash docset..."
       "$DOC2DASH" \
-          --online-redirect-url "https://igraph.org/python/api/latest" \
+          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
           --name "python-igraph" \
           -d "${DASH_FOLDER}" \
           -f \
           -j \
           -I "index.html" \
+          --icon ${ROOT_FOLDER}/doc/source/icon.png \
+          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
           "${DOC_API_FOLDER}"
       DASH_READY=1
   else

From 9503678e76fd23adb64d0274ac812c2f3f232dbf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 1 Apr 2025 01:34:32 +0300
Subject: [PATCH 585/681] docs: add personalized PageRank gallery example

---
 .../personalized_pagerank.py                  | 96 +++++++++++++++++++
 1 file changed, 96 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/personalized_pagerank.py

diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
new file mode 100644
index 000000000..2fd044612
--- /dev/null
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -0,0 +1,96 @@
+"""
+.. _tutorials-personalized_pagerank:
+
+===============================
+Personalized PageRank on a grid
+===============================
+
+This example demonstrates how to calculate and visualize personalized PageRank on a grid. We use the :meth:`igraph.Graph.personalized_pagerank` method, and demonstrate the effects on a grid graph.
+"""
+
+# %%
+# .. note::
+#
+#    The PageRank score of a vertex reflects the probability that a random walker will be at that vertex over the long run. At each step the walker has a 1 - damping chance to restart the walk and pick a starting vertex according to the probabilities defined in the reset vector.
+
+import igraph as ig
+import matplotlib.cm as cm
+import matplotlib.pyplot as plt
+import numpy as np
+
+# %%
+# We define a function that plots the graph on a Matplotlib axis, along with
+# its personalized PageRank values. The function also generates a
+# color bar on the side to see how the values change.
+# We use `Matplotlib's Normalize class <https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Normalize.html>`_
+# to set the colors and ensure that our color bar range is correct.
+
+
+def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
+    """Plots personalized PageRank values on a grid graph with a colorbar.
+
+    Parameters
+    ----------
+    graph : ig.Graph
+        graph to plot
+    p_pagerank : list[float]
+        calculated personalized PageRank values
+    """
+    # Create the axis for matplotlib
+    _, ax = plt.subplots(figsize=(8, 8))
+
+    # Create a matplotlib colormap
+    # coolwarm goes from blue (lowest value) to red (highest value)
+    cmap = cm.coolwarm
+
+    # Normalize the PageRank values for colormap
+    normalized_pagerank = ig.rescale(p_pagerank)
+
+    graph.vs["color"] = [cmap(pr) for pr in normalized_pagerank]
+    graph.vs["size"] = ig.rescale(p_pagerank, (20, 40))
+    graph.es["color"] = "gray"
+    graph.es["width"] = 1.5
+
+    # Plot the graph
+    ig.plot(graph, target=ax, layout=graph.layout_grid())
+
+    # Add a colorbar
+    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    plt.colorbar(sm, ax=ax, label="Personalized PageRank")
+
+    plt.title("Graph with Personalized PageRank")
+    plt.axis("equal")
+    plt.show()
+
+
+# %%
+# First, we generate a graph, e.g. a Lattice Graph, which basically is a ``dim x dim`` grid:
+dim = 5
+grid_size = (dim, dim)  # dim rows, dim columns
+g = ig.Graph.Lattice(dim=grid_size, circular=False)
+
+# %%
+# Then we initialize the ``reset_vector`` (it's length should be equal to the number of vertices in the graph):
+reset_vector = np.zeros(g.vcount())
+
+# %%
+# Then we set the nodes to prioritize, for example nodes with indices ``0`` and ``18``:
+reset_vector[0] = 1
+reset_vector[18] = 0.65
+
+# %%
+# Then we calculate the personalized PageRank:
+personalized_page_rank = g.personalized_pagerank(damping=0.85, reset=reset_vector)
+
+# %%
+# Finally, we plot the graph with the personalized PageRank values:
+plot_pagerank(g, personalized_page_rank)
+
+
+# %%
+# Alternatively, we can play around with the ``damping`` parameter:
+personalized_page_rank = g.personalized_pagerank(damping=0.45, reset=reset_vector)
+
+# %%
+# Here we can see the same plot with the new damping parameter:
+plot_pagerank(g, personalized_page_rank)

From e54abcc7ec0982af095580552deb43acc6888e94 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Tue, 8 Apr 2025 14:43:04 +0000
Subject: [PATCH 586/681] docs: fix a lot of outdated links (#824)

---
 .../cluster_contraction.py                    |  2 +-
 doc/source/install.rst                        |  4 +--
 doc/source/visualisation.rst                  |  2 +-
 setup.py                                      |  4 +--
 src/_igraph/graphobject.c                     | 29 ++++++++++---------
 src/igraph/__init__.py                        |  2 +-
 src/igraph/community.py                       | 18 ++++++------
 src/igraph/drawing/__init__.py                | 10 +++----
 src/igraph/drawing/cairo/plot.py              |  6 ++--
 src/igraph/drawing/graph.py                   |  8 ++---
 src/igraph/io/images.py                       |  2 +-
 tox.ini                                       |  2 +-
 12 files changed, 45 insertions(+), 44 deletions(-)

diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index aa7cf38a7..af997dc5d 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -12,7 +12,7 @@
 
 # %%
 # We begin by load the graph from file. The file containing this network can be
-# downloaded `here <http://www-personal.umich.edu/~mejn/netdata/>`_.
+# downloaded `here <https://www-personal.umich.edu/~mejn/netdata/>`_.
 g = ig.load("./lesmis/lesmis.gml")
 
 # %%
diff --git a/doc/source/install.rst b/doc/source/install.rst
index 91fcf6f18..65c985bb9 100644
--- a/doc/source/install.rst
+++ b/doc/source/install.rst
@@ -131,7 +131,7 @@ Fourth, call ``pip`` to compile and install the package from source::
   $ pip install .
 
 Alternatively, you can call ``build`` or another PEP 517-compliant build frontend
-to build an installable Python wheel. Here we use `pipx <https://pypa.github.io/pipx/>`_
+to build an installable Python wheel. Here we use `pipx <https://pipx.pypa.io>`_
 to invoke ``build`` in a separate virtualenv::
 
   $ pipx run build
@@ -140,7 +140,7 @@ Testing your installation
 -------------------------
 
 Use ``tox`` or another standard test runner tool to run all the unit tests.
-Here we use `pipx <https://pypa.github.io/pipx/>`_` to invoke ``tox``::
+Here we use `pipx <https://pipx.pypa.io>`_ to invoke ``tox``::
 
   $ pipx run tox
 
diff --git a/doc/source/visualisation.rst b/doc/source/visualisation.rst
index 7cad8bf9b..cf32dbd90 100644
--- a/doc/source/visualisation.rst
+++ b/doc/source/visualisation.rst
@@ -234,6 +234,6 @@ See the :ref:`tutorial <tutorial-layouts-plotting>` for examples and a full list
 .. _matplotlib: https://matplotlib.org
 .. _Jupyter: https://jupyter.org/
 .. _Cairo: https://www.cairographics.org
-.. _graphviz: http://www.graphviz.org
+.. _graphviz: https://www.graphviz.org
 .. _networkx: https://networkx.org/
 .. _graph-tool: https://graph-tool.skewed.de/
diff --git a/setup.py b/setup.py
index 18c5a7793..b61fe9881 100644
--- a/setup.py
+++ b/setup.py
@@ -953,7 +953,7 @@ def get_tag(self):
 Graph plotting functionality is provided by the Cairo library, so make
 sure you install the Python bindings of Cairo if you want to generate
 publication-quality graph plots. You can try either `pycairo
-<http://cairographics.org/pycairo>`_ or `cairocffi <http://cairocffi.readthedocs.io>`_,
+<http://cairographics.org/pycairo>`_ or `cairocffi <https://doc.courtbouillon.org/cairocffi/>`_,
 ``cairocffi`` is recommended because there were bug reports affecting igraph
 graph plots in Jupyter notebooks when using ``pycairo`` (but not with
 ``cairocffi``).
@@ -983,7 +983,7 @@ def get_tag(self):
         "Bug Tracker": "https://github.com/igraph/python-igraph/issues",
         "Changelog": "https://github.com/igraph/python-igraph/blob/main/CHANGELOG.md",
         "CI": "https://github.com/igraph/python-igraph/actions",
-        "Documentation": "https://igraph.readthedocs.io",
+        "Documentation": "https://python.igraph.org",
         "Source Code": "https://github.com/igraph/python-igraph",
     },
     "ext_modules": [igraph_extension],
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 49e025003..b5565ab59 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14530,7 +14530,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
     "the number of vertices in the graph, a list of shifts giving\n"
     "additional edges to a cycle backbone and another integer giving how\n"
     "many times the shifts should be performed. See\n"
-    "U{http://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
+    "U{https://mathworld.wolfram.com/LCFNotation.html} for details.\n\n"
     "@param n: the number of vertices\n"
     "@param shifts: the shifts in a list or tuple\n"
     "@param repeats: the number of repeats\n"
@@ -16222,7 +16222,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "    small-world networks. I{Nature} 393(6884):440-442, 1998.\n"
    "  - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:\n"
    "    The architecture of complex weighted networks. I{PNAS} 101, 3747 (2004).\n"
-   "    U{http://arxiv.org/abs/cond-mat/0311416}.\n\n"
+   "    U{https://arxiv.org/abs/cond-mat/0311416}.\n\n"
    "@param vertices: a list containing the vertex IDs which should be\n"
    "  included in the result. C{None} means all of the vertices.\n"
    "@param mode: defines how to treat vertices with degree less than two.\n"
@@ -16820,7 +16820,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "forces among the vertices and then the physical system is simulated\n"
    "until it reaches an equilibrium or the maximal number of iterations is\n"
    "reached.\n\n"
-   "See U{http://www.schmuhl.org/graphopt/} for the original graphopt.\n\n"
+   "See U{https://web.archive.org/web/20220611030748/http://www.schmuhl.org/graphopt/}\n"
+   "and U{https://sourceforge.net/projects/graphopt/} for the original graphopt.\n\n"
    "@param niter: the number of iterations to perform. Should be a couple\n"
    "  of hundred in general.\n\n"
    "@param node_charge: the charge of the vertices, used to calculate electric\n"
@@ -17135,7 +17136,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_DIMACS(f, directed=False)\n--\n\n"
    "Reads a graph from a file conforming to the DIMACS minimum-cost flow file format.\n\n"
    "For the exact description of the format, see\n"
-   "U{http://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
+   "U{https://lpsolve.sourceforge.net/5.5/DIMACS.htm}\n\n"
    "Restrictions compared to the official description of the format:\n\n"
    "  - igraph's DIMACS reader requires only three fields in an arc definition,\n"
    "    describing the edge's source and target node and its capacity.\n"
@@ -17171,7 +17172,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Read_GraphDB(f, directed=False)\n--\n\n"
    "Reads a GraphDB format file and creates a graph based on it.\n\n"
    "GraphDB is a binary format, used in the graph database for\n"
-   "isomorphism testing (see U{http://amalfi.dis.unina.it/graph/}).\n\n"
+   "isomorphism testing (see U{https://mivia.unisa.it/datasets/graph-database/arg-database/}).\n\n"
    "@param f: the name of the file or a Python file handle\n"
    "@param directed: whether the generated graph should be directed.\n"},
   /* interface to igraph_read_graph_graphml */
@@ -17394,7 +17395,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "algorithm.\n\n"
    "Passing the permutation returned here to L{permute_vertices()} will\n"
    "transform the graph into its canonical form.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17420,7 +17421,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "count_automorphisms(sh=\"fl\", color=None)\n--\n\n"
    "Calculates the number of automorphisms of a graph using the BLISS isomorphism\n"
    "algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm and canonical permutations.\n\n"
    "@param sh: splitting heuristics for graph as a case-insensitive string,\n"
    "  with the following possible values:\n\n"
@@ -17471,7 +17472,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  sh1=\"fl\", sh2=None, color1=None, color2=None)\n--\n\n"
    "Checks whether the graph is isomorphic to another graph, using the\n"
    "BLISS isomorphism algorithm.\n\n"
-   "See U{http://www.tcs.hut.fi/Software/bliss/index.html} for more information\n"
+   "See U{https://users.aalto.fi/~tjunttil/bliss/} for more information\n"
    "about the BLISS algorithm.\n\n"
    "@param other: the other graph with which we want to compare the graph.\n"
    "@param color1: optional vector storing the coloring of the vertices of\n"
@@ -18264,15 +18265,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "community_infomap(edge_weights=None, vertex_weights=None, trials=10)\n--\n\n"
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
-   "See U{http://www.mapequation.org} for a visualization of the algorithm\n"
+   "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
    "B{References}\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
-   "    U{http://arxiv.org/abs/0707.0609}\n"
+   "    U{https://arxiv.org/abs/0707.0609}\n"
    "  - M. Rosvall, D. Axelsson and C. T. Bergstrom: I{The map equation}.\n"
    "    I{Eur Phys J Special Topics} 178, 13 (2009).\n"
-   "    U{http://arxiv.org/abs/0906.1405}\n"
+   "    U{https://arxiv.org/abs/0906.1405}\n"
    "\n"
    "@param edge_weights: name of an edge attribute or a list containing\n"
    "  edge weights.\n"
@@ -18301,7 +18302,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear\n"
    "time algorithm to detect community structures in large-scale\n"
    "networks. I{Phys Rev E} 76:036106, 2007.\n"
-   "U{http://arxiv.org/abs/0709.2938}.\n"
+   "U{https://arxiv.org/abs/0709.2938}.\n"
    "\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
@@ -18356,7 +18357,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast\n"
    "unfolding of community hierarchies in large networks. J Stat Mech\n"
-   "P10008 (2008), U{http://arxiv.org/abs/0803.0476}\n"
+   "P10008 (2008), U{https://arxiv.org/abs/0803.0476}\n"
    "\n"
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
@@ -18495,7 +18496,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Attention: this function is wrapped in a more convenient syntax in the\n"
    "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
    "B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large\n"
-   "networks using random walks, U{http://arxiv.org/abs/physics/0512106}.\n\n"
+   "networks using random walks, U{https://arxiv.org/abs/physics/0512106}.\n\n"
    "@param weights: name of an edge attribute or a list containing\n"
    "  edge weights\n"
    "@return: a tuple with the list of merges and the modularity scores corresponding\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7f0e328b7..0b1690849 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -860,7 +860,7 @@ def transitivity_avglocal_undirected(self, mode="nan", weights=None):
             networks. I{Nature} 393(6884):440-442, 1998.
           - Barrat A, Barthelemy M, Pastor-Satorras R and Vespignani A:
             The architecture of complex weighted networks. I{PNAS} 101, 3747
-            (2004). U{http://arxiv.org/abs/cond-mat/0311416}.
+            (2004). U{https://arxiv.org/abs/cond-mat/0311416}.
 
         @param mode: defines how to treat vertices with degree less than two.
           If C{TRANSITIVITY_ZERO} or C{"zero"}, these vertices will have zero
diff --git a/src/igraph/community.py b/src/igraph/community.py
index e2dcb47da..0fdcdf154 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -37,12 +37,12 @@ def _community_infomap(graph, edge_weights=None, vertex_weights=None, trials=10)
 
       - M. Rosvall and C. T. Bergstrom: Maps of information flow reveal
         community structure in complex networks, I{PNAS} 105, 1118 (2008).
-        U{http://dx.doi.org/10.1073/pnas.0706851105},
-        U{http://arxiv.org/abs/0707.0609}.
+        U{https://doi.org/10.1073/pnas.0706851105},
+        U{https://arxiv.org/abs/0707.0609}.
       - M. Rosvall, D. Axelsson, and C. T. Bergstrom: The map equation,
         I{Eur Phys. J Special Topics} 178, 13 (2009).
-        U{http://dx.doi.org/10.1140/epjst/e2010-01179-1},
-        U{http://arxiv.org/abs/0906.1405}.
+        U{https://doi.org/10.1140/epjst/e2010-01179-1},
+        U{https://arxiv.org/abs/0906.1405}.
 
     @param edge_weights: name of an edge attribute or a list containing
       edge weights.
@@ -125,7 +125,7 @@ def _community_label_propagation(graph, weights=None, initial=None, fixed=None):
 
     B{Reference}: Raghavan, U.N. and Albert, R. and Kumara, S. Near linear
     time algorithm to detect community structures in large-scale networks.
-    I{Phys Rev} E 76:036106, 2007. U{http://arxiv.org/abs/0709.2938}.
+    I{Phys Rev} E 76:036106, 2007. U{https://arxiv.org/abs/0709.2938}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
@@ -165,7 +165,7 @@ def _community_multilevel(graph, weights=None, return_levels=False, resolution=1
 
     B{Reference}: VD Blondel, J-L Guillaume, R Lambiotte and E Lefebvre: Fast
     unfolding of community hierarchies in large networks, I{J Stat Mech}
-    P10008 (2008). U{http://arxiv.org/abs/0803.0476}
+    P10008 (2008). U{https://arxiv.org/abs/0803.0476}
 
     @param weights: edge attribute name or a list containing edge
       weights
@@ -271,11 +271,11 @@ def _community_spinglass(graph, *args, **kwds):
 
       - Reichardt J and Bornholdt S: Statistical mechanics of community
         detection. I{Phys Rev E} 74:016110 (2006).
-        U{http://arxiv.org/abs/cond-mat/0603718}.
+        U{https://arxiv.org/abs/cond-mat/0603718}.
 
       - Traag VA and Bruggeman J: Community detection in networks
         with positive and negative links. I{Phys Rev E} 80:036115 (2009).
-        U{http://arxiv.org/abs/0811.2329}.
+        U{https://arxiv.org/abs/0811.2329}.
 
     @keyword weights: edge weights to be used. Can be a sequence or
       iterable or even an edge attribute name.
@@ -329,7 +329,7 @@ def _community_walktrap(graph, weights=None, steps=4):
     as a dendrogram.
 
     B{Reference}: Pascal Pons, Matthieu Latapy: Computing communities in large
-    networks using random walks, U{http://arxiv.org/abs/physics/0512106}.
+    networks using random walks, U{https://arxiv.org/abs/physics/0512106}.
 
     @param weights: name of an edge attribute or a list containing
       edge weights
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index e6d06b4bc..2725745f6 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -5,9 +5,9 @@
 It also has experimental support for plotly.
 
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
-provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
-This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+provide Python bindings to the popular U{Cairo library<https://www.cairographics.org>}.
+This means that if you don't have U{pycairo<https://pycairo.readthedocs.io/>}
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -21,8 +21,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index ac98210db..f35db6ef1 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -6,7 +6,7 @@
 The Cairo backend is dependent on the C{pycairo} or C{cairocffi} libraries that
 provide Python bindings to the popular U{Cairo library<http://www.cairographics.org>}.
 This means that if you don't have U{pycairo<http://www.cairographics.org/pycairo>}
-or U{cairocffi<http://cairocffi.readthedocs.io>} installed, you won't be able
+or U{cairocffi<https://doc.courtbouillon.org/cairocffi/>} installed, you won't be able
 to use the Cairo plotting backend. Whenever the documentation refers to the
 C{pycairo} library, you can safely replace it with C{cairocffi} as the two are
 API-compatible.
@@ -17,8 +17,8 @@
 
 If you do not want to (or cannot) install any of the dependencies outlined
 above, you can still save the graph to an SVG file and view it from
-U{Mozilla Firefox<http://www.mozilla.org/firefox>} (free) or edit it in
-U{Inkscape<http://www.inkscape.org>} (free), U{Skencil<http://www.skencil.org>}
+U{Mozilla Firefox<https://www.mozilla.org/firefox>} (free) or edit it in
+U{Inkscape<https://www.inkscape.org>} (free), U{Skencil<https://www.skencil.org>}
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
diff --git a/src/igraph/drawing/graph.py b/src/igraph/drawing/graph.py
index ec326c48d..00f77f402 100644
--- a/src/igraph/drawing/graph.py
+++ b/src/igraph/drawing/graph.py
@@ -7,8 +7,8 @@
     - Matplotlib axes (L{MatplotlibGraphDrawer})
 
 It also contains routines to send an igraph graph directly to
-(U{Cytoscape<http://www.cytoscape.org>}) using the
-(U{CytoscapeRPC plugin<http://gforge.nbic.nl/projects/cytoscaperpc/>}), see
+(U{Cytoscape<https://cytoscape.org>}) using the
+(U{CytoscapeRPC plugin<https://apps.cytoscape.org/apps/cytoscaperpc>}), see
 L{CytoscapeGraphDrawer}. L{CytoscapeGraphDrawer} can also fetch the current
 network from Cytoscape and convert it to igraph format.
 """
@@ -24,8 +24,8 @@ class CytoscapeGraphDrawer(AbstractXMLRPCDrawer, AbstractGraphDrawer):
     """Graph drawer that sends/receives graphs to/from Cytoscape using
     CytoscapeRPC.
 
-    This graph drawer cooperates with U{Cytoscape<http://www.cytoscape.org>}
-    using U{CytoscapeRPC<http://wiki.nbic.nl/index.php/CytoscapeRPC>}.
+    This graph drawer cooperates with U{Cytoscape<https://cytoscape.org>}
+    using U{CytoscapeRPC<https://apps.cytoscape.org/apps/cytoscaperpc>}.
     You need to install the CytoscapeRPC plugin first and start the
     XML-RPC server on a given port (port 9000 by default) from the
     appropriate Plugins submenu in Cytoscape.
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 052be0500..202e39862 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -149,7 +149,7 @@ def _write_graph_to_svg(
 
     print('<?xml version="1.0" encoding="UTF-8" standalone="no"?>', file=f)
     print(
-        "<!-- Created by igraph (http://igraph.org/) -->",
+        "<!-- Created by igraph (https://igraph.org/) -->",
         file=f,
     )
     print(file=f)
diff --git a/tox.ini b/tox.ini
index 221c56a55..e1b1944bb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,4 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
+# Tox (https://tox.wiki) is a tool for running tests
 # in multiple virtualenvs. This configuration file will run the
 # test suite on all supported python versions. To use it, "pip install tox"
 # and then run "tox" from this directory.

From 3bf77614b1107e2b0453e17db11dc44edb244fe3 Mon Sep 17 00:00:00 2001
From: Tim Bernhard <tim@bernhard-webstudio.ch>
Date: Thu, 10 Apr 2025 11:19:12 +0200
Subject: [PATCH 587/681] feat: implement simple cycle search Python binding
 (#806)

---
 CHANGELOG.md              |  1 +
 src/_igraph/graphobject.c | 84 +++++++++++++++++++++++++++++++++++++++
 tests/test_cycles.py      | 19 +++++++++
 3 files changed, 104 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index dea92015e..88c1c9d7d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+- Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
 
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b5565ab59..0d2b05fab 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -7813,6 +7813,72 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   return result_o;
 }
 
+
+PyObject *igraphmodule_Graph_simple_cycles(
+  igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds
+) {
+  PyObject *mode_o = Py_None;
+  PyObject *output_o = Py_None;
+  PyObject *min_cycle_length_o = Py_None;
+  PyObject *max_cycle_length_o = Py_None;
+
+  // argument defaults: no cycle limits
+  igraph_integer_t mode = IGRAPH_OUT;
+  igraph_integer_t min_cycle_length = -1;
+  igraph_integer_t max_cycle_length = -1;
+  igraph_bool_t use_edges = false;
+
+  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+    return NULL;
+
+  if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
+    return NULL;
+
+  if (min_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(min_cycle_length_o, &min_cycle_length))
+    return NULL;
+
+  if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
+    return NULL;
+
+  igraph_vector_int_list_t vertices;
+  if (igraph_vector_int_list_init(&vertices, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+  igraph_vector_int_list_t edges;
+  if (igraph_vector_int_list_init(&edges, 0)) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_simple_cycles(
+    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+  )) {
+    igraph_vector_int_list_destroy(&vertices);
+    igraph_vector_int_list_destroy(&edges);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  PyObject *result_o;
+
+  if (use_edges) {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&edges);
+  } else {
+    result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&vertices);
+  }
+  igraph_vector_int_list_destroy(&edges);
+  igraph_vector_int_list_destroy(&vertices);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Graph layout algorithms                                            *
  **********************************************************************/
@@ -16565,6 +16631,24 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
+  {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
+   METH_VARARGS | METH_KEYWORDS,
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "Finds simple cycles in a graph\n\n"
+   "@param mode: for directed graphs, specifies how the edge directions\n"
+   "  should be taken into account. C{\"all\"} means that the edge directions\n"
+   "  must be ignored, C{\"out\"} means that the edges must be oriented away\n"
+   "  from the root, C{\"in\"} means that the edges must be oriented\n"
+   "  towards the root. Ignored for undirected graphs.\n"
+   "@param min: the minimum number of vertices in a cycle\n"
+   "  for it to be returned.\n"
+   "@param max: the maximum number of vertices in a cycle\n"
+   "  for it to be considered.\n"
+   "@param output: determines what should be returned. If this is\n"
+   "  C{\"vpath\"}, a list of tuples of vertex IDs will be returned. If this is\n"
+   "  C{\"epath\"}, edge IDs are returned instead of vertex IDs.\n"
+   "@return: see the documentation of the C{output} parameter.\n"
+  },
 
   /********************/
   /* LAYOUT FUNCTIONS */
diff --git a/tests/test_cycles.py b/tests/test_cycles.py
index 48a37f2f7..e3549121c 100644
--- a/tests/test_cycles.py
+++ b/tests/test_cycles.py
@@ -60,6 +60,25 @@ def test_fundamental_cycles(self):
         ]
         assert cycles == [[6, 7, 10], [8, 9, 10]]
 
+    def test_simple_cycles(self):
+        g = Graph(
+            [
+                (0, 1),
+                (1, 2),
+                (2, 0),
+                (0, 0),
+                (0, 3),
+                (3, 4),
+                (4, 5),
+                (5, 0),
+            ]
+        )
+
+        vertices = g.simple_cycles(output="vpath")
+        edges = g.simple_cycles(output="epath")
+        assert len(vertices) == 3
+        assert len(edges) == 3
+
     def test_minimum_cycle_basis(self):
         g = Graph(
             [

From f6fe8c9412a6c01b3e03a15f26820a0fb5e62116 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:13:57 +0200
Subject: [PATCH 588/681] ci: trying to add Windows ARM64 builds

---
 .github/workflows/build.yml | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5fea2ee20..6077b1094 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -208,16 +208,22 @@ jobs:
 
   build_wheel_win:
     name: Build wheels on Windows (${{ matrix.cmake_arch }})
-    runs-on: windows-2019
     strategy:
       matrix:
         include:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
+            os: windows-2019
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
+            os: windows-2019
+          - cmake_arch: ARM64
+            wheel_arch: win_arm64
+            vcpkg_arch: arm64
+            os: windows-11-arm
+    runs-on: ${{ matrix.os }}
 
     steps:
       - uses: actions/checkout@v4

From 91225ea664b82f5db1f61b7a7723a1781ae64eb5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 00:21:33 +0200
Subject: [PATCH 589/681] ci: do not install Python in jobs where we are using
 cibuildwheel

---
 .github/workflows/build.yml | 17 +----------------
 1 file changed, 1 insertion(+), 16 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6077b1094..83c921ef7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,11 +23,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Build wheels (manylinux)
         uses: pypa/cibuildwheel@v2.23.2
         env:
@@ -129,11 +124,6 @@ jobs:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
         run:
@@ -231,11 +221,6 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
-        name: Install Python
-        with:
-          python-version: '3.9'
-
       - name: Cache installed C core
         id: cache-c-core
         uses: actions/cache@v4
@@ -267,7 +252,7 @@ jobs:
           CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
+          # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/

From 96660001b57b6538acd6e014e1af6441c20526f6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 10:50:26 +0200
Subject: [PATCH 590/681] ci: install liblzma in CI for Windows builds

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 83c921ef7..3888eec79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -241,7 +241,7 @@ jobs:
       - name: Install VCPKG libraries
         run: |
           %VCPKG_INSTALLATION_ROOT%\vcpkg.exe integrate install
-          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
+          %VCPKG_INSTALLATION_ROOT%\vcpkg.exe install liblzma:${{ matrix.vcpkg_arch }}-windows-static-md libxml2:${{ matrix.vcpkg_arch }}-windows-static-md
         shell: cmd
 
       - name: Build wheels

From 13869cf4f28226a0265844cbae12fe177f287ebf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:36:56 +0200
Subject: [PATCH 591/681] chore: extend tox.ini with Python 3.13

---
 tox.ini | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tox.ini b/tox.ini
index e1b1944bb..04fb5ca92 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,15 +4,16 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py38, py39, py310, py311, py312, pypy3
+envlist = py38, py39, py310, py311, py312, py313, pypy3
 
 [gh-actions]
 python =
     3.8: py38
     3.9: py39
-	3.10: py310
-	3.11: py311
-	3.12: py312
+    3.10: py310
+    3.11: py311
+    3.12: py312
+    3.13: py313
     pypy-3.7: pypy3
 
 [testenv]

From e5e6bc40d72d0a225c9913edff191f752a85012e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 12:40:33 +0200
Subject: [PATCH 592/681] ci: do not attempt to compile NumPy in CI for Windows
 ARM64

---
 .github/workflows/build.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3888eec79..379bfe03a 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -205,14 +205,17 @@ jobs:
             wheel_arch: win32
             vcpkg_arch: x86
             os: windows-2019
+            test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
             os: windows-2019
+            test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
             vcpkg_arch: arm64
             os: windows-11-arm
+            test_extra: test-win-arm64
     runs-on: ${{ matrix.os }}
 
     steps:
@@ -250,7 +253,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[test]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"

From fe1cdc21b61de93d6883b29348f655ed303e4118 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 20 Apr 2025 13:46:54 +0200
Subject: [PATCH 593/681] fix: added missing test-win-arm64 extra

---
 setup.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/setup.py b/setup.py
index b61fe9881..a8d1c965a 100644
--- a/setup.py
+++ b/setup.py
@@ -1020,6 +1020,15 @@ def get_tag(self):
             "plotly>=5.3.0",
             "Pillow>=9; platform_python_implementation != 'PyPy'",
         ],
+        # Dependencies needed for testing on Windows ARM64; only those that are either
+        # pure Python or have Windows ARM64 wheels as we don't want to compile wheels
+        # in CI
+        "test-win-arm64": [
+            "cairocffi>=1.2.0",
+            "networkx>=2.5",
+            "pytest>=7.0.1",
+            "pytest-timeout>=2.1.0",
+        ],
         # Dependencies needed for testing on musllinux; only those that are either
         # pure Python or have musllinux wheels as we don't want to compile wheels
         # in CI

From 8ffb7031a3fca0094d66c37ba5c9289617cca518 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Apr 2025 21:15:08 +0200
Subject: [PATCH 594/681] build(deps): bump pypa/cibuildwheel from 2.23.2 to
 2.23.3 (#827)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 379bfe03a..754f5fba1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -24,7 +24,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
@@ -34,7 +34,7 @@ jobs:
           CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
@@ -55,7 +55,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +77,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -141,7 +141,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -248,7 +248,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.2
+        uses: pypa/cibuildwheel@v2.23.3
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 75610b3ebb66801155dbfc1156d28465c0141fd2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 28 Apr 2025 16:02:42 +0200
Subject: [PATCH 595/681] chore: mkdoc.sh script reformatted, output is less
 verbose now

---
 scripts/mkdoc.sh | 91 ++++++++++++++++++++++++------------------------
 1 file changed, 46 insertions(+), 45 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 31d6a35ac..32ea358d2 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -17,27 +17,27 @@ CLEAN=0
 
 while getopts ":scjdl" OPTION; do
   case $OPTION in
-    c)
-      CLEAN=1
-      ;;
-    d)
-      DOC2DASH=1
-      ;;
-    l)
-      LINKCHECK=1
-      ;;
-    \?)
-      echo "Usage: $0 [-sjd]"
-      exit 1
-      ;;
-    esac
+  c)
+    CLEAN=1
+    ;;
+  d)
+    DOC2DASH=1
+    ;;
+  l)
+    LINKCHECK=1
+    ;;
+  \?)
+    echo "Usage: $0 [-sjd]"
+    exit 1
+    ;;
+  esac
 done
-shift $((OPTIND -1))
+shift $((OPTIND - 1))
 
-SCRIPTS_FOLDER=`dirname $0`
+SCRIPTS_FOLDER=$(dirname $0)
 
 cd ${SCRIPTS_FOLDER}/..
-ROOT_FOLDER=`pwd`
+ROOT_FOLDER=$(pwd)
 DOC_SOURCE_FOLDER=${ROOT_FOLDER}/doc/source
 DOC_HTML_FOLDER=${ROOT_FOLDER}/doc/html
 DOC_LINKCHECK_FOLDER=${ROOT_FOLDER}/doc/linkcheck
@@ -51,17 +51,20 @@ if [ ! -d ".venv" ]; then
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+else
+  # Upgrade pip in the virtualenv
+  .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
-.venv/bin/pip install -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
-    .venv/bin/pip install -U doc2dash
+  .venv/bin/pip install -U doc2dash
 fi
 
 echo "Removing existing igraph and python-igraph eggs from virtualenv..."
-SITE_PACKAGES_DIR=`.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])'`
+SITE_PACKAGES_DIR=$(.venv/bin/python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg
 rm -rf "${SITE_PACKAGES_DIR}"/igraph*.egg-link
 rm -rf "${SITE_PACKAGES_DIR}"/python_igraph*.egg
@@ -84,49 +87,47 @@ fi
 if [ "x$LINKCHECK" = "x1" ]; then
   echo "Check for broken links"
   .venv/bin/python -m sphinx \
-   -T \
-   -b linkcheck \
-   -Dtemplates_path='' \
-   -Dhtml_theme='alabaster' \
-   ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
+    -T \
+    -b linkcheck \
+    -Dtemplates_path='' \
+    -Dhtml_theme='alabaster' \
+    ${DOC_SOURCE_FOLDER} ${DOC_LINKCHECK_FOLDER}
 fi
 
-
 echo "Generating HTML documentation..."
-.venv/bin/pip install -U sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx-rtd-theme
 .venv/bin/python -m sphinx -T -b html ${DOC_SOURCE_FOLDER} ${DOC_HTML_FOLDER}
 
 echo "HTML documentation generated in ${DOC_HTML_FOLDER}"
 
-
 # doc2dash
 if [ "x$DOC2DASH" = "x1" ]; then
-  PWD=`pwd`
+  PWD=$(pwd)
   # Output folder of sphinx (before Jekyll if requested)
   DOC_API_FOLDER=${ROOT_FOLDER}/doc/html/api
   DOC2DASH=.venv/bin/doc2dash
   DASH_FOLDER=${ROOT_FOLDER}/doc/dash
   if [ "x$DOC2DASH" != x ]; then
-      echo "Generating Dash docset..."
-      "$DOC2DASH" \
-          --online-redirect-url "https://python.igraph.org/en/latest/api/" \
-          --name "python-igraph" \
-          -d "${DASH_FOLDER}" \
-          -f \
-          -j \
-          -I "index.html" \
-          --icon ${ROOT_FOLDER}/doc/source/icon.png \
-          --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
-          "${DOC_API_FOLDER}"
-      DASH_READY=1
+    echo "Generating Dash docset..."
+    "$DOC2DASH" \
+      --online-redirect-url "https://python.igraph.org/en/latest/api/" \
+      --name "python-igraph" \
+      -d "${DASH_FOLDER}" \
+      -f \
+      -j \
+      -I "index.html" \
+      --icon ${ROOT_FOLDER}/doc/source/icon.png \
+      --icon-2x ${ROOT_FOLDER}/doc/source/icon@2x.png \
+      "${DOC_API_FOLDER}"
+    DASH_READY=1
   else
-      echo "WARNING: doc2dash not installed, skipping Dash docset generation."
-      DASH_READY=0
+    echo "WARNING: doc2dash not installed, skipping Dash docset generation."
+    DASH_READY=0
   fi
 
   echo ""
   if [ "x${DASH_READY}" = x1 ]; then
-      echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
+    echo "Dash docset generated in ${DASH_FOLDER}/python-igraph.docset"
   fi
 
   cd "$PWD"

From 1c709fdf161753efbe4e65782cb3e07e75565e1f Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 May 2025 21:07:35 +0200
Subject: [PATCH 596/681] refactor: remove unused
 igraphmodule_resolve_graph_weakref

---
 src/_igraph/common.c | 24 ------------------------
 src/_igraph/common.h |  1 -
 2 files changed, 25 deletions(-)

diff --git a/src/_igraph/common.c b/src/_igraph/common.c
index bf888adfc..a099ef030 100644
--- a/src/_igraph/common.c
+++ b/src/_igraph/common.c
@@ -46,27 +46,3 @@ PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* k
    PyErr_SetString(PyExc_NotImplementedError, "This method is unimplemented.");
    return NULL;
 }
-
-/**
- * \ingroup python_interface
- * \brief Resolves a weak reference to an \c igraph.Graph
- * \return the \c igraph.Graph object or NULL if the weak reference is dead.
- * Sets an exception in the latter case.
- */
-PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref) {
-  PyObject *o;
-
-#ifndef PYPY_VERSION
-  /* PyWeakref_Check is not implemented in PyPy yet */
-  if (!PyWeakref_Check(ref)) {
-    PyErr_SetString(PyExc_TypeError, "weak reference expected");
-    return NULL;
-  }
-#endif  /* PYPY_VERSION */
-  o=PyWeakref_GetObject(ref);
-  if (o == Py_None) {
-    PyErr_SetString(PyExc_TypeError, "underlying graph has already been destroyed");
-    return NULL;
-  }
-  return o;
-}
diff --git a/src/_igraph/common.h b/src/_igraph/common.h
index 77514e2fd..fda85c948 100644
--- a/src/_igraph/common.h
+++ b/src/_igraph/common.h
@@ -51,5 +51,4 @@
 #define ATTRIBUTE_TYPE_EDGE 2
 
 PyObject* igraphmodule_unimplemented(PyObject* self, PyObject* args, PyObject* kwds);
-PyObject* igraphmodule_resolve_graph_weakref(PyObject* ref);
 #endif

From 1c423c60c77499476f9ae51aad65fca9340acef6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 5 May 2025 23:17:16 +0200
Subject: [PATCH 597/681] chore: updated vendored igraph

---
 src/_igraph/attributes.c   | 179 +++++++++++++++----------
 src/_igraph/convert.c      |  65 ++++++++-
 src/_igraph/convert.h      |   2 +
 src/_igraph/graphobject.c  | 261 +++++++++++++++++++++++--------------
 src/_igraph/igraphmodule.c |   8 +-
 src/igraph/__init__.py     |  23 ++--
 tests/test_atlas.py        |  18 ++-
 tests/test_bipartite.py    |  26 ++--
 tests/test_foreign.py      |   6 +-
 tests/test_generators.py   |  92 ++++++-------
 tests/test_structural.py   |   8 --
 vendor/source/igraph       |   2 +-
 12 files changed, 423 insertions(+), 267 deletions(-)

diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index d91eb84b5..cb543030f 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -347,7 +347,9 @@ PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph
 /* Attribute handlers for the Python interface */
 
 /* Initialization */
-static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_init(
+  igraph_t *graph, const igraph_attribute_record_list_t *attr
+) {
   igraphmodule_i_attribute_struct* attrs;
   igraph_integer_t i, n;
 
@@ -368,27 +370,26 @@ static igraph_error_t igraphmodule_i_attribute_init(igraph_t *graph, igraph_vect
     PyObject *dict = attrs->attrs[0], *value;
     const char *s;
 
-    n = igraph_vector_ptr_size(attr);
+    n = igraph_attribute_record_list_size(attr);
     for (i = 0; i < n; i++) {
-      igraph_attribute_record_t *attr_rec;
-      attr_rec = VECTOR(*attr)[i];
+      igraph_attribute_record_t *attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
 
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        value = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[0]);
+        value = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[0]);
         if (!value) {
           PyErr_PrintEx(0);
         }
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, 0);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, 0);
         value = PyUnicode_FromString(s ? s : "");
         if (!value) {
           PyErr_PrintEx(0);
         }
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        value = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[0] ? Py_True : Py_False;
+        value = VECTOR(*attr_rec->value.as_vector_bool)[0] ? Py_True : Py_False;
         Py_INCREF(value);
         break;
       default:
@@ -515,7 +516,9 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
 }
 
 /* Adding vertices */
-static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igraph_integer_t nv, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_vertices(
+  igraph_t *graph, igraph_integer_t nv, const igraph_attribute_record_list_t *attr
+) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
   igraph_integer_t i, j, k, num_attr_entries;
@@ -531,7 +534,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     return IGRAPH_SUCCESS;
   }
 
-  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  num_attr_entries = attr ? igraph_attribute_record_list_size(attr) : 0;
   IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_VERTEX];
@@ -547,7 +550,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
     /* Check if we have specific values for the given attribute */
     attr_rec = NULL;
     for (i = 0; i < num_attr_entries; i++) {
-      attr_rec = VECTOR(*attr)[i];
+      attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
       if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
         VECTOR(added_attrs)[i] = 1;
         break;
@@ -564,14 +567,14 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
 
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+          s = igraph_strvector_get(attr_rec->value.as_strvector, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
@@ -620,7 +623,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       continue;
     }
 
-    attr_rec = (igraph_attribute_record_t*)VECTOR(*attr)[k];
+    attr_rec = igraph_attribute_record_list_get_ptr(attr, k);
 
     value = PyList_New(j + nv);
     if (!value) {
@@ -637,14 +640,14 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(igraph_t *graph, igr
       PyObject *o = NULL;
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, i);
         o = PyUnicode_FromString(s);
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
         Py_INCREF(o);
         break;
       default:
@@ -739,7 +742,9 @@ static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *
 }
 
 /* Adding edges */
-static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const igraph_vector_int_t *edges, igraph_vector_ptr_t *attr) {
+static igraph_error_t igraphmodule_i_attribute_add_edges(
+  igraph_t *graph, const igraph_vector_int_t *edges, const igraph_attribute_record_list_t* attr
+) {
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
@@ -756,7 +761,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     return IGRAPH_SUCCESS;
   }
 
-  num_attr_entries = attr ? igraph_vector_ptr_size(attr) : 0;
+  num_attr_entries = attr ? igraph_attribute_record_list_size(attr) : 0;
   IGRAPH_VECTOR_BOOL_INIT_FINALLY(&added_attrs, num_attr_entries);
 
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_EDGE];
@@ -772,7 +777,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     /* Check if we have specific values for the given attribute */
     attr_rec = NULL;
     for (i = 0; i < num_attr_entries; i++) {
-      attr_rec = VECTOR(*attr)[i];
+      attr_rec = igraph_attribute_record_list_get_ptr(attr, i);
       if (igraphmodule_PyObject_matches_attribute_record(key, attr_rec)) {
         VECTOR(added_attrs)[i] = 1;
         break;
@@ -788,14 +793,14 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
         PyObject *o;
         switch (attr_rec->type) {
         case IGRAPH_ATTRIBUTE_NUMERIC:
-          o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+          o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
           break;
         case IGRAPH_ATTRIBUTE_STRING:
-          s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+          s = igraph_strvector_get(attr_rec->value.as_strvector, i);
           o = PyUnicode_FromString(s);
           break;
         case IGRAPH_ATTRIBUTE_BOOLEAN:
-          o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+          o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
           Py_INCREF(o);
           break;
         default:
@@ -837,7 +842,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
     if (VECTOR(added_attrs)[k]) {
       continue;
     }
-    attr_rec=(igraph_attribute_record_t*)VECTOR(*attr)[k];
+    attr_rec = igraph_attribute_record_list_get_ptr(attr, k);
 
     value = PyList_New(j + ne);
     if (!value) {
@@ -854,14 +859,14 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(igraph_t *graph, const
       PyObject *o;
       switch (attr_rec->type) {
       case IGRAPH_ATTRIBUTE_NUMERIC:
-        o = PyFloat_FromDouble((double)VECTOR(*(igraph_vector_t*)attr_rec->value)[i]);
+        o = PyFloat_FromDouble((double)VECTOR(*attr_rec->value.as_vector)[i]);
         break;
       case IGRAPH_ATTRIBUTE_STRING:
-        s = igraph_strvector_get((igraph_strvector_t*)attr_rec->value, i);
+        s = igraph_strvector_get(attr_rec->value.as_strvector, i);
         o = PyUnicode_FromString(s);
         break;
       case IGRAPH_ATTRIBUTE_BOOLEAN:
-        o = VECTOR(*(igraph_vector_bool_t*)attr_rec->value)[i] ? Py_True : Py_False;
+        o = VECTOR(*attr_rec->value.as_vector_bool)[i] ? Py_True : Py_False;
         Py_INCREF(o);
         break;
       default:
@@ -1768,15 +1773,15 @@ igraph_error_t igraphmodule_i_get_boolean_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No boolean graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_vector_bool_resize(value, 1));
-  VECTOR(*value)[0] = PyObject_IsTrue(o);
-  return IGRAPH_SUCCESS;
+  return igraph_vector_bool_push_back(value, PyObject_IsTrue(o));
 }
 
 /* Getting numeric graph attributes */
 igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
                                           const char *name, igraph_vector_t *value) {
   PyObject *dict, *o, *result;
+  double num;
+
   dict = ATTR_STRUCT_DICT(graph)[ATTRHASH_IDX_GRAPH];
   /* No error checking, if we get here, the type has already been checked by previous
      attribute handler calls... hopefully :) Same applies for the other handlers. */
@@ -1784,18 +1789,20 @@ igraph_error_t igraphmodule_i_get_numeric_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No numeric graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_vector_resize(value, 1));
+
   if (o == Py_None) {
-    VECTOR(*value)[0] = IGRAPH_NAN;
-    return IGRAPH_SUCCESS;
+    num = IGRAPH_NAN;
+  } else {
+    result = PyNumber_Float(o);
+    if (result) {
+      num = PyFloat_AsDouble(o);
+      Py_DECREF(result);
+    } else {
+      IGRAPH_ERROR("Internal error in PyNumber_Float", IGRAPH_EINVAL);
+    }
   }
-  result = PyNumber_Float(o);
-  if (result) {
-    VECTOR(*value)[0] = PyFloat_AsDouble(o);
-    Py_DECREF(result);
-  } else IGRAPH_ERROR("Internal error in PyFloat_AsDouble", IGRAPH_EINVAL);
 
-  return IGRAPH_SUCCESS;
+  return igraph_vector_push_back(value, num);
 }
 
 /* Getting string graph attributes */
@@ -1809,7 +1816,6 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
   if (!o) {
     IGRAPH_ERRORF("No string graph attribute named \"%s\" exists.", IGRAPH_EINVAL, name);
   }
-  IGRAPH_CHECK(igraph_strvector_resize(value, 1));
 
   /* For Python 3.x, we simply call PyObject_Str, which produces a
    * Unicode string, then encode it into UTF-8, except when we
@@ -1837,7 +1843,7 @@ igraph_error_t igraphmodule_i_get_string_graph_attr(const igraph_t *graph,
     IGRAPH_ERROR("Internal error in PyBytes_AsString", IGRAPH_EINVAL);
   }
 
-  IGRAPH_CHECK(igraph_strvector_set(value, 0, c_str));
+  IGRAPH_CHECK(igraph_strvector_push_back(value, c_str));
 
   Py_XDECREF(str);
 
@@ -1859,16 +1865,19 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
+    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_VIT_GET(it));
       if (o != Py_None) {
@@ -1903,16 +1912,19 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
+    if (igraphmodule_PyList_to_strvector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_strvector_destroy(value);
-    *value=newvalue;
+    }
+    IGRAPH_FINALLY(igraph_strvector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_strvector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
+    igraph_strvector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_strvector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       igraph_integer_t v = IGRAPH_VIT_GET(it);
       char* str;
@@ -1922,16 +1934,19 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
         IGRAPH_ERROR("null element in PyList", IGRAPH_EINVAL);
 
       str = igraphmodule_PyObject_ConvertToCString(result);
-      if (str == 0)
+      if (str == 0) {
         IGRAPH_ERROR("error while calling igraphmodule_PyObject_ConvertToCString", IGRAPH_EINVAL);
+      }
+      IGRAPH_FINALLY(free, str);
 
       /* Note: this is a bit inefficient here, igraphmodule_PyObject_ConvertToCString
        * allocates a new string which could be copied into the string
        * vector straight away. Instead of that, the string vector makes
        * another copy. Probably the performance hit is not too severe.
        */
-      igraph_strvector_set(value, i, str);
+      IGRAPH_CHECK(igraph_strvector_set(value, i, str));
       free(str);
+      IGRAPH_FINALLY_CLEAN(1);
 
       IGRAPH_VIT_NEXT(it);
       i++;
@@ -1958,16 +1973,19 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
   }
 
   if (igraph_vs_is_all(&vs)) {
-    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
+    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_bool_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_bool_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_bool_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_VIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_VIT_GET(it));
       VECTOR(*value)[i] = PyObject_IsTrue(o);
@@ -1996,23 +2014,32 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue))
+    if (igraphmodule_PyObject_float_to_vector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_resize(value, IGRAPH_EIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_EIT_SIZE(it)));
     while (!IGRAPH_EIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_EIT_GET(it));
       if (o != Py_None) {
         result = PyNumber_Float(o);
-        VECTOR(*value)[i] = PyFloat_AsDouble(result);
-        Py_XDECREF(result);
-      } else VECTOR(*value)[i] = IGRAPH_NAN;
+        if (result) {
+          VECTOR(*value)[i] = PyFloat_AsDouble(result);
+          Py_XDECREF(result);
+        } else {
+          IGRAPH_ERROR("Internal error in PyNumber_Float", IGRAPH_EINVAL);
+        }
+      } else {
+        VECTOR(*value)[i] = IGRAPH_NAN;
+      }
       IGRAPH_EIT_NEXT(it);
       i++;
     }
@@ -2038,13 +2065,16 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyList_to_strvector_t(list, &newvalue))
+    if (igraphmodule_PyList_to_strvector_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_strvector_destroy(value);
-    *value=newvalue;
+    }
+    IGRAPH_FINALLY(igraph_strvector_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_strvector_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
+    igraph_strvector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = 0;
+    igraph_integer_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -2064,7 +2094,9 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
        * vector straight away. Instead of that, the string vector makes
        * another copy. Probably the performance hit is not too severe.
        */
-      igraph_strvector_set(value, i, str);
+      IGRAPH_FINALLY(free, str);
+      IGRAPH_CHECK(igraph_strvector_set(value, i, str));
+      IGRAPH_FINALLY_CLEAN(1);
       free(str);
 
       IGRAPH_EIT_NEXT(it);
@@ -2092,16 +2124,19 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
   }
 
   if (igraph_es_is_all(&es)) {
-    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue))
+    if (igraphmodule_PyObject_to_vector_bool_t(list, &newvalue)) {
       IGRAPH_ERROR("Internal error", IGRAPH_EINVAL);
-    igraph_vector_bool_update(value, &newvalue);
+    }
+    IGRAPH_FINALLY(igraph_vector_bool_destroy, &newvalue);
+    IGRAPH_CHECK(igraph_vector_bool_append(value, &newvalue));
+    IGRAPH_FINALLY_CLEAN(1);
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i=0;
+    igraph_integer_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
-    IGRAPH_CHECK(igraph_vector_bool_resize(value, IGRAPH_EIT_SIZE(it)));
+    IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_EIT_SIZE(it)));
     while (!IGRAPH_EIT_END(it)) {
       o = PyList_GetItem(list, (Py_ssize_t)IGRAPH_EIT_GET(it));
       VECTOR(*value)[i] = PyObject_IsTrue(o);
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 1964d40e1..248c35387 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -710,6 +710,36 @@ int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result) {
   TRANSLATE_ENUM_WITH(loops_tt);
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_lpa_variant_t
+ */
+int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result) {
+  static igraphmodule_enum_translation_table_entry_t lpa_variant_tt[] = {
+    {"dominance", IGRAPH_LPA_DOMINANCE},
+    {"retention", IGRAPH_LPA_RETENTION},
+    {"fast", IGRAPH_LPA_FAST},
+    {0,0}
+  };
+
+  TRANSLATE_ENUM_WITH(lpa_variant_tt);
+}
+
+/**
+ * \brief Converts a Python object to an igraph \c igraph_mst_algorithm_t
+ */
+int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result) {
+  static igraphmodule_enum_translation_table_entry_t mst_algorithm_tt[] = {
+    {"auto", IGRAPH_MST_AUTOMATIC},
+    {"automatic", IGRAPH_MST_AUTOMATIC},
+    {"unweighted", IGRAPH_MST_UNWEIGHTED},
+    {"prim", IGRAPH_MST_PRIM},
+    {"kruskal", IGRAPH_MST_KRUSKAL},
+    {0,0}
+  };
+
+  TRANSLATE_ENUM_WITH(mst_algorithm_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_random_walk_stuck_t
@@ -1962,7 +1992,19 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
       free(name);
       return 1;
     }
-    igraph_vector_init(result, n);
+    if (igraph_vector_init(result, 0)) {
+      igraphmodule_handle_igraph_error();
+      free(name);
+      free(result);
+      return 1;
+    }
+    if (igraph_vector_reserve(result, n)) {
+      igraphmodule_handle_igraph_error();
+      igraph_vector_destroy(result);
+      free(name);
+      free(result);
+      return 1;
+    }
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
       if (igraphmodule_i_get_numeric_vertex_attr(&self->g, name,
           igraph_vss_all(), result)) {
@@ -2157,7 +2199,19 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
         free(name);
         return 1;
       }
-      igraph_vector_bool_init(result, n);
+      if (igraph_vector_bool_init(result, 0)) {
+        igraphmodule_handle_igraph_error();
+        free(name);
+        free(result);
+        return 1;
+      }
+      if (igraph_vector_bool_reserve(result, n)) {
+        igraph_vector_bool_destroy(result);
+        igraphmodule_handle_igraph_error();
+        free(name);
+        free(result);
+        return 1;
+      }
       if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
         if (igraphmodule_i_get_boolean_vertex_attr(&self->g, name,
             igraph_vss_all(), result)) {
@@ -2193,12 +2247,17 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
       n = igraph_vector_size(dummy);
       result = (igraph_vector_bool_t*)calloc(1, sizeof(igraph_vector_bool_t));
-      igraph_vector_bool_init(result, n);
       if (result == 0) {
         igraph_vector_destroy(dummy); free(dummy);
         PyErr_NoMemory();
         return 1;
       }
+      if (igraph_vector_bool_init(result, n)) {
+        igraphmodule_handle_igraph_error();        
+        igraph_vector_destroy(dummy); free(dummy);
+        igraph_vector_bool_destroy(result); free(result);
+        return 1;
+      }
       for (i = 0; i < n; i++) {
         VECTOR(*result)[i] = (VECTOR(*dummy)[i] != 0 &&
             VECTOR(*dummy)[i] == VECTOR(*dummy)[i]);
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 873be1dc0..525afbb5e 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -76,7 +76,9 @@ int igraphmodule_PyObject_to_fvs_algorithm_t(PyObject *o, igraph_fvs_algorithm_t
 int igraphmodule_PyObject_to_get_adjacency_t(PyObject *o, igraph_get_adjacency_t *result);
 int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_laplacian_normalization_t *result);
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
+int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result);
 int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result);
+int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
 int igraphmodule_PyObject_to_edge_type_sw_t(PyObject *o, igraph_edge_type_sw_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0d2b05fab..8c82bf79f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2151,6 +2151,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   float power = 1.0f, zero_appeal = 1.0f;
   igraph_integer_t m = 1;
   igraph_vector_int_t outseq;
+  igraph_bool_t has_outseq = false;
   igraph_t *start_from = 0;
   igraph_barabasi_algorithm_t algo = IGRAPH_BARABASI_PSUMTREE;
   PyObject *m_obj = 0, *outpref = Py_False, *directed = Py_False;
@@ -2176,36 +2177,36 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   CHECK_SSIZE_T_RANGE(n, "vertex count");
 
   if (m_obj == 0) {
-    igraph_vector_int_init(&outseq, 0);
     m = 1;
-  } else if (m_obj != 0) {
-    /* let's check whether we have a constant out-degree or a list */
-    if (PyLong_Check(m_obj)) {
-      if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
-        return NULL;
-      }
-      igraph_vector_int_init(&outseq, 0);
-    } else if (PyList_Check(m_obj)) {
-      if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
-        return NULL;
-      }
-    } else {
-      PyErr_SetString(PyExc_TypeError, "m must be an integer or a list of integers");
+  } else if (PyLong_Check(m_obj)) {
+    if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
       return NULL;
     }
+  } else if (PySequence_Check(m_obj)) {
+    if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
+      return NULL;
+    }
+    has_outseq = true;
+  } else {
+    PyErr_SetString(PyExc_TypeError, "m must be an integer or a sequence of integers");
+    return NULL;
   }
 
   if (igraph_barabasi_game(&g, n, power, m,
-                           &outseq, PyObject_IsTrue(outpref),
+                           has_outseq ? &outseq : NULL, PyObject_IsTrue(outpref),
                            zero_appeal,
                            PyObject_IsTrue(directed), algo,
                            start_from)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&outseq);
+    if (has_outseq) {
+      igraph_vector_int_destroy(&outseq);
+    }
     return NULL;
   }
 
-  igraph_vector_int_destroy(&outseq);
+  if (has_outseq) {
+    igraph_vector_int_destroy(&outseq);
+  }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -2432,7 +2433,7 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
     retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
   } else {
     /* GNM model */
-    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops), /* multiple = */ 0);
   }
 
   if (retval) {
@@ -3518,7 +3519,8 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   } else {
     /* GNM model */
     retval = igraph_bipartite_game_gnm(
-      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode
+      &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode,
+      /* multiple = */ 0
     );
   }
 
@@ -3554,6 +3556,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
   float power = 0.0f, zero_appeal = 0.0f;
   igraph_integer_t m = 0;
   igraph_vector_int_t outseq;
+  igraph_bool_t has_outseq = false;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
 
   char *kwlist[] =
@@ -3573,24 +3576,28 @@ NULL };
     if (igraphmodule_PyObject_to_integer_t(m_obj, &m)) {
       return NULL;
     }
-    igraph_vector_int_init(&outseq, 0);
   } else if (PyList_Check(m_obj)) {
     if (igraphmodule_PyObject_to_vector_int_t(m_obj, &outseq)) {
       // something bad happened during conversion
       return NULL;
     }
+    has_outseq = true;
   }
 
-  if (igraph_recent_degree_game(&g, n, power, window, m, &outseq,
+  if (igraph_recent_degree_game(&g, n, power, window, m, has_outseq ? &outseq : NULL,
                                 PyObject_IsTrue(outpref),
                                 zero_appeal,
                                 PyObject_IsTrue(directed))) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&outseq);
+    if (has_outseq) {
+      igraph_vector_int_destroy(&outseq);
+    }
     return NULL;
   }
 
-  igraph_vector_int_destroy(&outseq);
+  if (has_outseq) {
+    igraph_vector_int_destroy(&outseq);
+  }
 
   CREATE_GRAPH_FROM_TYPE(self, g, type);
 
@@ -4203,6 +4210,8 @@ PyObject *igraphmodule_Graph_authority_score(
   igraph_real_t value;
   igraph_vector_t res, *weights = 0;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
                                    &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options_o, &return_eigenvalue))
@@ -4214,7 +4223,7 @@ PyObject *igraphmodule_Graph_authority_score(
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, NULL, &res, &value,
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -5471,6 +5480,8 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
   igraph_real_t value;
   igraph_vector_t *weights=0, res;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO!O", kwlist,
                                    &directed_o, &scale_o, &weights_o,
                                    igraphmodule_ARPACKOptionsType,
@@ -5487,7 +5498,7 @@ PyObject *igraphmodule_Graph_eigenvector_centrality(
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
   if (igraph_eigenvector_centrality(&self->g, &res, &value,
-      PyObject_IsTrue(directed_o), PyObject_IsTrue(scale_o),
+      PyObject_IsTrue(directed_o),
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6052,22 +6063,26 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
                                                     self, PyObject * args,
                                                     PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "cutoff", "mode", NULL };
-  igraph_vector_int_t res;
+  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", NULL };
+  igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from;
   igraph_vs_t to;
-  igraph_integer_t cutoff;
-  PyObject *list, *from_o, *mode_o=Py_None, *to_o=Py_None, *cutoff_o=Py_None;
+  igraph_integer_t minlen, maxlen;
+  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None;
+  PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &from_o,
-        &to_o, &cutoff_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &from_o,
+        &to_o, &minlen_o, &maxlen_o, &mode_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
     return NULL;
 
-  if (igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
+  if (igraphmodule_PyObject_to_integer_t(minlen_o, &minlen))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_integer_t(maxlen_o, &maxlen))
     return NULL;
 
   if (igraphmodule_PyObject_to_vid(from_o, &from, &self->g))
@@ -6076,24 +6091,24 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_vs_t(to_o, &to, &self->g, 0, 0))
     return NULL;
 
-  if (igraph_vector_int_init(&res, 0)) {
+  if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&to);
     return NULL;
   }
 
-  if (igraph_get_all_simple_paths(&self->g, &res, from, to, cutoff, mode)) {
+  if (igraph_get_all_simple_paths(&self->g, &res, from, to, minlen, maxlen, mode)) {
     igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
+    igraph_vector_int_list_destroy(&res);
     igraph_vs_destroy(&to);
     return NULL;
   }
 
   igraph_vs_destroy(&to);
 
-  list = igraphmodule_vector_int_t_to_PyList(&res);
+  list = igraphmodule_vector_int_list_t_to_PyList(&res);
 
-  igraph_vector_int_destroy(&res);
+  igraph_vector_int_list_destroy(&res);
 
   return list;
 }
@@ -6114,6 +6129,8 @@ PyObject *igraphmodule_Graph_hub_score(
   igraph_real_t value;
   igraph_vector_t res, *weights = 0;
 
+  /* scale is deprecated but kept for backward compatibility reasons */
+
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO!O", kwlist, &weights_o,
                                    &scale_o, igraphmodule_ARPACKOptionsType,
                                    &arpack_options, &return_eigenvalue))
@@ -6125,7 +6142,7 @@ PyObject *igraphmodule_Graph_hub_score(
     ATTRIBUTE_TYPE_EDGE)) return NULL;
 
   arpack_options = (igraphmodule_ARPACKOptionsObject*)arpack_options_o;
-  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value, PyObject_IsTrue(scale_o),
+  if (igraph_hub_and_authority_scores(&self->g, &res, NULL, &value,
       weights, igraphmodule_ARPACKOptions_get(arpack_options))) {
     igraphmodule_handle_igraph_error();
     if (weights) { igraph_vector_destroy(weights); free(weights); }
@@ -6692,11 +6709,6 @@ PyObject *igraphmodule_Graph_distances(
     );
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON && mode != IGRAPH_OUT) {
-    PyErr_SetString(PyExc_ValueError, "Johnson's algorithm is supported for mode=\"out\" only");
-    goto cleanup;
-  }
-
   /* Call the C function */
   switch (algorithm) {
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
@@ -6708,7 +6720,7 @@ PyObject *igraphmodule_Graph_distances(
       break;
 
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON:
-      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights);
+      retval = igraph_distances_johnson(&self->g, &res, from_vs, to_vs, weights, mode);
       break;
 
     default:
@@ -6765,25 +6777,35 @@ PyObject *igraphmodule_Graph_similarity_jaccard(igraphmodule_GraphObject * self,
   if (pairs_o == Py_None) {
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
-    igraph_vs_t vs;
+    igraph_vs_t vs_from;
+    igraph_vs_t vs_to;
     igraph_bool_t return_single = false;
 
-    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_from, &self->g, &return_single, 0))
       return NULL;
 
+    /* TODO(ntamas): support separate vs_from and vs_to arguments */
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_to, &self->g, &return_single, 0)) {
+      igraph_vs_destroy(&vs_from);
+      return NULL;
+    }
+
     if (igraph_matrix_init(&res, 0, 0)) {
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       return igraphmodule_handle_igraph_error();
     }
 
-    if (igraph_similarity_jaccard(&self->g, &res, vs, mode, PyObject_IsTrue(loops))) {
+    if (igraph_similarity_jaccard(&self->g, &res, vs_from, vs_to, mode, PyObject_IsTrue(loops))) {
       igraph_matrix_destroy(&res);
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&vs_from);
+    igraph_vs_destroy(&vs_to);
 
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&res);
@@ -6851,25 +6873,35 @@ PyObject *igraphmodule_Graph_similarity_dice(igraphmodule_GraphObject * self,
   if (pairs_o == Py_None) {
     /* Case #1: vertices, returning matrix */
     igraph_matrix_t res;
-    igraph_vs_t vs;
+    igraph_vs_t vs_from;
+    igraph_vs_t vs_to;
     igraph_bool_t return_single = false;
 
-    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs, &self->g, &return_single, 0))
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_from, &self->g, &return_single, 0))
       return NULL;
 
+    /* TODO(ntamas): support separate vs_from and vs_to arguments */
+    if (igraphmodule_PyObject_to_vs_t(vertices_o, &vs_to, &self->g, &return_single, 0)) {
+      igraph_vs_destroy(&vs_from);
+      return NULL;
+    }
+
     if (igraph_matrix_init(&res, 0, 0)) {
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       return igraphmodule_handle_igraph_error();
     }
 
-    if (igraph_similarity_dice(&self->g, &res, vs, mode, PyObject_IsTrue(loops))) {
+    if (igraph_similarity_dice(&self->g, &res, vs_from, vs_to, mode, PyObject_IsTrue(loops))) {
       igraph_matrix_destroy(&res);
-      igraph_vs_destroy(&vs);
+      igraph_vs_destroy(&vs_from);
+      igraph_vs_destroy(&vs_to);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
 
-    igraph_vs_destroy(&vs);
+    igraph_vs_destroy(&vs_from);
+    igraph_vs_destroy(&vs_to);
 
     list = igraphmodule_matrix_t_to_PyList(&res, IGRAPHMODULE_TYPE_FLOAT);
     igraph_matrix_destroy(&res);
@@ -6962,12 +6994,16 @@ PyObject *igraphmodule_Graph_similarity_inverse_log_weighted(
 PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
                                            PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "weights", NULL };
+  static char *kwlist[] = { "weights", "method", NULL };
   igraph_vector_t* ws = 0;
   igraph_vector_int_t res;
-  PyObject *weights_o = Py_None, *result_o = NULL;
+  igraph_mst_algorithm_t method = IGRAPH_MST_AUTOMATIC;
+  PyObject *weights_o = Py_None, *result_o = NULL, *method_o = NULL;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &weights_o, &method_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_mst_algorithm_t(method_o, &method))
     return NULL;
 
   if (igraph_vector_int_init(&res, 0)) {
@@ -6980,14 +7016,19 @@ PyObject *igraphmodule_Graph_spanning_tree(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_minimum_spanning_tree(&self->g, &res, ws)) {
-  if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
+  if (igraph_minimum_spanning_tree(&self->g, &res, ws, method)) {
+    if (ws != 0) {
+      igraph_vector_destroy(ws); free(ws);
+    }
     igraph_vector_int_destroy(&res);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (ws != 0) { igraph_vector_destroy(ws); free(ws); }
+  if (ws != 0) {
+    igraph_vector_destroy(ws); free(ws);
+  }
+
   result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
   return result_o;
@@ -9184,13 +9225,14 @@ PyObject *igraphmodule_Graph_get_adjacency(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
                                              PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "types", NULL };
+  static char *kwlist[] = { "types", "weights", NULL };
   igraph_matrix_t matrix;
   igraph_vector_int_t row_ids, col_ids;
   igraph_vector_bool_t *types;
-  PyObject *matrix_o, *row_ids_o, *col_ids_o, *types_o;
+  igraph_vector_t *weights = 0;
+  PyObject *matrix_o, *row_ids_o, *col_ids_o, *types_o, *weights_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &types_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &types_o))
     return NULL;
 
   if (igraph_vector_int_init(&row_ids, 0))
@@ -9207,24 +9249,34 @@ PyObject *igraphmodule_Graph_get_biadjacency(igraphmodule_GraphObject * self,
     return NULL;
   }
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    igraph_vector_int_destroy(&row_ids);
+    igraph_vector_int_destroy(&col_ids);
+    if (types) { igraph_vector_bool_destroy(types); free(types); }
+    return NULL;
+  }
+
   if (igraph_matrix_init(&matrix, 1, 1)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
     return NULL;
   }
 
-  if (igraph_get_biadjacency(&self->g, types, &matrix, &row_ids, &col_ids)) {
+  if (igraph_get_biadjacency(&self->g, types, weights, &matrix, &row_ids, &col_ids)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&row_ids);
     igraph_vector_int_destroy(&col_ids);
     if (types) { igraph_vector_bool_destroy(types); free(types); }
+    if (weights) { igraph_vector_destroy(weights); free(weights); }
     igraph_matrix_destroy(&matrix);
     return NULL;
   }
 
   if (types) { igraph_vector_bool_destroy(types); free(types); }
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   matrix_o = igraphmodule_matrix_t_to_PyList(&matrix, IGRAPHMODULE_TYPE_INT);
   igraph_matrix_destroy(&matrix);
@@ -10130,7 +10182,7 @@ PyObject *igraphmodule_Graph_automorphism_group(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_automorphism_group(&self->g, color, &generators, sh, 0);
+  retval = igraph_automorphism_group_bliss(&self->g, color, &generators, sh, 0);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -10176,7 +10228,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_canonical_permutation(&self->g, color, &labeling, sh, 0);
+  retval = igraph_canonical_permutation_bliss(&self->g, color, &labeling, sh, 0);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -10218,7 +10270,7 @@ PyObject *igraphmodule_Graph_count_automorphisms(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_count_automorphisms(&self->g, color, sh, &info);
+  retval = igraph_count_automorphisms_bliss(&self->g, color, sh, &info);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
@@ -11170,18 +11222,18 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
 {
   igraph_bool_t res = false;
   PyObject *o, *return_mapping=Py_False, *domains_o=Py_None, *induced=Py_False;
-  float time_limit = 0;
   igraphmodule_GraphObject *other;
   igraph_vector_int_list_t domains;
   igraph_vector_int_list_t* p_domains = 0;
   igraph_vector_int_t mapping, *map=0;
 
-  static char *kwlist[] = { "pattern", "domains", "induced", "time_limit",
-      "return_mapping", NULL };
+  static char *kwlist[] = {
+    "pattern", "domains", "induced", "return_mapping", NULL
+  };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOfO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOO", kwlist,
         igraphmodule_GraphType, &o, &domains_o, &induced,
-        &time_limit, &return_mapping))
+        &return_mapping))
     return NULL;
 
   other=(igraphmodule_GraphObject*)o;
@@ -11195,8 +11247,9 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
 
   if (PyObject_IsTrue(return_mapping)) {
     if (igraph_vector_int_init(&mapping, 0)) {
-      if (p_domains)
+      if (p_domains) {
         igraph_vector_int_list_destroy(p_domains);
+      }
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -11204,9 +11257,10 @@ PyObject *igraphmodule_Graph_subisomorphic_lad(igraphmodule_GraphObject * self,
   }
 
   if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, &res,
-        map, 0, PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
-    if (p_domains)
+        map, 0, PyObject_IsTrue(induced))) {
+    if (p_domains) {
       igraph_vector_int_list_destroy(p_domains);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -11237,16 +11291,15 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
   PyObject *o, *domains_o=Py_None, *induced=Py_False, *result_o;
-  float time_limit = 0;
   igraphmodule_GraphObject *other;
   igraph_vector_int_list_t domains;
   igraph_vector_int_list_t* p_domains = 0;
   igraph_vector_int_list_t mappings;
 
-  static char *kwlist[] = { "pattern", "domains", "induced", "time_limit", NULL };
+  static char *kwlist[] = { "pattern", "domains", "induced", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OOf", kwlist,
-        igraphmodule_GraphType, &o, &domains_o, &induced, &time_limit))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|OO", kwlist,
+        igraphmodule_GraphType, &o, &domains_o, &induced))
     return NULL;
 
   other=(igraphmodule_GraphObject*)o;
@@ -11265,8 +11318,9 @@ PyObject *igraphmodule_Graph_get_subisomorphisms_lad(
     return NULL;
   }
 
-  if (igraph_subisomorphic_lad(&other->g, &self->g, p_domains, 0, 0, &mappings,
-        PyObject_IsTrue(induced), (igraph_integer_t) time_limit)) {
+  if (igraph_subisomorphic_lad(
+    &other->g, &self->g, p_domains, 0, 0, &mappings, PyObject_IsTrue(induced)
+  )) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_list_destroy(&mappings);
     if (p_domains)
@@ -13025,7 +13079,8 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
         /* modularity = */ weights ? 0 : &q,
         /* membership = */ 0,
         PyObject_IsTrue(directed),
-        weights)) {
+        weights,
+        /* lengths = */ 0)) {
     igraphmodule_handle_igraph_error();
     if (weights != 0) {
       igraph_vector_destroy(weights); free(weights);
@@ -13278,17 +13333,23 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_community_label_propagation(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "weights", "initial", "fixed", NULL };
+  static char *kwlist[] = { "weights", "initial", "fixed", "variant", NULL };
   PyObject *weights_o = Py_None, *initial_o = Py_None, *fixed_o = Py_None;
+  PyObject *variant_o = NULL;
   PyObject *result_o;
   igraph_vector_int_t membership, *initial = 0;
   igraph_vector_t *ws = 0;
   igraph_vector_bool_t fixed;
+  igraph_lpa_variant_t variant = IGRAPH_LPA_DOMINANCE;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &weights_o, &initial_o, &fixed_o)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &weights_o, &initial_o, &fixed_o, &variant_o)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_lpa_variant_t(variant_o, &variant)) {
+    return NULL;
+  }
+ 
   if (fixed_o != Py_None) {
     if (igraphmodule_PyObject_to_vector_bool_t(fixed_o, &fixed))
       return NULL;
@@ -13307,7 +13368,7 @@ PyObject *igraphmodule_Graph_community_label_propagation(
 
   igraph_vector_int_init(&membership, igraph_vcount(&self->g));
   if (igraph_community_label_propagation(&self->g, &membership,
-        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0))) {
+        IGRAPH_OUT, ws, initial, (fixed_o != Py_None ? &fixed : 0), variant)) {
     if (fixed_o != Py_None) igraph_vector_bool_destroy(&fixed);
     if (ws) { igraph_vector_destroy(ws); free(ws); }
     if (initial) { igraph_vector_int_destroy(initial); free(initial); }
@@ -13392,15 +13453,16 @@ PyObject *igraphmodule_Graph_community_multilevel(igraphmodule_GraphObject *self
  */
 PyObject *igraphmodule_Graph_community_optimal_modularity(
     igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds) {
-  static char *kwlist[] = {"weights", NULL};
+  static char *kwlist[] = {"weights", "resolution", NULL};
   PyObject *weights_o = Py_None;
   igraph_real_t modularity;
   igraph_vector_int_t membership;
   igraph_vector_t* weights = 0;
+  double resolution = 1;
   PyObject *res;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist,
-        &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|Od", kwlist,
+        &weights_o, &resolution))
     return NULL;
 
   if (igraph_vector_int_init(&membership, igraph_vcount(&self->g))) {
@@ -13414,8 +13476,8 @@ PyObject *igraphmodule_Graph_community_optimal_modularity(
     return NULL;
   }
 
-  if (igraph_community_optimal_modularity(&self->g, &modularity,
-        &membership, weights)) {
+  if (igraph_community_optimal_modularity(&self->g, weights, resolution, &modularity,
+        &membership)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&membership);
     if (weights != 0) {
@@ -15096,8 +15158,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates Kleinberg's authority score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param scale: whether to normalize the scores so that the largest one\n"
-   "  is 1.\n"
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
@@ -15515,8 +15575,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "components, and the eigenvector centrality calculated for each separately.\n\n"
    "@param directed: whether to consider edge directions in a directed\n"
    "  graph. Ignored for undirected graphs.\n"
-   "@param scale: whether to normalize the centralities so the largest\n"
-   "  one will always be 1.\n"
    "@param weights: edge weights given as a list or an edge attribute. If\n"
    "  C{None}, all edges have equal weight.\n"
    "@param return_eigenvalue: whether to return the actual largest\n"
@@ -15747,8 +15805,6 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Calculates Kleinberg's hub score for the vertices of the graph\n\n"
    "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
    "  even an edge attribute name.\n"
-   "@param scale: whether to normalize the scores so that the largest one\n"
-   "  is 1.\n"
    "@param arpack_options: an L{ARPACKOptions} object used to fine-tune\n"
    "  the ARPACK eigenvector calculation. If omitted, the module-level\n"
    "  variable called C{arpack_options} is used.\n"
@@ -16100,7 +16156,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "probability, given in the first argument.\n\n"
    "Please note that the rewiring is done \"in-place\", so the original\n"
    "graph will be modified. If you want to preserve the original graph,\n"
-   "use the L{copy} method before.\n\n"
+   "use the L{cop y} method before.\n\n"
    "@param prob: rewiring probability\n"
    "@param loops: whether the algorithm is allowed to create loop edges\n"
    "@param multiple: whether the algorithm is allowed to create multiple\n"
@@ -16189,7 +16245,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_minimum_spanning_tree */
   {"_spanning_tree", (PyCFunction) igraphmodule_Graph_spanning_tree,
    METH_VARARGS | METH_KEYWORDS,
-   "_spanning_tree(weights=None)\n--\n\n"
+   "_spanning_tree(weights=None, method=\"auto\")\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.spanning_tree()"},
 
@@ -18370,7 +18426,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"community_label_propagation",
    (PyCFunction) igraphmodule_Graph_community_label_propagation,
    METH_VARARGS | METH_KEYWORDS,
-   "community_label_propagation(weights=None, initial=None, fixed=None)\n--\n\n"
+   "community_label_propagation(weights=None, initial=None, fixed=None, variant=\"dominance\")\n--\n\n"
    "Finds the community structure of the graph according to the label\n"
    "propagation method of Raghavan et al.\n\n"
    "Initially, each vertex is assigned a different label. After that,\n"
@@ -18400,6 +18456,9 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  It only makes sense if initial labels are also given. Unlabeled\n"
    "  vertices cannot be fixed. Note that vertex attribute names are not\n"
    "  accepted here.\n"
+   "@param variant: the variant of the algorithm to use: C{\"dominance\"}, \n"
+   "  C{\"retention\"} or C{\"fast\"}. See the documentation of the C core\n"
+   "  of igraph for details.\n"
    "@return: the resulting membership vector\n"
   },
   {"community_leading_eigenvector", (PyCFunction) igraphmodule_Graph_community_leading_eigenvector,
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 97864f61e..f7ca0490a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -142,12 +142,8 @@ static int igraphmodule_clear(PyObject *m) {
   return 0;
 }
 
-static igraph_error_t igraphmodule_igraph_interrupt_hook(void* data) {
-  if (PyErr_CheckSignals()) {
-    IGRAPH_FINALLY_FREE();
-    return IGRAPH_INTERRUPTED;
-  }
-  return IGRAPH_SUCCESS;
+static igraph_bool_t igraphmodule_igraph_interrupt_hook() {
+  return PyErr_CheckSignals();
 }
 
 igraph_error_t igraphmodule_igraph_progress_hook(const char* message, igraph_real_t percent,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0b1690849..b7f920cac 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -687,7 +687,7 @@ def es(self):
 
     ###########################
     # Paths/traversals
-    def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
+    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
         """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
 
@@ -703,7 +703,8 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
           paths. This can be a single vertex ID, a list of vertex IDs, a single
           vertex name, a list of vertex names or a L{VertexSeq} object. C{None}
           means all the vertices.
-        @param cutoff: maximum length of path that is considered. If negative,
+        @param minlen: minimum length of path that is considered.
+        @param maxlen: maximum length of path that is considered. If negative,
           paths of all lengths are considered.
         @param mode: the directionality of the paths. C{\"in\"} means to calculate
           incoming paths, C{\"out\"} means to calculate outgoing paths, C{\"all\"} means
@@ -712,14 +713,7 @@ def get_all_simple_paths(self, v, to=None, cutoff=-1, mode="out"):
           reachable node in the graph in a list. Note that in case of mode=C{\"in\"},
           the vertices in a path are returned in reversed order!
         """
-        paths = self._get_all_simple_paths(v, to, cutoff, mode)
-        prev = 0
-        result = []
-        for index, item in enumerate(paths):
-            if item < 0:
-                result.append(paths[prev:index])
-                prev = index + 1
-        return result
+        return self._get_all_simple_paths(v, to, minlen, maxlen, mode)
 
     def path_length_hist(self, directed=True):
         """Returns the path length histogram of the graph
@@ -782,7 +776,7 @@ def dfs(self, vid, mode=OUT):
 
         return (vids, parents)
 
-    def spanning_tree(self, weights=None, return_tree=True):
+    def spanning_tree(self, weights=None, return_tree=True, method="auto"):
         """Calculates a minimum spanning tree for a graph.
 
         B{Reference}: Prim, R.C. Shortest connection networks and some
@@ -795,11 +789,16 @@ def spanning_tree(self, weights=None, return_tree=True):
           the minimum spanning tree instead (when C{return_tree} is C{False}).
           The default is C{True} for historical reasons as this argument was
           introduced in igraph 0.6.
+        @param method: the algorithm to use. C{"auto"} means that the algorithm
+          is selected automatically. C{"prim"} means that Prim's algorithm is
+          used. C{"kruskal"} means that Kruskal's algorithm is used.
+          C{"unweighted"} assumes that the graph is unweighted even if weights
+          are provided.
         @return: the spanning tree as a L{Graph} object if C{return_tree}
           is C{True} or the IDs of the edges that constitute the spanning
           tree if C{return_tree} is C{False}.
         """
-        result = GraphBase._spanning_tree(self, weights)
+        result = GraphBase._spanning_tree(self, weights, method)
         if return_tree:
             return self.subgraph_edges(result, delete_vertices=False)
         return result
diff --git a/tests/test_atlas.py b/tests/test_atlas.py
index 1f36f5f44..49f49531e 100644
--- a/tests/test_atlas.py
+++ b/tests/test_atlas.py
@@ -100,7 +100,14 @@ def testEigenvectorCentrality(self):
     def testHubScore(self):
         for idx, g in enumerate(self.__class__.graphs):
             try:
-                sc = g.hub_score()
+                if g.ecount() == 0:
+                    with self.assertWarns(RuntimeWarning, msg="The graph has no edges"):
+                        sc = g.hub_score()
+                elif not g.is_directed():
+                    with self.assertWarns(RuntimeWarning, msg="Hub and authority scores requested for undirected graph"):
+                        sc = g.hub_score()
+                else:
+                    sc = g.hub_score()
             except Exception as ex:
                 self.assertTrue(
                     False,
@@ -126,7 +133,14 @@ def testHubScore(self):
     def testAuthorityScore(self):
         for idx, g in enumerate(self.__class__.graphs):
             try:
-                sc = g.authority_score()
+                if g.ecount() == 0:
+                    with self.assertWarns(RuntimeWarning, msg="The graph has no edges"):
+                        sc = g.authority_score()
+                elif not g.is_directed():
+                    with self.assertWarns(RuntimeWarning, msg="Hub and authority scores requested for undirected graph"):
+                        sc = g.authority_score()
+                else:
+                    sc = g.authority_score()
             except Exception as ex:
                 self.assertTrue(
                     False,
diff --git a/tests/test_bipartite.py b/tests/test_bipartite.py
index f3c5cc8c7..932838655 100644
--- a/tests/test_bipartite.py
+++ b/tests/test_bipartite.py
@@ -76,8 +76,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Graph is not weighted when weighted=`str`
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="some_attr_name")
@@ -92,8 +92,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["some_attr_name"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["some_attr_name"], [1, 1, 2, 1])
 
         # Graph is not weighted when weighted=""
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], weighted="")
@@ -108,8 +108,8 @@ def testBiadjacency(self):
             )
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es[""], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es[""], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=out with weighted
         g = Graph.Biadjacency([[0, 1, 1], [1, 2, 0]], directed=True, weighted=True)
@@ -117,8 +117,8 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(0, 3), (0, 4), (1, 2), (1, 3)])
+        self.assertListEqual(g.get_edgelist(), [(1, 2), (0, 3), (1, 3), (0, 4)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=in with weighted
         g = Graph.Biadjacency(
@@ -128,8 +128,8 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 4, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 2])
-        self.assertListEqual(sorted(g.get_edgelist()), [(2, 1), (3, 0), (3, 1), (4, 0)])
+        self.assertListEqual(g.get_edgelist(), [(2, 1), (3, 0), (3, 1), (4, 0)])
+        self.assertListEqual(g.es["weight"], [1, 1, 2, 1])
 
         # Should work when directed=True and mode=all with weighted
         g = Graph.Biadjacency(
@@ -139,11 +139,11 @@ def testBiadjacency(self):
             all((g.vcount() == 5, g.ecount() == 8, g.is_directed(), g.is_weighted()))
         )
         self.assertListEqual(g.vs["type"], [False] * 2 + [True] * 3)
-        self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 1, 1, 2, 2])
         self.assertListEqual(
-            sorted(g.get_edgelist()),
-            [(0, 3), (0, 4), (1, 2), (1, 3), (2, 1), (3, 0), (3, 1), (4, 0)],
+            g.get_edgelist(),
+            [(1, 2), (2, 1), (0, 3), (3, 0), (1, 3), (3, 1), (0, 4), (4, 0)]
         )
+        self.assertListEqual(g.es["weight"], [1, 1, 1, 1, 2, 2, 1, 1])
 
     def testBiadjacencyError(self):
         msg = "arguments weighted and multiple can not co-exist"
diff --git a/tests/test_foreign.py b/tests/test_foreign.py
index 72047dc1a..83664e5f5 100644
--- a/tests/test_foreign.py
+++ b/tests/test_foreign.py
@@ -215,14 +215,14 @@ def _testNCOLOrLGL(self, func, fname, can_be_reopened=True):
         self.assertTrue(
             "name" not in g.vertex_attributes() and "weight" in g.edge_attributes()
         )
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+        self.assertListEqual(g.es["weight"], [1.0, 2.0, 1.0, 3.0, 1.0])
 
         g = func(fname, directed=False)
         self.assertTrue(
             "name" in g.vertex_attributes() and "weight" in g.edge_attributes()
         )
-        self.assertTrue(g.vs["name"] == ["eggs", "spam", "ham", "bacon"])
-        self.assertTrue(g.es["weight"] == [1, 2, 0, 3, 0])
+        self.assertListEqual(g.vs["name"], ["eggs", "spam", "ham", "bacon"])
+        self.assertListEqual(g.es["weight"], [1.0, 2.0, 1.0, 3.0, 1.0])
 
     def testNCOL(self):
         with temporary_file(
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 30cc58d23..3925eb7bd 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -481,33 +481,33 @@ def testAdjacencyNumPy(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (2, 2), (2, 2)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3), (2, 2), (2, 2)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2), (2, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2), (2, 2)])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testAdjacencyNumPyLoopHandling(self):
@@ -518,64 +518,64 @@ def testAdjacencyNumPyLoopHandling(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (2, 2)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3), (2, 2)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2)])
 
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat, loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (3, 1)])
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1)])
+        self.assertListEqual(sorted(el), [(0, 1)])
 
         # ADJ MAX
         g = Graph.Adjacency(mat, mode="max", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 3)])
 
         # ADJ LOWER
         g = Graph.Adjacency(mat, mode="lower", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (1, 3)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops=False)
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2)])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
@@ -689,23 +689,23 @@ def testWeightedAdjacency(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
-        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(g.es["weight"], [3, 2, 1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
@@ -715,23 +715,23 @@ def testWeightedAdjacencyNumPy(self):
 
         g = Graph.Weighted_Adjacency(mat, attr="w0")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 3), (2, 2)])
-        self.assertTrue(g.es["weight"] == [3, 2, 1, 2.5])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 3), (2, 2)])
+        self.assertListEqual(g.es["weight"], [3, 2, 1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
@@ -745,36 +745,36 @@ def testSparseWeightedAdjacency(self):
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 2.5, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="plus")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (2, 2), (1, 3)])
-        self.assertTrue(g.es["weight"] == [3, 2, 2.5, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (2, 2), (1, 3)])
+        self.assertListEqual(g.es["weight"], [3, 2, 2.5, 1])
 
         g = Graph.Weighted_Adjacency(mat, mode="min")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (2, 2)])
-        self.assertTrue(g.es["weight"] == [1, 2.5])
+        self.assertListEqual(el, [(0, 1), (2, 2)])
+        self.assertListEqual(g.es["weight"], [1, 2.5])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops=False)
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 1])
 
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertTrue(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertTrue(el == [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
-        self.assertTrue(g.es["w0"] == [1, 2, 2, 1.25, 1])
+        self.assertListEqual(el, [(0, 1), (0, 2), (1, 0), (2, 2), (3, 1)])
+        self.assertListEqual(g.es["w0"], [1, 2, 2, 1.25, 1])
 
     @unittest.skipIf((np is None) or (pd is None), "test case depends on NumPy/Pandas")
     def testDataFrame(self):
@@ -788,9 +788,9 @@ def testDataFrame(self):
             [["A", "blue"], ["B", "yellow"], ["C", "blue"]], columns=[0, "color"]
         )
         g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
-        self.assertTrue(g.vs["name"] == ["A", "B", "C"])
-        self.assertTrue(g.vs["color"] == ["blue", "yellow", "blue"])
-        self.assertTrue(g.es["weight"] == [0.4, 0.1])
+        self.assertListEqual(g.vs["name"], ["A", "B", "C"])
+        self.assertListEqual(g.vs["color"], ["blue", "yellow", "blue"])
+        self.assertListEqual(g.es["weight"], [0.4, 0.1])
 
         # Issue #347
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
@@ -798,8 +798,8 @@ def testDataFrame(self):
             {"node": [1, 2, 3, 4, 5, 6], "label": ["1", "2", "3", "4", "5", "6"]}
         )[["node", "label"]]
         g = Graph.DataFrame(edges, directed=True, vertices=vertices, use_vids=False)
-        self.assertTrue(g.vs["name"] == [1, 2, 3, 4, 5, 6])
-        self.assertTrue(g.vs["label"] == ["1", "2", "3", "4", "5", "6"])
+        self.assertListEqual(g.vs["name"], [1, 2, 3, 4, 5, 6])
+        self.assertListEqual(g.vs["label"], ["1", "2", "3", "4", "5", "6"])
 
         # Vertex names
         edges = pd.DataFrame({"source": [1, 2, 3], "target": [4, 5, 6]})
diff --git a/tests/test_structural.py b/tests/test_structural.py
index b9d90a7dd..3d310dc53 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -824,14 +824,6 @@ def testDistances(self):
             g.distances(weights="weight", target=[2, 3], algorithm="johnson")
             == [row[2:4] for row in expected]
         )
-        self.assertRaises(
-            ValueError,
-            g.distances,
-            weights="weight",
-            target=[2, 3],
-            algorithm="johnson",
-            mode="in",
-        )
 
     def testGetShortestPath(self):
         g = Graph(4, [(0, 1), (0, 2), (1, 3), (3, 2), (2, 1)], directed=True)
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fc6860b31..e101e1597 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d
+Subproject commit e101e15975b6b07eaae33390005a5637d23debce

From e6479b182fa4572d84410018fa9f46488bda3e06 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 11 May 2025 11:16:07 +0200
Subject: [PATCH 598/681] ci: do not invoke setup.py install

---
 .github/workflows/build.yml | 31 +++++++++++++------------------
 1 file changed, 13 insertions(+), 18 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 754f5fba1..a37b152ca 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -126,8 +126,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run:
-          brew install ninja autoconf automake libtool
+        run: brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -167,16 +166,15 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12.1'
+          python-version: "3.12.1"
 
       - name: Install OS dependencies
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.58'
-          actions-cache-folder: 'emsdk-cache'
+          version: "3.1.58"
+          actions-cache-folder: "emsdk-cache"
 
       - name: Build wheel
         run: |
@@ -253,7 +251,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
@@ -287,23 +285,22 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: "3.9"
 
       - name: Build sdist
         run: |
           python setup.py build_c_core
           python setup.py sdist
-          python setup.py install
+          pip install .
 
       - name: Test
         run: |
-          pip install --prefer-binary cairocffi numpy scipy pandas networkx pytest pytest-timeout
+          pip install '.[test]'
           python -m pytest -v tests
 
       - uses: actions/upload-artifact@v4
@@ -335,13 +332,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12'
+          python-version: "3.12"
 
       - name: Install test dependencies
         run: |
@@ -357,8 +353,7 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          # NOTE: install calls "build" first
-          python setup.py install
+          pip install .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From f8b16ddf181caa534c013bf05e7b4601cf88c495 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 10 Jun 2025 12:40:29 +0200
Subject: [PATCH 599/681] chore: reformatted changelog

---
 CHANGELOG.md | 29 +++++++++++++++--------------
 1 file changed, 15 insertions(+), 14 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 88c1c9d7d..232dca247 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,7 @@
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
 - The C core of igraph was updated to version 0.10.15.
+
 - Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
 ## [0.11.8] - 2024-10-25
@@ -44,30 +45,30 @@
 
 ### Added
 
- - Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
+- Added `Graph.Hypercube()` for creating n-dimensional hypercube graphs.
 
- - Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
+- Added `Graph.Chung_Lu()` for sampling from the Chung-Lu model as well as
    several related models.
 
- - Added `Graph.is_complete()` to test if there is a connection between all
+- Added `Graph.is_complete()` to test if there is a connection between all
    distinct pairs of vertices.
 
- - Added `Graph.is_clique()` to test if a set of vertices forms a clique.
+- Added `Graph.is_clique()` to test if a set of vertices forms a clique.
 
- - Added `Graph.is_independent_vertex_set()` to test if some vertices form an
+- Added `Graph.is_independent_vertex_set()` to test if some vertices form an
    independent set.
 
- - Added `Graph.mean_degree()` for a convenient way to compute the average
+- Added `Graph.mean_degree()` for a convenient way to compute the average
    degree of a graph.
 
 ### Changed
 
- - The C core of igraph was updated to version 0.10.13.
+- The C core of igraph was updated to version 0.10.13.
 
- - `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
+- `Graph.rewire()` now attempts to perform edge swaps 10 times the number of
    edges by default.
 
- - Error messages issued when an attribute is not found now mention the name
+- Error messages issued when an attribute is not found now mention the name
    and type of that attribute.
 
 ## [0.11.5] - 2024-05-07
@@ -88,18 +89,18 @@
 
 - Deprecated `PyCObject` API calls in the C code were replaced by calls to
   `PyCapsule`, thanks to @DavidRConnell in
-  https://github.com/igraph/python-igraph/pull/763
+  <https://github.com/igraph/python-igraph/pull/763>
 
 - `get_shortest_path()` documentation was clarified by @JDPowell648 in
-  https://github.com/igraph/python-igraph/pull/764
+  <https://github.com/igraph/python-igraph/pull/764>
 
 - It is now possible to link to an existing igraph C core on MSYS2, thanks to
-  @Kreijstal in https://github.com/igraph/python-igraph/pull/770
+  @Kreijstal in <https://github.com/igraph/python-igraph/pull/770>
 
 ### Fixed
 
 - Bugfix in the NetworkX graph conversion code by @rmmaf in
-  https://github.com/igraph/python-igraph/pull/767
+  <https://github.com/igraph/python-igraph/pull/767>
 
 ## [0.11.4]
 
@@ -720,7 +721,7 @@
 ## [0.8.3]
 
 This is the last released version of `python-igraph` without a changelog file.
-Please refer to the commit logs at https://github.com/igraph/python-igraph for
+Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 

From 98ce8f8ade643332f4b1fab6353ab182c57443d0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 10 Jun 2025 12:40:45 +0200
Subject: [PATCH 600/681] fix: initialize two potentially uninitialized
 variables

---
 src/_igraph/edgeseqobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index fcdbce41a..4e188ae2c 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -849,7 +849,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
       igraph_vector_int_destroy(&v);
     } else {
       /* Iterators and everything that was not handled directly */
-      PyObject *iter, *item2;
+      PyObject *iter = NULL, *item2 = NULL;
 
       /* Allocate stuff */
       if (igraph_vector_int_init(&v, 0)) {

From 86e1980ab1748930e666075c5379120b7d0b18f5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 01:56:22 +0200
Subject: [PATCH 601/681] chore: updated vendored igraph

---
 CHANGELOG.md         | 6 +++---
 vendor/source/igraph | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 232dca247..3ccdc79e0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,12 +1,12 @@
 # igraph Python interface changelog
 
-## [main]
+## [0.11.9] - 2025-06-11
 
 ### Changed
 
 - Dropped support for Python 3.8 as it has now reached its end of life.
 
-- The C core of igraph was updated to version 0.10.15.
+- The C core of igraph was updated to version 0.10.16.
 
 - Added `Graph.simple_cycles()` to find simple cycles in the graph.
 
@@ -725,7 +725,7 @@ Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.8...main
+[0.11.9]: https://github.com/igraph/python-igraph/compare/0.11.8...0.11.9
 [0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
 [0.11.6]: https://github.com/igraph/python-igraph/compare/0.11.5...0.11.6
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fc6860b31..beebfcdcd 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fc6860b31887b362e8ddbb07e44e6a12e9cef82d
+Subproject commit beebfcdcd707f50a31cf8eb3568cf09f8b7baf54

From 9943652a2e6f34dddd7fd6c5a5b04709f1c0dead Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 01:59:26 +0200
Subject: [PATCH 602/681] chore: bumped version to 0.11.9

---
 src/igraph/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/version.py b/src/igraph/version.py
index 81a2aa780..fbd1c8748 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 8)
+__version_info__ = (0, 11, 9)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From 3e99b0ffcd5a0bac54e539f7be3def12f46d42a4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 11 Jun 2025 11:18:58 +0200
Subject: [PATCH 603/681] ci: reformatted yml, updated windows-2019 to
 windows-2022, bumped MACOSX_DEPLOYMENT_TARGET

---
 .github/workflows/build.yml | 30 +++++++++++++-----------------
 1 file changed, 13 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 754f5fba1..264b66ce8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -94,7 +94,7 @@ jobs:
     runs-on: macos-latest
     env:
       LLVM_VERSION: "14.0.5"
-      MACOSX_DEPLOYMENT_TARGET: "10.9"
+      MACOSX_DEPLOYMENT_TARGET: "10.15"
     strategy:
       matrix:
         include:
@@ -126,8 +126,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run:
-          brew install ninja autoconf automake libtool
+        run: brew install ninja autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'
@@ -167,16 +166,15 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12.1'
+          python-version: "3.12.1"
 
       - name: Install OS dependencies
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: mymindstorm/setup-emsdk@v14
         with:
-          version: '3.1.58'
-          actions-cache-folder: 'emsdk-cache'
+          version: "3.1.58"
+          actions-cache-folder: "emsdk-cache"
 
       - name: Build wheel
         run: |
@@ -204,12 +202,12 @@ jobs:
           - cmake_arch: Win32
             wheel_arch: win32
             vcpkg_arch: x86
-            os: windows-2019
+            os: windows-2022
             test_extra: test
           - cmake_arch: x64
             wheel_arch: win_amd64
             vcpkg_arch: x64
-            os: windows-2019
+            os: windows-2022
             test_extra: test
           - cmake_arch: ARM64
             wheel_arch: win_arm64
@@ -253,7 +251,7 @@ jobs:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
           CIBW_ENABLE: pypy
-          CIBW_TEST_COMMAND: "cd /d {project} && pip install --prefer-binary \".[${{ matrix.test_extra }}]\" && python -m pytest tests"
+          CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
           CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
@@ -287,13 +285,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: "3.9"
 
       - name: Build sdist
         run: |
@@ -335,13 +332,12 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
-        run:
-          sudo apt install ninja-build cmake flex bison
+        run: sudo apt install ninja-build cmake flex bison
 
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: '3.12'
+          python-version: "3.12"
 
       - name: Install test dependencies
         run: |

From 86d721e6b0d99c0c65be915251b96f8eeedb528b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 17 Jun 2025 01:14:18 +0200
Subject: [PATCH 604/681] build(deps): bump pypa/cibuildwheel from 2.23.3 to
 3.0.0 (#832)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Tamas Nepusz <ntamas@gmail.com>
---
 .github/workflows/build.yml | 30 +++++++++++-------------------
 1 file changed, 11 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 264b66ce8..a0324dccb 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,18 +5,13 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp36-* cp37-* cp38-* pp37-* pp38-*"
+  CIBW_SKIP: "cp38-* pp38-*"
   PYTEST_TIMEOUT: 60
 
 jobs:
   build_wheel_linux:
-    name: Build wheels on Linux (${{ matrix.wheel_arch }})
+    name: Build wheels on Linux (x86_64)
     runs-on: ubuntu-22.04
-    strategy:
-      fail-fast: false
-      matrix:
-        wheel_arch: [x86_64, i686]
-
     steps:
       - uses: actions/checkout@v4
         with:
@@ -24,25 +19,22 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
-          CIBW_BUILD: "*-manylinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
-          # Skip tests for Python 3.10 onwards because SciPy does not have
-          # 32-bit wheels for Linux.
-          CIBW_TEST_SKIP: "cp310-manylinux_i686 cp311-manylinux_i686 cp312-manylinux_i686 cp313-manylinux_i686"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
-          CIBW_BUILD: "*-musllinux_${{ matrix.wheel_arch }}"
+          CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
       - uses: actions/upload-artifact@v4
         with:
-          name: wheels-linux-${{ matrix.wheel_arch }}
+          name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
 
   build_wheel_linux_aarch64_manylinux:
@@ -55,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -77,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -140,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -246,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v2.23.3
+        uses: pypa/cibuildwheel@v3.0.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 1e4b0424c7a1cdff57e0e50de71ebd8b99171f11 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 17 Jun 2025 01:18:23 +0200
Subject: [PATCH 605/681] ci: simplify sanitizer test workflow

---
 .github/workflows/build.yml | 13 +------------
 1 file changed, 1 insertion(+), 12 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index a0324dccb..731bcbf38 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -331,22 +331,11 @@ jobs:
         with:
           python-version: "3.12"
 
-      - name: Install test dependencies
-        run: |
-          pip install --prefer-binary pytest pytest-timeout setuptools
-
-      - name: Build C core
-        env:
-          IGRAPH_USE_SANITIZERS: 1
-        run: |
-          python setup.py build_c_core
-
       - name: Build and install Python extension
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          # NOTE: install calls "build" first
-          python setup.py install
+          pip install --prefer-binary '.[test]'
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 75c49c6d298e9f2efe5761bf0b0101dd5d667a8c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 18 Jun 2025 13:30:21 +0200
Subject: [PATCH 606/681] ci: uninstall matplotlib

---
 .github/workflows/build.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 731bcbf38..637ac9ad1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,6 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
+          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # leak sanitizer checks
+          pip uninstall matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 0545b7324e7b59bd2bb8c0a49dbd2a3d035d8c6b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jun 2025 15:28:10 +0200
Subject: [PATCH 607/681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 1 +
 2 files changed, 10 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index 4cabb5284..af4e6a3d4 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -630,6 +630,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "BeaMarton13",
+      "name": "Bea Márton",
+      "avatar_url": "https://avatars.githubusercontent.com/u/204701577?v=4",
+      "profile": "https://github.com/BeaMarton13",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index f43ef7b6f..5c5714306 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -95,6 +95,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/m1-s"><img src="https://avatars.githubusercontent.com/u/94642227?v=4?s=100" width="100px;" alt="Michael Schneider"/><br /><sub><b>Michael Schneider</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=m1-s" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="http://thomaskrijnen.com/"><img src="https://avatars.githubusercontent.com/u/1096535?v=4?s=100" width="100px;" alt="Thomas Krijnen"/><br /><sub><b>Thomas Krijnen</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=aothms" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BeaMarton13"><img src="https://avatars.githubusercontent.com/u/204701577?v=4?s=100" width="100px;" alt="Bea Márton"/><br /><sub><b>Bea Márton</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=BeaMarton13" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>

From 6d2fc69cab70d3a6418dd55eb1aaecf38e6fdbd6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horv=C3=A1t?= <szhorvat@gmail.com>
Date: Thu, 19 Jun 2025 13:39:21 +0000
Subject: [PATCH 608/681] Edge betweenness-based community detection now
 computes modularity even for weighted graphs (#836)

---
 src/_igraph/graphobject.c   | 67 +++++++++++++++++++------------------
 src/igraph/community.py     |  9 ++++-
 tests/test_decomposition.py |  6 +---
 3 files changed, 43 insertions(+), 39 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8c82bf79f..d3056f941 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13048,16 +13048,18 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
   PyObject *res, *qs, *ms;
   igraph_matrix_int_t merges;
   igraph_vector_t q;
-  igraph_vector_t *weights = 0;
+  igraph_vector_t *weights = NULL;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed, &weights_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &directed, &weights_o)) {
     return NULL;
+  }
 
-  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
-      ATTRIBUTE_TYPE_EDGE)) return NULL;
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
 
   if (igraph_matrix_int_init(&merges, 0, 0)) {
-    if (weights != 0) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
     return igraphmodule_handle_igraph_error();
@@ -13065,51 +13067,44 @@ PyObject *igraphmodule_Graph_community_edge_betweenness(igraphmodule_GraphObject
 
   if (igraph_vector_init(&q, 0)) {
     igraph_matrix_int_destroy(&merges);
-    if (weights != 0) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
     return igraphmodule_handle_igraph_error();
   }
 
   if (igraph_community_edge_betweenness(&self->g,
-        /* removed_edges = */ 0,
-        /* edge_betweenness = */ 0,
+        /* removed_edges = */ NULL,
+        /* edge_betweenness = */ NULL,
         /* merges = */ &merges,
-        /* bridges = */ 0,
-        /* modularity = */ weights ? 0 : &q,
-        /* membership = */ 0,
+        /* bridges = */ NULL,
+        /* modularity = */ &q,
+        /* membership = */ NULL,
         PyObject_IsTrue(directed),
         weights,
-        /* lengths = */ 0)) {
-    igraphmodule_handle_igraph_error();
-    if (weights != 0) {
+        /* lengths = */ NULL)) {
+
+    igraph_vector_destroy(&q);
+    igraph_matrix_int_destroy(&merges);
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
-    igraph_matrix_int_destroy(&merges);
-    igraph_vector_destroy(&q);
-    return NULL;
+    
+    return igraphmodule_handle_igraph_error();;
   }
 
-  if (weights != 0) {
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
   }
 
-  if (weights == 0) {
-    /* Calculate modularity vector only in the unweighted case as we don't
-     * calculate modularities for the weighted case */
-    qs=igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
-    igraph_vector_destroy(&q);
-    if (!qs) {
-      igraph_matrix_int_destroy(&merges);
-      return NULL;
-    }
-  } else {
-    qs = Py_None;
-    Py_INCREF(qs);
-    igraph_vector_destroy(&q);
+  qs = igraphmodule_vector_t_to_PyList(&q, IGRAPHMODULE_TYPE_FLOAT);
+  igraph_vector_destroy(&q);
+  if (!qs) {
+    igraph_matrix_int_destroy(&merges);
+    return NULL;
   }
 
-  ms=igraphmodule_matrix_int_t_to_PyList(&merges);
+  ms = igraphmodule_matrix_int_t_to_PyList(&merges);
   igraph_matrix_int_destroy(&merges);
 
   if (ms == NULL) {
@@ -18531,12 +18526,18 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   "is typically high. So we gradually remove the edge with the highest\n"
   "betweenness from the network and recalculate edge betweenness after every\n"
   "removal, as long as all edges are removed.\n\n"
+  "When edge weights are given, the ratio of betweenness and weight values\n"
+  "is used to choose which edges to remove first, as described in\n"
+  "M. E. J. Newman: Analysis of Weighted Networks (2004), Section C.\n"
+  "Thus, edges with large weights are treated as strong connections,\n"
+  "and will be removed later than weak connections having similar betweenness.\n"
+  "Weights are also used for calculating modularity.\n\n"
   "Attention: this function is wrapped in a more convenient syntax in the\n"
   "derived class L{Graph}. It is advised to use that instead of this version.\n\n"
   "@param directed: whether to take into account the directedness of the edges\n"
   "  when we calculate the betweenness values.\n"
   "@param weights: name of an edge attribute or a list containing\n"
-  "  edge weights.\n\n"
+  "  edge weights. Higher weights indicate stronger connections.\n\n"
   "@return: a tuple with the merge matrix that describes the dendrogram\n"
   "  and the modularity scores before each merge. The modularity scores\n"
   "  use the weights if the original graph was weighted.\n"
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 0fdcdf154..dfdcb3954 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -235,6 +235,13 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     separate components. The result of the clustering will be represented
     by a dendrogram.
 
+    When edge weights are given, the ratio of betweenness and weight values
+    is used to choose which edges to remove first, as described in
+    M. E. J. Newman: Analysis of Weighted Networks (2004), Section C.
+    Thus, edges with large weights are treated as strong connections,
+    and will be removed later than weak connections having similar betweenness.
+    Weights are also used for calculating modularity.
+
     @param clusters: the number of clusters we would like to see. This
       practically defines the "level" where we "cut" the dendrogram to
       get the membership vector of the vertices. If C{None}, the dendrogram
@@ -245,7 +252,7 @@ def _community_edge_betweenness(graph, clusters=None, directed=True, weights=Non
     @param directed: whether the directionality of the edges should be
       taken into account or not.
     @param weights: name of an edge attribute or a list containing
-      edge weights.
+      edge weights. Higher weights indicate stronger connections.
     @return: a L{VertexDendrogram} object, initally cut at the maximum
       modularity or at the desired number of clusters.
     """
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 0bfdd1b6a..336db7ded 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -263,11 +263,7 @@ def testEdgeBetweenness(self):
         g.es["weight"] = 1
         g[0, 1] = g[1, 2] = g[2, 0] = g[3, 4] = 10
 
-        # We need to specify the desired cluster count explicitly; this is
-        # because edge betweenness-based detection does not play well with
-        # modularity-based cluster count selection (the edge weights have
-        # different semantics) so we need to give igraph a hint
-        cl = g.community_edge_betweenness(weights="weight").as_clustering(n=2)
+        cl = g.community_edge_betweenness(weights="weight").as_clustering()
         self.assertMembershipsEqual(cl, [0, 0, 0, 1, 1])
         self.assertAlmostEqual(cl.q, 0.2750, places=3)
 

From a0cab35295e250045739b31868dafad21010d2cf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 19 Jun 2025 15:46:02 +0200
Subject: [PATCH 609/681] ci: do not ask for confirmation when removing
 matplotlib

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 637ac9ad1..9f5572e79 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,7 +338,7 @@ jobs:
           pip install --prefer-binary '.[test]'
           # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall matplotlib
+          pip uninstall -y matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 027237bcc062224322a21aa3d059b3c1dbdc73f8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Thu, 19 Jun 2025 17:58:35 +0300
Subject: [PATCH 610/681] add: ignore warnings on structural unittests (#834)

---
 tests/test_structural.py | 17 +++++++++++++----
 1 file changed, 13 insertions(+), 4 deletions(-)

diff --git a/tests/test_structural.py b/tests/test_structural.py
index 3d310dc53..c0f1bdb59 100644
--- a/tests/test_structural.py
+++ b/tests/test_structural.py
@@ -503,19 +503,28 @@ def testEigenvectorCentrality(self):
 
     def testAuthorityScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
-        asc = g.authority_score()
+        
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            asc = g.authority_score()
         self.assertAlmostEqual(max(asc), 1.0, places=3)
 
         # Smoke testing
-        g.authority_score(scale=False, return_eigenvalue=True)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            g.authority_score(scale=False, return_eigenvalue=True)
 
     def testHubScore(self):
         g = Graph.Tree(15, 2, TREE_IN)
-        hsc = g.hub_score()
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            hsc = g.hub_score()
         self.assertAlmostEqual(max(hsc), 1.0, places=3)
 
         # Smoke testing
-        g.hub_score(scale=False, return_eigenvalue=True)
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            g.hub_score(scale=False, return_eigenvalue=True)
 
     def testCoreness(self):
         g = Graph.Full(4) + Graph(4) + [(0, 4), (1, 5), (2, 6), (3, 7)]

From bdad808181988f6a96f377e124f32400c7b6ee2d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Tue, 24 Jun 2025 17:13:25 +0300
Subject: [PATCH 611/681] feat: expose fluid communities to python (#835)

---
 src/_igraph/graphobject.c   | 56 ++++++++++++++++++++++++++++++++++++-
 src/igraph/__init__.py      |  3 ++
 src/igraph/community.py     | 41 +++++++++++++++++++++++++++
 tests/test_decomposition.py | 55 ++++++++++++++++++++++++++++++++++++
 4 files changed, 154 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d3056f941..09f9c7176 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13743,6 +13743,38 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   return error ? NULL : Py_BuildValue("Nd", res, (double) quality);
 }
 
+ /**
+ * Fluid communities
+ */
+PyObject *igraphmodule_Graph_community_fluid_communities(igraphmodule_GraphObject *self,
+                                                        PyObject *args, PyObject *kwds) {
+    static char *kwlist[] = {"no_of_communities", NULL};
+    Py_ssize_t no_of_communities;
+    igraph_vector_int_t membership;
+    PyObject *result;
+
+    // Parse the Python integer argument
+    if (!PyArg_ParseTupleAndKeywords(args, kwds, "n", kwlist, &no_of_communities)) {
+        return NULL;
+    }
+
+    if (igraph_vector_int_init(&membership, 0)) {
+        igraphmodule_handle_igraph_error();
+        return NULL;
+    }
+
+    if (igraph_community_fluid_communities(&self->g, no_of_communities, &membership)) {
+        igraphmodule_handle_igraph_error();
+        igraph_vector_int_destroy(&membership);
+        return NULL;
+    }
+
+    result = igraphmodule_vector_int_t_to_PyList(&membership);
+    igraph_vector_int_destroy(&membership);
+
+    return result;
+}
+
 /**********************************************************************
  * Random walks                                                       *
  **********************************************************************/
@@ -18394,6 +18426,28 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "\n"
    "@see: modularity()\n"
   },
+  {"community_fluid_communities",
+  (PyCFunction) igraphmodule_Graph_community_fluid_communities,
+  METH_VARARGS | METH_KEYWORDS,
+   "community_fluid_communities(no_of_communities)\n--\n\n"
+   "Community detection based on fluids interacting on the graph.\n\n"
+   "The algorithm is based on the simple idea of several fluids interacting\n"
+   "in a non-homogeneous environment (the graph topology), expanding and\n"
+   "contracting based on their interaction and density. Weighted graphs are\n"
+   "not supported.\n\n"
+   "B{Reference}\n\n"
+   "  - Parés F, Gasulla DG, et. al. (2018) Fluid Communities: A Competitive,\n"
+   "    Scalable and Diverse Community Detection Algorithm. In: Complex Networks\n"
+   "    & Their Applications VI: Proceedings of Complex Networks 2017 (The Sixth\n"
+   "    International Conference on Complex Networks and Their Applications),\n"
+   "    Springer, vol 689, p 229. https://doi.org/10.1007/978-3-319-72150-7_19\n\n"
+   "@param no_of_communities: The number of communities to be found. Must be\n"
+   " greater than 0 and fewer than number of vertices in the graph.\n"
+   "@return: a list with the community membership of each vertex.\n"
+   "@note: The graph must be simple and connected. Edge directions will be\n"
+   " ignored if the graph is directed.\n"
+   "@note: Time complexity: O(|E|)\n",
+  },
   {"community_infomap",
    (PyCFunction) igraphmodule_Graph_community_infomap,
    METH_VARARGS | METH_KEYWORDS,
@@ -18402,7 +18456,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
    "or one of the references provided below.\n"
-   "B{References}\n"
+   "B{Reference}: "
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
    "    U{https://arxiv.org/abs/0707.0609}\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index b7f920cac..a1e87d13e 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -109,6 +109,7 @@
     _community_multilevel,
     _community_optimal_modularity,
     _community_edge_betweenness,
+    _community_fluid_communities,
     _community_spinglass,
     _community_walktrap,
     _k_core,
@@ -658,6 +659,7 @@ def es(self):
     community_multilevel = _community_multilevel
     community_optimal_modularity = _community_optimal_modularity
     community_edge_betweenness = _community_edge_betweenness
+    community_fluid_communities = _community_fluid_communities
     community_spinglass = _community_spinglass
     community_walktrap = _community_walktrap
     k_core = _k_core
@@ -1100,6 +1102,7 @@ def write(graph, filename, *args, **kwds):
     _community_multilevel,
     _community_optimal_modularity,
     _community_edge_betweenness,
+    _community_fluid_communities,
     _community_spinglass,
     _community_walktrap,
     _k_core,
diff --git a/src/igraph/community.py b/src/igraph/community.py
index dfdcb3954..1150dcb57 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -468,6 +468,47 @@ def _community_leiden(
     )
 
 
+def _community_fluid_communities(graph, no_of_communities):
+    """Community detection based on fluids interacting on the graph.
+
+    The algorithm is based on the simple idea of several fluids interacting 
+    in a non-homogeneous environment (the graph topology), expanding and 
+    contracting based on their interaction and density. Weighted graphs are 
+    not supported.
+
+    This function implements the community detection method described in:
+    Parés F, Gasulla DG, et. al. (2018) Fluid Communities: A Competitive,
+    Scalable and Diverse Community Detection Algorithm.
+
+    @param no_of_communities: The number of communities to be found. Must be
+      greater than 0 and fewer than or equal to the number of vertices in the graph.
+    @return: an appropriate L{VertexClustering} object.
+    """
+    # Validate input parameters
+    if no_of_communities <= 0:
+        raise ValueError("no_of_communities must be greater than 0")
+    
+    if no_of_communities > graph.vcount():
+        raise ValueError("no_of_communities must be fewer than or equal to the number of vertices")
+    
+    # Check if graph is weighted (not supported)
+    if graph.is_weighted():
+        raise ValueError("Weighted graphs are not supported by the fluid communities algorithm")
+    
+    # Handle directed graphs - the algorithm works on undirected graphs
+    # but can accept directed graphs (they are treated as undirected)
+    if graph.is_directed():
+        import warnings
+        warnings.warn(
+            "Directed graphs are treated as undirected in the fluid communities algorithm",
+            UserWarning,
+            stacklevel=2
+        )
+    
+    membership = GraphBase.community_fluid_communities(graph, no_of_communities)
+    return VertexClustering(graph, membership)
+  
+  
 def _modularity(self, membership, weights=None, resolution=1, directed=True):
     """Calculates the modularity score of the graph with respect to a given
     clustering.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 336db7ded..5bcb0f7c3 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -276,6 +276,61 @@ def testEigenvector(self):
         cl = g.community_leading_eigenvector(2)
         self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
         self.assertAlmostEqual(cl.q, 0.4523, places=3)
+        
+    def testFluidCommunities(self):
+        # Test with a simple graph: two cliques connected by a single edge
+        g = Graph.Full(5) + Graph.Full(5)
+        g.add_edges([(0, 5)])
+        
+        # Test basic functionality - should find 2 communities
+        cl = g.community_fluid_communities(2)
+        self.assertEqual(len(set(cl.membership)), 2)
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 0, 1, 1, 1, 1, 1])
+        
+        # Test with 3 cliques
+        g = Graph.Full(4) + Graph.Full(4) + Graph.Full(4)
+        g += [(0, 4), (4, 8)]  # Connect the cliques
+        cl = g.community_fluid_communities(3)
+        self.assertEqual(len(set(cl.membership)), 3)
+        self.assertMembershipsEqual(cl, [0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2])
+        
+        # Test error conditions
+        # Number of communities must be positive
+        with self.assertRaises(Exception):
+            g.community_fluid_communities(0)
+        
+        # Number of communities cannot exceed number of vertices
+        with self.assertRaises(Exception):
+            g.community_fluid_communities(g.vcount() + 1)
+        
+        # Test with disconnected graph (should raise error)
+        g_disconnected = Graph.Full(3) + Graph.Full(3)  # No connecting edge
+        with self.assertRaises(Exception):
+            g_disconnected.community_fluid_communities(2)
+        
+        # Test with single vertex (edge case)
+        g_single = Graph(1)
+        cl = g_single.community_fluid_communities(1)
+        self.assertEqual(cl.membership, [0])
+        
+        # Test with small connected graph
+        g_small = Graph([(0, 1), (1, 2), (2, 0)])  # Triangle
+        cl = g_small.community_fluid_communities(1)
+        self.assertEqual(len(set(cl.membership)), 1)
+        self.assertEqual(cl.membership, [0, 0, 0])
+        
+        # Test deterministic behavior on simple structure
+        # Note: Fluid communities can be non-deterministic due to randomization,
+        # but on very simple structures it should be consistent
+        g_path = Graph([(0, 1), (1, 2), (2, 3), (3, 4), (4, 5)])
+        cl = g_path.community_fluid_communities(2)
+        self.assertEqual(len(set(cl.membership)), 2)
+        
+        # Test that it returns a VertexClustering object
+        g = Graph.Full(6)
+        cl = g.community_fluid_communities(2)
+        self.assertIsInstance(cl, VertexClustering)
+        self.assertEqual(len(cl.membership), g.vcount())
 
     def testInfomap(self):
         g = Graph.Famous("zachary")

From 915b55ce1bfa2a64532a7fa4854734a6b6236364 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Fri, 27 Jun 2025 09:30:41 +0000
Subject: [PATCH 612/681] docs: fix invalid reference formatting for infomap

---
 src/_igraph/graphobject.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 09f9c7176..a2d982ad7 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -18455,8 +18455,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "Finds the community structure of the network according to the Infomap\n"
    "method of Martin Rosvall and Carl T. Bergstrom.\n\n"
    "See U{https://www.mapequation.org} for a visualization of the algorithm\n"
-   "or one of the references provided below.\n"
-   "B{Reference}: "
+   "or one of the references provided below.\n\n"
+   "B{References}\n\n"
    "  - M. Rosvall and C. T. Bergstrom: I{Maps of information flow reveal\n"
    "    community structure in complex networks}. PNAS 105, 1118 (2008).\n"
    "    U{https://arxiv.org/abs/0707.0609}\n"

From cec82b4b5958123bcaa9fabefcf960fe5b4159e6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 30 Jun 2025 22:06:15 +0000
Subject: [PATCH 613/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index beebfcdcd..e2a3b7c6e 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit beebfcdcd707f50a31cf8eb3568cf09f8b7baf54
+Subproject commit e2a3b7c6e26683e9bb5f6a07d4e380861bd40f93

From 62083868e6173120d2e3220591d23cbd5a022dce Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 3 Jul 2025 12:23:21 +0200
Subject: [PATCH 614/681] fix: add some missing files to source tarball, closes
 #830

---
 MANIFEST.in | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/MANIFEST.in b/MANIFEST.in
index 5c68b5e82..39e2ee9fe 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -8,6 +8,10 @@ include scripts/*.sh
 include scripts/*.py
 include tests/*.py
 
+include CHANGELOG.md
+include CONTRIBUTORS.md
+include CITATION.cff
+
 graft vendor/source/igraph
 
 graft doc

From bd64579d49c7553eaafbbdff8ef0c8e0a6216fec Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 01:44:02 +0200
Subject: [PATCH 615/681] fix: better punctuation of warnings emitted from
 igraph's C core, closes #838

---
 src/_igraph/error.c | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/src/_igraph/error.c b/src/_igraph/error.c
index 41b2b879e..b6940a27e 100644
--- a/src/_igraph/error.c
+++ b/src/_igraph/error.c
@@ -61,7 +61,20 @@ PyObject* igraphmodule_handle_igraph_error() {
 void igraphmodule_igraph_warning_hook(const char *reason, const char *file,
                                       int line) {
   char buf[4096];
-  snprintf(buf, sizeof(buf), "%s at %s:%i", reason, file, line);
+  char end;
+  size_t len = strlen(reason);
+  const char* separator = " ";
+
+  if (len == 0) {
+    separator = "";
+  } else {
+    end = reason[len - 1];
+    if (end != '.' && end != '?' && end != '!') {
+      separator = ". ";
+    }
+  }
+
+  snprintf(buf, sizeof(buf), "%s%sLocation: %s:%i", reason, separator, file, line);
   PY_IGRAPH_WARN(buf);
 }
 

From 4119c94ded9cd29ed770df5a169f90e2ecfa66d1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bea=20M=C3=A1rton?= <marton.ildikobeata@gmail.com>
Date: Sat, 5 Jul 2025 02:58:17 +0300
Subject: [PATCH 616/681] feat: expose voronoi to python (#833)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Szabolcs Horvát <szhorvat@gmail.com>
Co-authored-by: MIBea13 <mildikokak@gmail.com>
---
 src/_igraph/graphobject.c   | 155 ++++++++++++++++++++++++++++++++++++
 src/igraph/__init__.py      |   3 +
 src/igraph/community.py     |  62 +++++++++++++++
 tests/test_decomposition.py |  49 ++++++++++++
 4 files changed, 269 insertions(+)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index a2d982ad7..0c1401f60 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13775,6 +13775,125 @@ PyObject *igraphmodule_Graph_community_fluid_communities(igraphmodule_GraphObjec
     return result;
 }
 
+/**
+ * Voronoi clustering
+ */
+PyObject *igraphmodule_Graph_community_voronoi(igraphmodule_GraphObject *self,
+                                               PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = {"lengths", "weights", "mode", "radius", NULL};
+  PyObject *lengths_o = Py_None, *weights_o = Py_None;
+  PyObject *mode_o = Py_None;
+  PyObject *radius_o = Py_None;
+  igraph_vector_t *lengths_v = NULL;
+  igraph_vector_t *weights_v = NULL;
+  igraph_vector_int_t membership_v, generators_v;
+  igraph_neimode_t mode = IGRAPH_OUT;
+  igraph_real_t radius = -1.0;  /* negative means auto-optimize */
+  igraph_real_t modularity = IGRAPH_NAN;
+  PyObject *membership_o, *generators_o, *result_o;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
+                                   &lengths_o, &weights_o, &mode_o, &radius_o)) {
+    return NULL;
+  }
+
+  /* Handle mode parameter */
+  if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode)) {
+    return NULL;
+  }
+
+  /* Handle radius parameter */
+  if (radius_o != Py_None) {
+    if (igraphmodule_PyObject_to_real_t(radius_o, &radius)) {
+      return NULL;
+    }
+  }
+
+  /* Handle lengths parameter */
+  if (igraphmodule_attrib_to_vector_t(lengths_o, self, &lengths_v, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  /* Handle weights parameter */
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights_v, ATTRIBUTE_TYPE_EDGE)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    return NULL;
+  }
+
+  /* Initialize result vectors */
+  if (igraph_vector_int_init(&membership_v, 0)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (igraph_vector_int_init(&generators_v, 0)) {
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraph_vector_int_destroy(&membership_v);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Call the C function - pass NULL for None parameters */
+  if (igraph_community_voronoi(&self->g, &membership_v, &generators_v,
+                               &modularity,
+                               lengths_v,
+                               weights_v,
+                               mode, radius)) {
+      
+    if (lengths_v != NULL) {
+      igraph_vector_destroy(lengths_v); free(lengths_v);
+    }
+    if (weights_v != NULL) {
+      igraph_vector_destroy(weights_v); free(weights_v);
+    }
+    igraph_vector_int_destroy(&membership_v);
+    igraph_vector_int_destroy(&generators_v);
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  /* Clean up input vectors */
+  if (lengths_v != NULL) {
+    igraph_vector_destroy(lengths_v); free(lengths_v);
+  }
+  if (weights_v != NULL) {
+    igraph_vector_destroy(weights_v); free(weights_v);
+  }
+
+  /* Convert results to Python objects */
+  membership_o = igraphmodule_vector_int_t_to_PyList(&membership_v);
+  igraph_vector_int_destroy(&membership_v);
+  if (!membership_o) {
+    igraph_vector_int_destroy(&generators_v);
+    return NULL;
+  }
+
+  generators_o = igraphmodule_vector_int_t_to_PyList(&generators_v);
+  igraph_vector_int_destroy(&generators_v);
+  if (!generators_o) {
+    Py_DECREF(membership_o);
+    return NULL;
+  }
+
+  /* Return tuple with membership, generators, and modularity */
+  result_o = Py_BuildValue("(NNd)", membership_o, generators_o, modularity);
+
+  return result_o;
+}
+
 /**********************************************************************
  * Random walks                                                       *
  **********************************************************************/
@@ -18653,6 +18772,42 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  original implementation is used.\n"
    "@return: the community membership vector.\n"
   },
+  {"community_voronoi", 
+    (PyCFunction) igraphmodule_Graph_community_voronoi, 
+    METH_VARARGS | METH_KEYWORDS,
+   "community_voronoi(lengths=None, weights=None, mode=\"out\", radius=None)\n--\n\n"
+   "Finds communities using Voronoi partitioning.\n\n"
+   "This function finds communities using a Voronoi partitioning of vertices based\n"
+   "on the given edge lengths divided by the edge clustering coefficient.\n"
+   "The generator vertices are chosen to be those with the largest local relative\n"
+   "density within a radius, with the local relative density of a vertex defined as\n"
+   "C{s * m / (m + k)}, where s is the strength of the vertex, m is the number of\n"
+   "edges within the vertex's first order neighborhood, while k is the number of\n"
+   "edges with only one endpoint within this neighborhood.\n\n"
+   "B{References}\n\n"
+   "  - Deritei et al., Community detection by graph Voronoi diagrams,\n"
+   "    New Journal of Physics 16, 063007 (2014)\n"
+   "    U{https://doi.org/10.1088/1367-2630/16/6/063007}\n"
+   "  - Molnár et al., Community Detection in Directed Weighted Networks\n"
+   "    using Voronoi Partitioning, Scientific Reports 14, 8124 (2024)\n"
+   "    U{https://doi.org/10.1038/s41598-024-58624-4}\n\n"
+   "@param lengths: edge lengths, or C{None} to consider all edges as having\n"
+   "  unit length. Voronoi partitioning will use edge lengths equal to\n"
+   "  lengths / ECC where ECC is the edge clustering coefficient.\n"
+   "@param weights: edge weights, or C{None} to consider all edges as having\n"
+   "  unit weight. Weights are used when selecting generator points, as well\n"
+   "  as for computing modularity.\n"
+   "@param mode: if C{\"out\"} (the default), distances from generator points to all other\n"
+   "  nodes are considered. If C{\"in\"}, the reverse distances are used.\n"
+   "  If C{\"all\"}, edge directions are ignored. This parameter is ignored\n"
+   "  for undirected graphs.\n"
+   "@param radius: the radius/resolution to use when selecting generator points.\n"
+   "  The larger this value, the fewer partitions there will be. Pass C{None}\n"
+   "  to automatically select the radius that maximizes modularity.\n"
+   "@return: a tuple containing the membership vector, generator vertices, and\n"
+   "  modularity score: (membership, generators, modularity).\n"
+   "@rtype: tuple\n"
+  },
   {"community_leiden",
    (PyCFunction) igraphmodule_Graph_community_leiden,
    METH_VARARGS | METH_KEYWORDS,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index a1e87d13e..78786b980 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -111,6 +111,7 @@
     _community_edge_betweenness,
     _community_fluid_communities,
     _community_spinglass,
+    _community_voronoi,
     _community_walktrap,
     _k_core,
     _community_leiden,
@@ -661,6 +662,7 @@ def es(self):
     community_edge_betweenness = _community_edge_betweenness
     community_fluid_communities = _community_fluid_communities
     community_spinglass = _community_spinglass
+    community_voronoi = _community_voronoi
     community_walktrap = _community_walktrap
     k_core = _k_core
     community_leiden = _community_leiden
@@ -1104,6 +1106,7 @@ def write(graph, filename, *args, **kwds):
     _community_edge_betweenness,
     _community_fluid_communities,
     _community_spinglass,
+    _community_voronoi,
     _community_walktrap,
     _k_core,
     _community_leiden,
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 1150dcb57..d08546bd7 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -327,6 +327,68 @@ def _community_spinglass(graph, *args, **kwds):
     return VertexClustering(graph, membership, modularity_params=modularity_params)
 
 
+def _community_voronoi(graph, lengths=None, weights=None, mode="out", radius=None):
+    """Finds communities using Voronoi partitioning.
+
+    This function finds communities using a Voronoi partitioning of vertices based
+    on the given edge lengths divided by the edge clustering coefficient.
+    The generator vertices are chosen to be those with the largest local relative
+    density within a radius, with the local relative density of a vertex defined
+    as C{s * m / (m + k)}, where C{s} is the strength of the vertex, C{m} is
+    the number of edges within the vertex's first order neighborhood, while C{k}
+    is the number of edges with only one endpoint within this neighborhood.
+
+    B{References}
+
+      - Deritei et al., Community detection by graph Voronoi diagrams,
+        I{New Journal of Physics} 16, 063007 (2014).
+        U{https://doi.org/10.1088/1367-2630/16/6/063007}.
+      - Molnár et al., Community Detection in Directed Weighted Networks using
+        Voronoi Partitioning, I{Scientific Reports} 14, 8124 (2024).
+        U{https://doi.org/10.1038/s41598-024-58624-4}.
+
+    @param lengths: edge lengths, or C{None} to consider all edges as having
+      unit length. Voronoi partitioning will use edge lengths equal to
+      lengths / ECC where ECC is the edge clustering coefficient.
+    @param weights: edge weights, or C{None} to consider all edges as having
+      unit weight. Weights are used when selecting generator points, as well
+      as for computing modularity.
+    @param mode: specifies how to use the direction of edges when computing
+      distances from generator points. If C{"out"} (the default), distances
+      from generator points to all other nodes are considered following the
+      direction of edges. If C{"in"}, distances are computed in the reverse
+      direction (i.e., from all nodes to generator points). If C{"all"}, 
+      edge directions are ignored and the graph is treated as undirected.
+      This parameter is ignored for undirected graphs.
+    @param radius: the radius/resolution to use when selecting generator points.
+      The larger this value, the fewer partitions there will be. Pass C{None}
+      to automatically select the radius that maximizes modularity.
+    @return: an appropriate L{VertexClustering} object with an extra attribute
+      called C{generators} (the generator vertices).
+    """
+    # Convert mode string to proper enum value to avoid deprecation warning
+    if isinstance(mode, str):
+        mode_map = {"out": "out", "in": "in", "all": "all", "total": "all"}  # alias
+        if mode.lower() in mode_map:
+            mode = mode_map[mode.lower()]
+        else:
+            raise ValueError(f"Invalid mode '{mode}'. Must be one of: out, in, all")
+    
+    membership, generators, modularity = GraphBase.community_voronoi(graph, lengths, weights, mode, radius)
+
+    params = {"generators": generators}
+    modularity_params = {}
+    if weights is not None:
+        modularity_params["weights"] = weights
+
+    clustering = VertexClustering(
+        graph, membership, modularity=modularity, params=params, modularity_params=modularity_params
+    )
+
+    clustering.generators = generators
+    return clustering
+
+
 def _community_walktrap(graph, weights=None, steps=4):
     """Community detection algorithm of Latapy & Pons, based on random
     walks.
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 5bcb0f7c3..109cad0dd 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -534,6 +534,55 @@ def testSpinglass(self):
                 ok = True
                 break
         self.assertTrue(ok)
+        
+    def testVoronoi(self):
+        # Test 1: Two disconnected cliques - should find exactly 2 communities
+        g = Graph.Full(5) + Graph.Full(5)  # Two separate complete graphs
+        cl = g.community_voronoi()
+
+        # Should find exactly 2 communities
+        self.assertEqual(len(cl), 2)
+
+        # Vertices 0-4 should be in one community, vertices 5-9 in another
+        communities = [set(), set()]
+        for vertex, community in enumerate(cl.membership):
+            communities[community].add(vertex)
+
+        # One community should have vertices 0-4, the other should have 5-9
+        expected_communities = [{0, 1, 2, 3, 4}, {5, 6, 7, 8, 9}]
+        self.assertEqual(
+            set(frozenset(c) for c in communities),
+            set(frozenset(c) for c in expected_communities)
+        )
+
+        # Test 2: Two cliques connected by a single bridge edge
+        g = Graph.Full(4) + Graph.Full(4)
+        g.add_edges([(0, 4)])  # Bridge connecting the two cliques
+
+        cl = g.community_voronoi()
+
+        # Should still find 2 communities (bridge is weak)
+        self.assertEqual(len(cl), 2)
+
+        # Check that vertices within each clique are in the same community
+        # Vertices 0,1,2,3 should be together, and 4,5,6,7 should be together
+        comm_0123 = {cl.membership[i] for i in [0, 1, 2, 3]}
+        comm_4567 = {cl.membership[i] for i in [4, 5, 6, 7]}
+
+        self.assertEqual(len(comm_0123), 1)  # All in same community
+        self.assertEqual(len(comm_4567), 1)  # All in same community
+        self.assertNotEqual(comm_0123, comm_4567)  # Different communities
+
+        # Test 3: Three disconnected triangles
+        g = Graph(9)
+        g.add_edges([(0, 1), (1, 2), (2, 0),  # Triangle 1
+                     (3, 4), (4, 5), (5, 3),  # Triangle 2
+                     (6, 7), (7, 8), (8, 6)]) # Triangle 3
+
+        cl = g.community_voronoi()
+
+        # Should find exactly 3 communities
+        self.assertEqual(len(cl), 3)
 
     def testWalktrap(self):
         g = Graph.Full(5) + Graph.Full(5) + Graph.Full(5)

From 593a263242c74391aa98bdeead647bc3b5f8cb98 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:14:41 +0200
Subject: [PATCH 617/681] ci: do not run numpy and scipy related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 9f5572e79..ddd14b2d8 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y matplotlib
+          pip uninstall -y numpy scipy matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 29852053e719370635948b20756c27ef6228b995 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:24:38 +0200
Subject: [PATCH 618/681] ci: do not run pandas and pillow related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ddd14b2d8..22654b974 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
+          # Uninstall some test dependencies because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib
+          pip uninstall -y numpy scipy matplotlib pandas pillow
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 2f0558e73bd2c2e79fa89f910ca72b79432b002b Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:31:26 +0200
Subject: [PATCH 619/681] ci: another attempt to fix the sanitizer test case

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 22654b974..3bd62dea2 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,10 +335,9 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          pip install --prefer-binary '.[test]'
-          # Uninstall some test dependencies because related tests cause false positives in the
-          # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib pandas pillow
+          # We cannot install the test dependency group because many test dependencies cause
+          # false positives in the sanitizer
+          pip install --prefer-binary networkx pytest pytest-timeout
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 4f6964a26ff1414d3b1f2a8a3367a6ad25b01ec8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:33:34 +0200
Subject: [PATCH 620/681] ci: of course also install igraph itself

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 3bd62dea2..17de35c24 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,6 +338,7 @@ jobs:
           # We cannot install the test dependency group because many test dependencies cause
           # false positives in the sanitizer
           pip install --prefer-binary networkx pytest pytest-timeout
+          pip install -e .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 32f446a117db60617dc69233511d62e7667a03ef Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:14:41 +0200
Subject: [PATCH 621/681] ci: do not run numpy and scipy related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 75b88b40f..6687be989 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall Matplotlib because Matplotlib-related tests cause false positives in the
+          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y matplotlib
+          pip uninstall -y numpy scipy matplotlib
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 66d861f63d7cf587be20dde64609de1c1131534c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:24:38 +0200
Subject: [PATCH 622/681] ci: do not run pandas and pillow related tests with a
 sanitizer either

---
 .github/workflows/build.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 6687be989..bb7d10463 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -336,9 +336,9 @@ jobs:
           IGRAPH_USE_SANITIZERS: 1
         run: |
           pip install --prefer-binary '.[test]'
-          # Uninstall NumPy, SciPy and Matplotlib because related tests cause false positives in the
+          # Uninstall some test dependencies because related tests cause false positives in the
           # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib
+          pip uninstall -y numpy scipy matplotlib pandas pillow
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 99228ab7fae7e5744c80ed04d4d63222566c3eb6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:31:26 +0200
Subject: [PATCH 623/681] ci: another attempt to fix the sanitizer test case

---
 .github/workflows/build.yml | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index bb7d10463..155eee960 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -335,10 +335,9 @@ jobs:
         env:
           IGRAPH_USE_SANITIZERS: 1
         run: |
-          pip install --prefer-binary '.[test]'
-          # Uninstall some test dependencies because related tests cause false positives in the
-          # leak sanitizer checks
-          pip uninstall -y numpy scipy matplotlib pandas pillow
+          # We cannot install the test dependency group because many test dependencies cause
+          # false positives in the sanitizer
+          pip install --prefer-binary networkx pytest pytest-timeout
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From 7e212f9bd090f8bbb8856dbb522af07b6603a620 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 5 Jul 2025 02:33:34 +0200
Subject: [PATCH 624/681] ci: of course also install igraph itself

---
 .github/workflows/build.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 155eee960..25567bef0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -338,6 +338,7 @@ jobs:
           # We cannot install the test dependency group because many test dependencies cause
           # false positives in the sanitizer
           pip install --prefer-binary networkx pytest pytest-timeout
+          pip install -e .
 
       # Only pytest, and nothing else should be run in this section due to the presence of LD_PRELOAD.
       # The ASan/UBSan library versions need to be updated when switching to a newer Ubuntu/GCC.

From b50dc6fab91038f9d1f6d7a6fd05eb3c5381fd78 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Jul 2025 17:24:43 +0200
Subject: [PATCH 625/681] doc: add @ivar fields for Vertex and Edge, refs #813

---
 src/_igraph/edgeobject.c   | 9 +++++++++
 src/_igraph/vertexobject.c | 3 +++
 2 files changed, 12 insertions(+)

diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index ca26c7009..26cefc72c 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -724,6 +724,15 @@ PyDoc_STRVAR(
   "  >>> e[\"weight\"] = 2                  #doctest: +SKIP\n"
   "  >>> print(e[\"weight\"])               #doctest: +SKIP\n"
   "  2\n"
+  "\n"
+  "@ivar source: Source vertex index of this edge\n"
+  "@ivar source_vertex: Source vertex of this edge\n"
+  "@ivar target: Target vertex index of this edge\n"
+  "@ivar target_vertex: Target vertex of this edge\n"
+  "@ivar tuple: Source and target vertex index of this edge as a tuple\n"
+  "@ivar vertex_tuple: Source and target vertex of this edge as a tuple\n"
+  "@ivar index: Index of this edge\n"
+  "@ivar graph: The graph the edge belongs to\t"
 );
 
 int igraphmodule_Edge_register_type() {
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index b15e67d90..baad6b3e9 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -875,6 +875,9 @@ PyDoc_STRVAR(
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
   "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
   "  red\n"
+  "\n"
+  "@ivar index: Index of the vertex\n"
+  "@ivar graph: The graph the vertex belongs to\t"
 );
 
 int igraphmodule_Vertex_register_type() {

From 2a2515709d699bbbf4918c276632a490fca8a8de Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sun, 6 Jul 2025 18:02:00 +0200
Subject: [PATCH 626/681] chore: add some progress info to scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 32ea358d2..af4e2ee45 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -47,6 +47,7 @@ cd ${ROOT_FOLDER}
 
 # Create a virtual environment
 if [ ! -d ".venv" ]; then
+  echo "Creating virtualenv..."
   ${PYTHON:-python3} -m venv .venv
 
   # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
@@ -54,10 +55,12 @@ if [ ! -d ".venv" ]; then
   .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
 else
   # Upgrade pip in the virtualenv
+  echo "Upgrading pip in virtualenv..."
   .venv/bin/pip install -q -U pip wheel
 fi
 
 # Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
+echo "Making sure that all dependencies are up-to-date..."
 .venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
 if [ x$DOC2DASH = x1 ]; then
   .venv/bin/pip install -U doc2dash

From a1b909951f9b6b63698f40329623b1131ba9463a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 8 Jul 2025 11:28:46 +0200
Subject: [PATCH 627/681] build(deps): bump pypa/cibuildwheel from 3.0.0 to
 3.0.1 (#839)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 17de35c24..0dd578565 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -19,14 +19,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -69,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -132,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 554d38ec0062efe5f88d7f627e9d11951eb78095 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 10 Jul 2025 17:25:29 +0200
Subject: [PATCH 628/681] chore: updated C core; some tests will fail now

---
 doc/examples_sphinx-gallery/spanning_trees.py |   2 +-
 src/_igraph/bfsiter.c                         |   2 +-
 src/_igraph/dfsiter.c                         |   2 +-
 src/_igraph/graphobject.c                     | 296 +++++++-----------
 src/_igraph/igraphmodule.c                    |   9 +
 src/_igraph/indexing.c                        |   2 +-
 src/_igraph/vertexobject.c                    |   7 +-
 src/igraph/__init__.py                        |  17 +
 src/igraph/adjacency.py                       |  30 +-
 tests/test_basic.py                           |  27 ++
 tests/test_generators.py                      |   8 +-
 tests/test_isomorphism.py                     |   3 +-
 vendor/source/igraph                          |   2 +-
 13 files changed, 199 insertions(+), 208 deletions(-)

diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index 82f190a8a..ac131cbd3 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -29,7 +29,7 @@
 g = g.permute_vertices(permutation)
 new_layout = g.layout("grid")
 for i in range(36):
-    new_layout[permutation[i]] = layout[i]
+    new_layout[i] = layout[permutation[i]]
 layout = new_layout
 
 # %%
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index e0c976245..15ddf86e3 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -167,7 +167,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
     igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
     igraph_integer_t i, n;
 
-    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
+    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index e8273173c..dbb203f8c 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -192,7 +192,7 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
     /* the values above are returned at at this stage. However, we must
      * prepare for the next iteration by putting the next unvisited
      * neighbor onto the stack */
-    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode)) {
+    if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 0c1401f60..d16d8d2e4 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1317,20 +1317,28 @@ PyObject *igraphmodule_Graph_count_multiple(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dmode_o = Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True, *multiple_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_ALL;
+  igraph_loops_t loops = IGRAPH_LOOPS;
+  igraph_bool_t multiple = 1;
   igraph_integer_t idx;
   igraph_vector_int_t res;
 
-  static char *kwlist[] = { "vertex", "mode", NULL };
+  static char *kwlist[] = { "vertex", "mode", "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &index_o, &dmode_o, &loops_o, &multiple_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops)) {
+    return NULL;
+  }
+
+  multiple = PyObject_IsTrue(multiple_o);
+
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
   }
@@ -1340,7 +1348,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_neighbors(&self->g, &res, idx, dmode)) {
+  if (igraph_neighbors(&self->g, &res, idx, dmode, loops, multiple)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res);
     return NULL;
@@ -1366,20 +1374,25 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
-  PyObject *list, *dmode_o = Py_None, *index_o;
+  PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_OUT;
+  igraph_loops_t loops = IGRAPH_LOOPS;
   igraph_integer_t idx;
   igraph_vector_int_t res;
 
-  static char *kwlist[] = { "vertex", "mode", NULL };
+  static char *kwlist[] = { "vertex", "mode", "loops", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &index_o, &dmode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &index_o, &dmode_o, &loops_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(dmode_o, &dmode)) {
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_loops_t(loops_o, &loops)) {
+    return NULL;
+  }
+
   if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g)) {
     return NULL;
   }
@@ -1389,7 +1402,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_incident(&self->g, &res, idx, dmode)) {
+  if (igraph_incident(&self->g, &res, idx, dmode, loops)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&res);
     return NULL;
@@ -1428,80 +1441,6 @@ PyObject *igraphmodule_Graph_reciprocity(igraphmodule_GraphObject * self,
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
-/** \ingroup python_interface_graph
- * \brief The successors of a given vertex in an \c igraph.Graph
- * This method accepts a single vertex ID as a parameter, and returns the
- * successors of the given vertex in the form of an integer list. It
- * is equivalent to calling \c igraph.Graph.neighbors with \c type=OUT
- *
- * \return the successor list as a Python list object
- * \sa igraph_neighbors
- */
-PyObject *igraphmodule_Graph_successors(igraphmodule_GraphObject * self,
-                                        PyObject * args, PyObject * kwds)
-{
-  PyObject *list, *index_o;
-  igraph_integer_t idx;
-  igraph_vector_int_t res;
-
-  static char *kwlist[] = { "vertex", NULL };
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &index_o))
-    return NULL;
-
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
-    return NULL;
-
-  igraph_vector_int_init(&res, 0);
-  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_OUT)) {
-    igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
-    return NULL;
-  }
-
-  list = igraphmodule_vector_int_t_to_PyList(&res);
-  igraph_vector_int_destroy(&res);
-
-  return list;
-}
-
-/** \ingroup python_interface_graph
- * \brief The predecessors of a given vertex in an \c igraph.Graph
- * This method accepts a single vertex ID as a parameter, and returns the
- * predecessors of the given vertex in the form of an integer list. It
- * is equivalent to calling \c igraph.Graph.neighbors with \c type=IN
- *
- * \return the predecessor list as a Python list object
- * \sa igraph_neighbors
- */
-PyObject *igraphmodule_Graph_predecessors(igraphmodule_GraphObject * self,
-                                          PyObject * args, PyObject * kwds)
-{
-  PyObject *list, *index_o;
-  igraph_integer_t idx;
-  igraph_vector_int_t res;
-
-  static char *kwlist[] = { "vertex", NULL };
-
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O", kwlist, &index_o))
-    return NULL;
-
-  if (igraphmodule_PyObject_to_vid(index_o, &idx, &self->g))
-    return NULL;
-
-  igraph_vector_int_init(&res, 1);
-  if (igraph_neighbors(&self->g, &res, idx, IGRAPH_IN)) {
-    igraphmodule_handle_igraph_error();
-    igraph_vector_int_destroy(&res);
-    return NULL;
-  }
-
-  list = igraphmodule_vector_int_t_to_PyList(&res);
-  igraph_vector_int_destroy(&res);
-
-  return list;
-}
-
 /** \ingroup python_interface_graph
  * \brief Decides whether a graph is connected.
  * \return Py_True if the graph is connected, Py_False otherwise
@@ -1689,30 +1628,24 @@ PyObject *igraphmodule_Graph_diameter(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &diameter,
-          /* from, to, vertex_path, edge_path */
-          0, 0, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (
+    igraph_diameter(&self->g, weights, &diameter,
+      /* from, to, vertex_path, edge_path */
+      0, 0, 0, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      return NULL;
-    }
-    igraph_vector_destroy(weights); free(weights);
-    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT);
-  } else {
-    if (igraph_diameter(&self->g, &diameter,
-          /* from, to, vertex_path, edge_path */
-          0, 0, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
     }
+    return NULL;
+  }
 
-    /* The diameter is integer in this case, except if igraph_diameter()
-     * returned NaN or infinity for some reason */
-    return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
   }
+
+  return igraphmodule_real_t_to_PyObject(diameter, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -1737,30 +1670,33 @@ PyObject *igraphmodule_Graph_get_diameter(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  igraph_vector_int_init(&res, 0);
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, 0,
-          /* from, to, vertex_path, edge_path */
-          0, 0, &res, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (igraph_vector_int_init(&res, 0)) {
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
+
+  if (
+    igraph_diameter(&self->g, weights, 0,
+      /* from, to, vertex_path, edge_path */
+      0, 0, &res, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected)
+    )
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      igraph_vector_int_destroy(&res);
-      return NULL;
     }
+    igraph_vector_int_destroy(&res);
+    return NULL;
+  }
+
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-  } else {
-    if (igraph_diameter(&self->g, 0,
-          /* from, to, vertex_path, edge_path */
-          0, 0, &res, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
   }
 
   result_o = igraphmodule_vector_int_t_to_PyList(&res);
   igraph_vector_int_destroy(&res);
+
   return result_o;
 }
 
@@ -1787,46 +1723,29 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_diameter_dijkstra(&self->g, weights, &len,
-          /* from, to, vertex_path, edge_path */
-          &from, &to, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
+  if (
+    igraph_diameter(
+      &self->g, weights, &len,
+      /* from, to, vertex_path, edge_path */
+      &from, &to, 0, 0,
+      PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected)
+    )
+  ) {
+    igraphmodule_handle_igraph_error();
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      return NULL;
     }
+    return NULL;
+  }
+
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-    if (from >= 0) {
-      return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
-    } else {
-      return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
-    }
-  } else {
-    if (igraph_diameter(&self->g, &len,
-          /* from, to, vertex_path, edge_path */
-          &from, &to, 0, 0,
-          PyObject_IsTrue(dir), PyObject_IsTrue(vcount_if_unconnected))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
+  }
 
-    /* if len is finite and integer (which it typically is, unless it's
-     * infinite), then return a Python int as the third value; otherwise
-     * return a float */
-    if (ceil(len) == len && isfinite(len)) {
-      if (from >= 0) {
-        return Py_BuildValue("nnn", (Py_ssize_t)from, (Py_ssize_t)to, (Py_ssize_t)len);
-      } else {
-        return Py_BuildValue("OOn", Py_None, Py_None, (Py_ssize_t)len);
-      }
-    } else {
-      if (from >= 0) {
-        return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
-      } else {
-        return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
-      }
-    }
+  if (from >= 0) {
+    return Py_BuildValue("nnd", (Py_ssize_t)from, (Py_ssize_t)to, (double)len);
+  } else {
+    return Py_BuildValue("OOd", Py_None, Py_None, (double)len);
   }
 }
 
@@ -2019,7 +1938,7 @@ PyObject *igraphmodule_Graph_radius(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_radius_dijkstra(&self->g, weights, &radius, mode)) {
+  if (igraph_radius(&self->g, weights, &radius, mode)) {
     if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -3095,7 +3014,7 @@ PyObject *igraphmodule_Graph_LCF(PyTypeObject *type,
   if (igraphmodule_PyObject_to_vector_int_t(shifts_o, &shifts))
     return NULL;
 
-  if (igraph_lcf_vector(&g, n, &shifts, repeats)) {
+  if (igraph_lcf(&g, n, &shifts, repeats)) {
     igraph_vector_int_destroy(&shifts);
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -4271,19 +4190,16 @@ PyObject *igraphmodule_Graph_average_path_length(igraphmodule_GraphObject *
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) return NULL;
 
-  if (weights) {
-    if (igraph_average_path_length_dijkstra(&self->g, &res, 0, weights, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+  if (igraph_average_path_length(&self->g, weights, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
+    if (weights) {
       igraph_vector_destroy(weights); free(weights);
-      igraphmodule_handle_igraph_error();
-      return NULL;
     }
+    igraphmodule_handle_igraph_error();
+    return NULL;
+  }
 
+  if (weights) {
     igraph_vector_destroy(weights); free(weights);
-  } else {
-    if (igraph_average_path_length(&self->g, &res, 0, PyObject_IsTrue(directed), PyObject_IsTrue(unconn))) {
-      igraphmodule_handle_igraph_error();
-      return NULL;
-    }
   }
 
   return PyFloat_FromDouble(res);
@@ -5226,7 +5142,7 @@ PyObject *igraphmodule_Graph_eccentricity(igraphmodule_GraphObject* self,
     return NULL;
   }
 
-  if (igraph_eccentricity_dijkstra(&self->g, weights, &res, vs, mode)) {
+  if (igraph_eccentricity(&self->g, weights, &res, vs, mode)) {
     if (weights) {
       igraph_vector_destroy(weights); free(weights);
     }
@@ -7622,7 +7538,7 @@ PyObject *igraphmodule_Graph_motifs_randesu(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t res;
+  igraph_real_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   static char* kwlist[] = {"size", "cut_prob", NULL};
@@ -7649,7 +7565,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(res);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -7660,7 +7576,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_no(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
   igraph_vector_t cut_prob;
-  igraph_integer_t res;
+  igraph_real_t res;
   Py_ssize_t size = 3;
   PyObject* cut_prob_list=Py_None;
   PyObject *sample=Py_None;
@@ -7718,7 +7634,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
   }
   igraph_vector_destroy(&cut_prob);
 
-  return igraphmodule_integer_t_to_PyObject(res);
+  return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT_IF_FRACTIONAL_ELSE_INT);
 }
 
 /** \ingroup python_interface_graph
@@ -14325,24 +14241,21 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_neighbors */
   {"neighbors", (PyCFunction) igraphmodule_Graph_neighbors,
    METH_VARARGS | METH_KEYWORDS,
-   "neighbors(vertex, mode=\"all\")\n--\n\n"
+   "neighbors(vertex, mode=\"all\", loops=\"twice\", multiple=True)\n--\n\n"
    "Returns adjacent vertices to a given vertex.\n\n"
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (C{\"out\"}),\n"
    "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
-   "  graphs."},
-
-  {"successors", (PyCFunction) igraphmodule_Graph_successors,
-   METH_VARARGS | METH_KEYWORDS,
-   "successors(vertex)\n--\n\n"
-   "Returns the successors of a given vertex.\n\n"
-   "Equivalent to calling the L{neighbors()} method with type=C{\"out\"}."},
-
-  {"predecessors", (PyCFunction) igraphmodule_Graph_predecessors,
-   METH_VARARGS | METH_KEYWORDS,
-   "predecessors(vertex)\n--\n\n"
-   "Returns the predecessors of a given vertex.\n\n"
-   "Equivalent to calling the L{neighbors()} method with type=C{\"in\"}."},
+   "  graphs."
+   "@param loops: whether to return loops in I{undirected} graphs once\n"
+   "  (C{\"once\"}), twice (C{\"twice\"}) or not at all (C{\"ignore\"}). C{False}\n"
+   "  is accepted as an alias to C{\"ignore\"} and C{True} is accepted as an\n"
+   "  alias to C{\"twice\"}. For directed graphs, C{\"twice\"} is equivalent\n"
+   "  to C{\"once\"} (except when C{mode} is C{\"all\"} because the graph is\n"
+   "  then treated as undirected).\n"
+   "@param multiple: whether to return endpoints of multiple edges as many\n"
+   "  times as their multiplicities."
+  },
 
   /* interface to igraph_get_eid */
   {"get_eid", (PyCFunction) igraphmodule_Graph_get_eid,
@@ -14386,7 +14299,14 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param vertex: a vertex ID\n"
    "@param mode: whether to return only successors (C{\"out\"}),\n"
    "  predecessors (C{\"in\"}) or both (C{\"all\"}). Ignored for undirected\n"
-   "  graphs."},
+   "  graphs."
+   "@param loops: whether to return loops in I{undirected} graphs once\n"
+   "  (C{\"once\"}), twice (C{\"twice\"}) or not at all (C{\"ignore\"}). C{False}\n"
+   "  is accepted as an alias to C{\"ignore\"} and C{True} is accepted as an\n"
+   "  alias to C{\"twice\"}. For directed graphs, C{\"twice\"} is equivalent\n"
+   "  to C{\"once\"} (except when C{mode} is C{\"all\"} because the graph is\n"
+   "  then treated as undirected).\n"
+  },
 
   //////////////////////
   // GRAPH GENERATORS //
@@ -16230,8 +16150,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "permute_vertices(permutation)\n--\n\n"
    "Permutes the vertices of the graph according to the given permutation\n"
    "and returns the new graph.\n\n"
-   "Vertex M{k} of the original graph will become vertex M{permutation[k]}\n"
-   "in the new graph. No validity checks are performed on the permutation\n"
+   "Vertex M{k} of the new graph will belong to vertex M{permutation[k]}\n"
+   "in the original graph. No validity checks are performed on the permutation\n"
    "vector.\n\n"
    "@return: the new graph\n"
   },
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index f7ca0490a..db265aa6e 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1031,6 +1031,7 @@ PyObject* PyInit__igraph(void)
   PyObject* m;
   static void *PyIGraph_API[PyIGraph_API_pointers];
   PyObject *c_api_object;
+  igraph_error_t retval;
 
   /* Prevent linking 64-bit igraph to 32-bit Python */
   PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_integer_t) >= sizeof(Py_ssize_t));
@@ -1043,6 +1044,14 @@ PyObject* PyInit__igraph(void)
     INITERROR;
   }
 
+  /* Initialize the igraph library */
+  retval = igraph_setup();
+  if (retval != IGRAPH_SUCCESS) {
+    PyErr_Format(PyExc_RuntimeError, "Failed to initialize the C core of "
+        "the igraph library, code: %d", retval);
+    INITERROR;
+  }
+
   /* Run basic initialization of the pyhelpers.c module */
   if (igraphmodule_helpers_init()) {
     INITERROR;
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index 5643cabba..f5f30884b 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -142,7 +142,7 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
     /* Simple case: all edges */
     IGRAPH_PYCHECK(igraph_vector_int_init(&eids, 0));
     IGRAPH_FINALLY(igraph_vector_int_destroy, &eids);
-    IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode));
+    IGRAPH_PYCHECK(igraph_incident(graph, &eids, from, neimode, IGRAPH_LOOPS));
 
     n = igraph_vector_int_size(&eids);
     result = igraphmodule_PyList_Zeroes(igraph_vcount(graph));
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index b15e67d90..3760bb81d 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -840,10 +840,10 @@ PyMethodDef igraphmodule_Vertex_methods[] = {
   GRAPH_PROXY_METHOD_SPEC(neighbors, "neighbors"),
   GRAPH_PROXY_METHOD_SPEC_3(outdegree, "outdegree"),
   GRAPH_PROXY_METHOD_SPEC_3(pagerank, "pagerank"),
-  GRAPH_PROXY_METHOD_SPEC(predecessors, "predecessors"),
+  GRAPH_PROXY_METHOD_SPEC_3(predecessors, "predecessors"),
   GRAPH_PROXY_METHOD_SPEC(personalized_pagerank, "personalized_pagerank"),
   GRAPH_PROXY_METHOD_SPEC(strength, "strength"),
-  GRAPH_PROXY_METHOD_SPEC(successors, "successors"),
+  GRAPH_PROXY_METHOD_SPEC_3(successors, "successors"),
   {NULL}
 };
 
@@ -875,6 +875,9 @@ PyDoc_STRVAR(
   "  >>> v[\"color\"] = \"red\"                  #doctest: +SKIP\n"
   "  >>> print(v[\"color\"])                     #doctest: +SKIP\n"
   "  red\n"
+  "\n"
+  "@ivar index: Index of the vertex\n"
+  "@ivar graph: The graph the vertex belongs to\n"
 );
 
 int igraphmodule_Vertex_register_type() {
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 78786b980..16f41d6ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -582,6 +582,23 @@ def is_weighted(self):
         """
         return "weight" in self.edge_attributes()
 
+    #############################################
+    # Neighbors
+
+    def predecessors(self, vertex, loops=True, multiple=True):
+        """Returns the predecessors of a given vertex.
+
+        Equivalent to calling the L{Graph.neighbors()} method with mode=C{\"in\"}.
+        """
+        return self.neighbors(vertex, mode="in", loops=loops, multiple=multiple)
+
+    def successors(self, vertex, loops=True, multiple=True):
+        """Returns the successors of a given vertex.
+
+        Equivalent to calling the L{Graph.neighbors()} method with mode=C{\"out\"}.
+        """
+        return self.neighbors(vertex, mode="out", loops=loops, multiple=multiple)
+
     #############################################
     # Vertex and edge sequence
     @property
diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index b38889c81..f941ec822 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -120,19 +120,27 @@ def _get_adjacency_sparse(self, attribute=None):
     return mtx
 
 
-def _get_adjlist(self, mode="out"):
+def _get_adjlist(self, mode="out", loops="twice", multiple=True):
     """Returns the adjacency list representation of the graph.
 
     The adjacency list representation is a list of lists. Each item of the
     outer list belongs to a single vertex of the graph. The inner list
     contains the neighbors of the given vertex.
 
-    @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
+    @param mode: if C{"out"}, returns the successors of the vertex. If
+      C{"in"}, returns the predecessors of the vertex. If C{"all"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
+    @param loops: whether to return loops in I{undirected} graphs once
+      (C{"once"}), twice (C{"twice"}) or not at all (C{"ignore"}). C{False}
+      is accepted as an alias to C{"ignore"} and C{True} is accepted as an
+      alias to C{"twice"}. For directed graphs, C{"twice"} is equivalent
+      to C{"once"} (except when C{mode} is C{"all"} because the graph is
+      then treated as undirected).
+    @param multiple: whether to return endpoints of multiple edges as many
+      times as their multiplicities.
     """
-    return [self.neighbors(idx, mode) for idx in range(self.vcount())]
+    return [self.neighbors(idx, mode, loops, multiple) for idx in range(self.vcount())]
 
 
 def _get_biadjacency(graph, types="type", *args, **kwds):
@@ -153,7 +161,7 @@ def _get_biadjacency(graph, types="type", *args, **kwds):
     return super(Graph, graph).get_biadjacency(types, *args, **kwds)
 
 
-def _get_inclist(graph, mode="out"):
+def _get_inclist(graph, mode="out", loops="twice"):
     """Returns the incidence list representation of the graph.
 
     The incidence list representation is a list of lists. Each
@@ -161,9 +169,15 @@ def _get_inclist(graph, mode="out"):
     The inner list contains the IDs of the incident edges of the
     given vertex.
 
-    @param mode: if C{\"out\"}, returns the successors of the vertex. If
-      C{\"in\"}, returns the predecessors of the vertex. If C{\"all\"}, both
+    @param mode: if C{"out"}, returns the successors of each vertex. If
+      C{"in"}, returns the predecessors of each vertex. If C{"all"}, both
       the predecessors and the successors will be returned. Ignored
       for undirected graphs.
+    @param loops: whether to return loops in I{undirected} graphs once
+      (C{"once"}), twice (C{"twice"}) or not at all (C{"ignore"}). C{False}
+      is accepted as an alias to C{"ignore"} and C{True} is accepted as an
+      alias to C{"twice"}. For directed graphs, C{"twice"} is equivalent
+      to C{"once"} (except when C{mode} is C{"all"} because the graph is
+      then treated as undirected).
     """
-    return [graph.incident(idx, mode) for idx in range(graph.vcount())]
+    return [graph.incident(idx, mode, loops) for idx in range(graph.vcount())]
diff --git a/tests/test_basic.py b/tests/test_basic.py
index ddda4f2d2..35d511b1b 100644
--- a/tests/test_basic.py
+++ b/tests/test_basic.py
@@ -350,6 +350,20 @@ def testAdjacency(self):
         self.assertTrue(g.get_adjlist(IN) == [[2], [0], [1], [2]])
         self.assertTrue(g.get_adjlist(ALL) == [[1, 2], [0, 2], [0, 1, 3], [2]])
 
+    def testAdjacencyWithLoopsAndMultiEdges(self):
+        g = Graph(4, [(0, 0), (0, 1), (1, 2), (2, 0), (2, 3), (2, 3), (3, 3), (3, 3)], directed=True)
+
+        self.assertTrue(g.neighbors(2) == [0, 1, 3, 3])
+        self.assertTrue(g.predecessors(2) == [1])
+        self.assertTrue(g.successors(2) == [0, 3, 3])
+
+        self.assertTrue(g.get_adjlist() == [[0, 1], [2], [0, 3, 3], [3, 3]])
+        self.assertTrue(g.get_adjlist(IN) == [[0, 2], [0], [1], [2, 2, 3, 3]])
+        self.assertTrue(g.get_adjlist(ALL) == [[0, 0, 1, 2], [0, 2], [0, 1, 3, 3], [2, 2, 3, 3, 3, 3]])
+
+        self.assertTrue(g.get_adjlist(ALL, loops="once") == [[0, 1, 2], [0, 2], [0, 1, 3, 3], [2, 2, 3, 3]])
+        self.assertTrue(g.get_adjlist(ALL, loops="once", multiple=False) == [[0, 1, 2], [0, 2], [0, 1, 3], [2, 3]])
+
     def testEdgeIncidence(self):
         g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3)], directed=True)
         self.assertTrue(g.incident(2) == [2, 3])
@@ -359,6 +373,19 @@ def testEdgeIncidence(self):
         self.assertTrue(g.get_inclist(IN) == [[2], [0], [1], [3]])
         self.assertTrue(g.get_inclist(ALL) == [[0, 2], [0, 1], [2, 1, 3], [3]])
 
+    def testEdgeIncidenceWithLoopsAndMultiEdges(self):
+        g = Graph(4, [(0, 1), (1, 2), (2, 0), (2, 3), (2, 3), (0, 0), (3, 3), (3, 3)], directed=True)
+
+        self.assertTrue(g.incident(2) == [2, 4, 3])
+        self.assertTrue(g.incident(2, IN) == [1])
+        self.assertTrue(g.incident(2, ALL) == [2, 1, 4, 3])
+
+        self.assertTrue(g.get_inclist() == [[5, 0], [1], [2, 4, 3], [7, 6]])
+        self.assertTrue(g.get_inclist(IN) == [[5, 2], [0], [1], [4, 3, 7, 6]])
+        self.assertTrue(g.get_inclist(ALL) == [[5, 5, 0, 2], [0, 1], [2, 1, 4, 3], [4, 3, 7, 7, 6, 6]])
+
+        self.assertTrue(g.get_inclist(ALL, loops="once") == [[5, 0, 2], [0, 1], [2, 1, 4, 3], [4, 3, 7, 6]])
+
     def testMultiplesLoops(self):
         g = Graph.Tree(7, 2)
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 3925eb7bd..feac15d50 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -537,14 +537,14 @@ def testAdjacencyNumPyLoopHandling(self):
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (1, 3), (2, 2), (2, 2)])
 
         # ADJ UPPER
         g = Graph.Adjacency(mat, mode="upper", loops="twice")
         el = g.get_edgelist()
         self.assertFalse(g.is_directed())
         self.assertEqual(4, g.vcount())
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2)])
+        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (2, 2), (2, 2)])
 
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat, loops=False)
@@ -705,7 +705,7 @@ def testWeightedAdjacency(self):
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
-        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
     @unittest.skipIf(np is None, "test case depends on NumPy")
     def testWeightedAdjacencyNumPy(self):
@@ -731,7 +731,7 @@ def testWeightedAdjacencyNumPy(self):
         g = Graph.Weighted_Adjacency(mat, attr="w0", loops="twice")
         el = g.get_edgelist()
         self.assertListEqual(el, [(1, 0), (0, 1), (3, 1), (0, 2), (2, 2)])
-        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 1.25])
+        self.assertListEqual(g.es["w0"], [2, 1, 1, 2, 2.5])
 
     @unittest.skipIf(
         (sparse is None) or (np is None), "test case depends on NumPy/SciPy"
diff --git a/tests/test_isomorphism.py b/tests/test_isomorphism.py
index c1150da63..7984e9b34 100644
--- a/tests/test_isomorphism.py
+++ b/tests/test_isomorphism.py
@@ -359,6 +359,7 @@ def testCanonicalPermutation(self):
         perm = list(range(10))
         shuffle(perm)
         g2 = g.permute_vertices(perm)
+        self.assertTrue(g.isomorphic(g2))
         g3 = g.permute_vertices(g.canonical_permutation())
         g4 = g2.permute_vertices(g2.canonical_permutation())
 
@@ -400,7 +401,7 @@ def testPermuteVertices(self):
                 (7, 4),
             ],
         )
-        _, _, mapping = g1.isomorphic_vf2(g2, return_mapping_21=True)
+        _, mapping, _ = g1.isomorphic_vf2(g2, return_mapping_12=True)
         g3 = g2.permute_vertices(mapping)
         self.assertTrue(g3.vcount() == g2.vcount() and g3.ecount() == g2.ecount())
         self.assertTrue(set(g3.get_edgelist()) == set(g1.get_edgelist()))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index e101e1597..4301f6e76 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit e101e15975b6b07eaae33390005a5637d23debce
+Subproject commit 4301f6e769d7326da4fdea19a5f5c805990e395f

From fde5ba83d437a420f1bdc3e7754370c9f7a34ed6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Jul 2025 16:34:06 +0200
Subject: [PATCH 629/681] ci: ninja is auto-installed in the macOS image

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 25567bef0..87cefcde0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -3,6 +3,7 @@ name: Build and test
 
 on: [push, pull_request]
 env:
+  CIBW_ENABLE: pypy
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
   CIBW_SKIP: "cp38-* pp38-*"
@@ -118,7 +119,7 @@ jobs:
 
       - name: Install OS dependencies
         if: steps.cache-c-core.outputs.cache-hit != 'true' || steps.cache-c-deps.outputs.cache-hit != 'true' # Only needed when building the C core or libomp
-        run: brew install ninja autoconf automake libtool
+        run: brew install autoconf automake libtool
 
       - name: Install OpenMP library
         if: steps.cache-c-deps.outputs.cache-hit != 'true'

From 4ff5c92d4349e6021dacb98be0b65720b8d687f5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 18 Jul 2025 17:54:33 +0200
Subject: [PATCH 630/681] ci: use CIBW_PROJECT_REQUIRES_PYTHON

---
 .github/workflows/build.yml | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 87cefcde0..687ddf04b 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,8 +5,8 @@ on: [push, pull_request]
 env:
   CIBW_ENABLE: pypy
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
+  CIBW_PROJECT_REQUIRES_PYTHON: ">=3.9"
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp38-* pp38-*"
   PYTEST_TIMEOUT: 60
 
 jobs:
@@ -24,7 +24,6 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
-          CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
         uses: pypa/cibuildwheel@v3.0.0
@@ -53,7 +52,6 @@ jobs:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
-          CIBW_ENABLE: pypy
 
       - uses: actions/upload-artifact@v4
         with:
@@ -137,7 +135,6 @@ jobs:
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
-          CIBW_ENABLE: pypy
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
@@ -243,7 +240,6 @@ jobs:
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"
-          CIBW_ENABLE: pypy
           CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more

From 104c0801fe67fdde4cb458ef82afea9b2257deb4 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 19 Jul 2025 15:41:51 +0200
Subject: [PATCH 631/681] fix: fixed failing unit tests, now we are up-to-date
 again with the develop branch of the C core

---
 src/_igraph/graphobject.c         |  2 +-
 src/igraph/operators/functions.py | 18 ++++++++++++++----
 vendor/source/igraph              |  2 +-
 3 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index d16d8d2e4..6583a540f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -10144,7 +10144,7 @@ PyObject *igraphmodule_Graph_canonical_permutation(
   if (igraphmodule_attrib_to_vector_int_t(color_o, self, &color,
       ATTRIBUTE_TYPE_VERTEX)) return NULL;
 
-  retval = igraph_canonical_permutation_bliss(&self->g, color, &labeling, sh, 0);
+  retval = igraph_canonical_permutation(&self->g, color, &labeling);
 
   if (color) { igraph_vector_int_destroy(color); free(color); }
 
diff --git a/src/igraph/operators/functions.py b/src/igraph/operators/functions.py
index b305f5cb8..4ba3ede43 100644
--- a/src/igraph/operators/functions.py
+++ b/src/igraph/operators/functions.py
@@ -158,7 +158,7 @@ def union(graphs, byname="auto"):
         raise RuntimeError(
             f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
         )
-    # Now we know that byname is only used is all graphs are named
+    # Now we know that byname is only used if all graphs are named
 
     # Trivial cases
     if ngr == 0:
@@ -184,7 +184,12 @@ def union(graphs, byname="auto"):
             # Reorder vertices to match uninames
             # vertex k -> p[k]
             permutation = [permutation_map[x] for x in ng.vs["name"]]
-            ng = ng.permute_vertices(permutation)
+
+            # permute_vertices() needs the inverse permutation
+            inv_permutation = [0] * len(permutation)
+            for i, x in enumerate(permutation):
+                inv_permutation[x] = i
+            ng = ng.permute_vertices(inv_permutation)
 
             newgraphs.append(ng)
     else:
@@ -353,7 +358,7 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
         raise RuntimeError(
             f"Some graphs are not named (got {n_named} named, {ngr-n_named} unnamed)"
         )
-    # Now we know that byname is only used is all graphs are named
+    # Now we know that byname is only used if all graphs are named
 
     # Trivial cases
     if ngr == 0:
@@ -389,7 +394,12 @@ def intersection(graphs, byname="auto", keep_all_vertices=True):
             # Reorder vertices to match uninames
             # vertex k -> p[k]
             permutation = [permutation_map[x] for x in ng.vs["name"]]
-            ng = ng.permute_vertices(permutation)
+
+            # permute_vertices() needs the inverse permutation
+            inv_permutation = [0] * len(permutation)
+            for i, x in enumerate(permutation):
+                inv_permutation[x] = i
+            ng = ng.permute_vertices(inv_permutation)
 
             newgraphs.append(ng)
     else:
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 4301f6e76..0f9ba000d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 4301f6e769d7326da4fdea19a5f5c805990e395f
+Subproject commit 0f9ba000d4cd6452a81feb593e93042235f3199f

From 132c0c79c0add4d5e2905babce59f20f7a7708d8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 20 Jul 2025 13:34:41 +0800
Subject: [PATCH 632/681] minor cleanup / rewrite for conciseness

---
 .../stochastic_variability.py                 | 155 ++++++++++--------
 1 file changed, 85 insertions(+), 70 deletions(-)

diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index 944f82118..ea126aecf 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -5,52 +5,61 @@
 Stochastic Variability in Community Detection Algorithms
 =========================================================
 
-This example demonstrates the variability of stochastic community detection methods by analyzing the consistency of multiple partitions using similarity measures normalized mutual information (NMI), variation of information (VI), rand index (RI) on both random and structured graphs.
+This example demonstrates the use of stochastic community detection methods to check whether a network possesses a strong community structure, and whether the partitionings we obtain are meaningul. Many community detection algorithms are randomized, and return somewhat different results after each run, depending on the random seed that was set. When there is a robust community structure, we expect these results to be similar to each other. When the community structure is weak or non-existent, the results may be noisy and highly variable. We will employ several partion similarity measures to analyse the consistency of the results, including the normalized mutual information (NMI), the variation of information (VI), and the Rand index (RI).
 
 """
 # %%
-# Import libraries
 import igraph as ig
 import matplotlib.pyplot as plt
 import itertools
+import random
 
 # %%
-# First, we generate a graph.
-# Load the karate club network
+# .. note::
+#   We set a random seed to ensure that the results look exactly the same in
+#   the gallery. You don't need to do this when exploring randomness.
+random.seed(42)
+
+# %%
+# We will use Zachary's karate club dataset [1]_, a classic example of a network
+# with a strong community structure:
 karate = ig.Graph.Famous("Zachary")
   
 # %%
-#For the random graph, we use an Erdős-Rényi :math:`G(n, m)` model, where 'n' is the number of nodes 
-#and 'm' is the number of edges. We set 'm' to match the edge count of the empirical (Karate Club) 
-#network to ensure structural similarity in terms of connectivity, making comparisons meaningful.
-n_nodes = karate.vcount()
-n_edges = karate.ecount()
-#Generate an Erdős-Rényi graph with the same number of nodes and edges
-random_graph = ig.Graph.Erdos_Renyi(n=n_nodes, m=n_edges)
+# We will compare it to an an Erdős-Rényi :math:`G(n, m)` random network having
+# the same number of vertices and edges. The parameters 'n' and 'm' refer to the
+# vertex and edge count, respectively. Since this is a random network, it should
+# have no community structure.
+random_graph = ig.Graph.Erdos_Renyi(n=karate.vcount(), m=karate.ecount())
 
 # %%
-# Now, lets plot the graph to visually understand them.
+# First, let us plot the two networks for a visual comparison:
 
 # Create subplots
-fig, axes = plt.subplots(1, 2, figsize=(12, 6))
+fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={'aspect': 'equal'})
 
-# Karate Club Graph
-layout_karate = karate.layout("fr")
+# Karate club network
 ig.plot(
-    karate, layout=layout_karate, target=axes[0], vertex_size=30, vertex_color="lightblue", edge_width=1,
-    vertex_label=[str(v.index) for v in karate.vs], vertex_label_size=10
+    karate, target=axes[0], 
+    vertex_color="lightblue", vertex_size=30,
+    vertex_label=range(karate.vcount()), vertex_label_size=10,
+    edge_width=1
 )
-axes[0].set_title("Karate Club Network")
+axes[0].set_title("Karate club network")
 
-# Erdős-Rényi Graph
-layout_random = random_graph.layout("fr")
+# Random network
 ig.plot(
-    random_graph, layout=layout_random, target=axes[1], vertex_size=30, vertex_color="lightcoral", edge_width=1,
-    vertex_label=[str(v.index) for v in random_graph.vs], vertex_label_size=10
+    random_graph, target=axes[1], 
+    vertex_color="lightcoral", vertex_size=30,
+    vertex_label=range(random_graph.vcount()), vertex_label_size=10,
+    edge_width=1
 )
-axes[1].set_title("Erdős-Rényi Random Graph")
+axes[1].set_title("Erdős-Rényi random network")
+
+plt.show()
+
 # %%
-# Function to compute similarity between partitions
+# Function to compute similarity between partitions using various methods:
 def compute_pairwise_similarity(partitions, method):
     similarities = []
     
@@ -61,74 +70,80 @@ def compute_pairwise_similarity(partitions, method):
     return similarities
 
 # %%
-# We have used, stochastic community detection using the Louvain method, iteratively generating partitions and computing similarity metrics to assess stability.
-# The Louvain method is a modularity maximization approach for community detection. 
-# Since exact modularity maximization is NP-hard, the algorithm employs a greedy heuristic that processes vertices in a random order. 
-# This randomness leads to variations in the detected communities across different runs, which is why results may differ each time the method is applied.
-def run_experiment(graph, iterations=50):
-    partitions = [graph.community_multilevel().membership for _ in range(iterations)]
+# The Leiden method, accessible through :meth:`igraph.Graph.community_leiden()`,
+# is a modularity maximization approach for community detection.  Since exact
+# modularity maximization is NP-hard, the algorithm employs a greedy heuristic
+# that processes vertices in a random order.  This randomness leads to
+# variation in the detected communities across different runs, which is why
+# results may differ each time the method is applied. The following function
+# runs the Leiden algorithm multiple times:
+def run_experiment(graph, iterations=100):
+    partitions = [graph.community_leiden(objective_function='modularity').membership for _ in range(iterations)]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
 # %%
-# Run experiments
+# Run the experiment on both networks:
 nmi_karate, vi_karate, ri_karate = run_experiment(karate)
 nmi_random, vi_random, ri_random = run_experiment(random_graph)
 
 # %%
-# Lastly, lets plot probability density histograms to understand the result.
-fig, axes = plt.subplots(3, 2, figsize=(12, 10))
+# Finally, let us plot histograms of the pairwise similarities of the obtained
+# partitionings to understand the result:
+fig, axes = plt.subplots(2, 3, figsize=(12, 6))
 measures = [
-    (nmi_karate, nmi_random, "NMI", 0, 1),  # Normalized Mutual Information (0-1, higher = more similar)
-    (vi_karate, vi_random, "VI", 0, None),  # Variation of Information (0+, lower = more similar)
-    (ri_karate, ri_random, "RI", 0, 1),  # Rand Index (0-1, higher = more similar)
+    # Normalized Mutual Information (0-1, higher = more similar)
+    (nmi_karate, nmi_random, "NMI", 0, 1),
+    # Variation of Information (0+, lower = more similar)
+    (vi_karate, vi_random, "VI", 0, max(vi_karate + vi_random)),
+    # Rand Index (0-1, higher = more similar)
+    (ri_karate, ri_random, "RI", 0, 1),
 ]
 colors = ["red", "blue", "green"]
 
 for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
-    # Karate Club histogram
-    axes[i][0].hist(
-        karate_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
-        density=True  # Probability density
+    # Karate club histogram
+    axes[0][i].hist(
+        karate_scores, bins=20, range=(lower, upper),
+        density=True,  # Probability density
+        alpha=0.7, color=colors[i], edgecolor="black"
     )
-    axes[i][0].set_title(f"Probability Density of {measure} - Karate Club Network")
-    axes[i][0].set_xlabel(f"{measure} Score")
-    axes[i][0].set_ylabel("Density")
-    axes[i][0].set_xlim(lower, upper)  # Set axis limits explicitly
-
-    # Erdős-Rényi Graph histogram
-    axes[i][1].hist(
-        random_scores, bins=20, alpha=0.7, color=colors[i], edgecolor="black",
-        density=True
+    axes[0][i].set_title(f"{measure} - Karate club network")
+    axes[0][i].set_xlabel(f"{measure} score")
+    axes[0][i].set_ylabel("PDF")
+
+    # Random network histogram
+    axes[1][i].hist(
+        random_scores, bins=20, range=(lower, upper), density=True,
+        alpha=0.7, color=colors[i], edgecolor="black"
     )
-    axes[i][1].set_title(f"Probability Density of {measure} - Erdős-Rényi Graph")
-    axes[i][1].set_xlabel(f"{measure} Score")
-    axes[i][1].set_xlim(lower, upper)  # Set axis limits explicitly
+    axes[1][i].set_title(f"{measure} - Random network")
+    axes[1][i].set_xlabel(f"{measure} score")
+    axes[0][i].set_ylabel("PDF")
 
 plt.tight_layout()
 plt.show()
 
 # %%
-# We have compared the probability density of NMI, VI, and RI for the Karate Club network (structured) and an Erdős-Rényi random graph.
+# We have compared the pairwise similarities using the NMI, VI, and RI measures
+# between partitonings obtained for the karate club network (strong community
+# structure) and a comparable random graph (which lacks communities).
 #
-# **NMI (Normalized Mutual Information):**
-# 
-# - Karate Club Network: The distribution is concentrated near 1, indicating high similarity across multiple runs, suggesting stable community detection.
-# - Erdős-Rényi Graph: The values are more spread out, with lower NMI scores, showing inconsistent partitions due to the lack of clear community structures.
+# The Normalized Mutual Information (NMI) and Rand Index (RI) both quantify
+# similarity, and take values from :math:`[0,1]`. Higher values indicate more
+# similar partitionings, with a value of 1 attained when the partitionings are
+# identical.
 #
-# **VI (Variation of Information):**
+# The Variation of Information (VI) is a distance measure. It takes values from
+# :math:`[0,\infty]`, with lower values indicating higher similarities. Identical
+# partitionings have a distance of zero.
 #
-# - Karate Club Network: The values are low and clustered, indicating stable partitioning with minor variations across runs.
-# - Erdős-Rényi Graph: The distribution is broader and shifted toward higher VI values, meaning higher partition variability and less consistency.
-#
-# **RI (Rand Index):**
-#
-# - Karate Club Network: The RI values are high and concentrated near 1, suggesting consistent clustering results across multiple iterations.
-# - Erdős-Rényi Graph: The distribution is more spread out, but with lower RI values, confirming unstable community detection.
-#
-# **Conclusion**
-# 
-# The Karate Club Network exhibits strong, well-defined community structures, leading to consistent results across runs.  
-# The Erdős-Rényi Graph, being random, lacks clear communities, causing high variability in detected partitions.
\ No newline at end of file
+# For the karate club network, NMI and RI value are concentrated near 1, while
+# VI is concentrated near 0, suggesting a robust community structure. In contrast
+# the values obtained for the random network are much more spread out, showing
+# inconsistent partitionings due to the lack of a clear community structure.
+
+# %%
+# .. [1] W. Zachary: "An Information Flow Model for Conflict and Fission in Small Groups". Journal of Anthropological Research 33, no. 4 (1977): 452–73. https://www.jstor.org/stable/3629752

From ad0182a0dd1574c2f0965409639e2675f7b9e909 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Jul 2025 12:51:13 +0200
Subject: [PATCH 633/681] doc: updated built-in help of scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index af4e2ee45..1d94d3c32 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -15,7 +15,7 @@ DOC2DASH=0
 LINKCHECK=0
 CLEAN=0
 
-while getopts ":scjdl" OPTION; do
+while getopts ":cdl" OPTION; do
   case $OPTION in
   c)
     CLEAN=1
@@ -27,7 +27,11 @@ while getopts ":scjdl" OPTION; do
     LINKCHECK=1
     ;;
   \?)
-    echo "Usage: $0 [-sjd]"
+    echo "Usage: $0 [-cdl]"
+    echo ""
+    echo "-c: clean and force a full rebuild of the documentation"
+    echo "-d: generate Dash docset with doc2dash"
+    echo "-l: check the generated documentation for broken links"
     exit 1
     ;;
   esac

From bddaefb8d45efc0c22d97e0a21cd847d69ab1299 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 26 Jul 2025 16:29:49 +0800
Subject: [PATCH 634/681] chore: update C core

---
 src/_igraph/graphobject.c   | 2 +-
 tests/test_decomposition.py | 2 +-
 vendor/source/igraph        | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6583a540f..bacd006d6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -534,7 +534,7 @@ PyObject *igraphmodule_Graph_is_maximal_matching(igraphmodule_GraphObject* self,
 PyObject *igraphmodule_Graph_is_simple(igraphmodule_GraphObject* self, PyObject* Py_UNUSED(_null)) {
   igraph_bool_t res;
 
-  if (igraph_is_simple(&self->g, &res)) {
+  if (igraph_is_simple(&self->g, &res, IGRAPH_DIRECTED)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
diff --git a/tests/test_decomposition.py b/tests/test_decomposition.py
index 109cad0dd..e9cb73ddc 100644
--- a/tests/test_decomposition.py
+++ b/tests/test_decomposition.py
@@ -335,7 +335,7 @@ def testFluidCommunities(self):
     def testInfomap(self):
         g = Graph.Famous("zachary")
         cl = g.community_infomap()
-        self.assertAlmostEqual(cl.codelength, 4.60605, places=3)
+        self.assertAlmostEqual(cl.codelength, 4.31179, places=3)
         self.assertAlmostEqual(cl.q, 0.40203, places=3)
         self.assertMembershipsEqual(
             cl,
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0f9ba000d..0119d1f0b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0f9ba000d4cd6452a81feb593e93042235f3199f
+Subproject commit 0119d1f0b2fca021eefac9e1aceba09f1b294808

From f1d7932ab3b80559a896ae25c20fd67e75eecf6e Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 26 Jul 2025 22:42:21 +0200
Subject: [PATCH 635/681] fix: add missing type check for
 umap_compute_weights()

---
 src/_igraph/igraphmodule.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 97864f61e..896e2e801 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -687,7 +687,7 @@ PyObject *igraphmodule_umap_compute_weights(
   PyObject *result_o;
   igraphmodule_GraphObject * graph;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &dist_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!O", kwlist, igraphmodule_GraphType, &graph_o, &dist_o))
     return NULL;
 
   /* Initialize distances */

From 2643836370f6cc0d69d872219988816bbf4c33a6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 8 Jul 2025 11:28:46 +0200
Subject: [PATCH 636/681] build(deps): bump pypa/cibuildwheel from 3.0.0 to
 3.0.1 (#839)

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 687ddf04b..d80f0bed9 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -20,13 +20,13 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -68,7 +68,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -131,7 +131,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -236,7 +236,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.0
+        uses: pypa/cibuildwheel@v3.0.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From d452ad6dc5c6043532ecb7e83c9dcdae4ac8626a Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 24 Jul 2025 12:51:13 +0200
Subject: [PATCH 637/681] doc: updated built-in help of scripts/mkdoc.sh

---
 scripts/mkdoc.sh | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index af4e2ee45..1d94d3c32 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -15,7 +15,7 @@ DOC2DASH=0
 LINKCHECK=0
 CLEAN=0
 
-while getopts ":scjdl" OPTION; do
+while getopts ":cdl" OPTION; do
   case $OPTION in
   c)
     CLEAN=1
@@ -27,7 +27,11 @@ while getopts ":scjdl" OPTION; do
     LINKCHECK=1
     ;;
   \?)
-    echo "Usage: $0 [-sjd]"
+    echo "Usage: $0 [-cdl]"
+    echo ""
+    echo "-c: clean and force a full rebuild of the documentation"
+    echo "-d: generate Dash docset with doc2dash"
+    echo "-l: check the generated documentation for broken links"
     exit 1
     ;;
   esac

From 7ce2f90f57dc1a365cb7d79ddabe1d7c38b504ae Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 26 Jul 2025 22:42:21 +0200
Subject: [PATCH 638/681] fix: add missing type check for
 umap_compute_weights()

---
 src/_igraph/igraphmodule.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index db265aa6e..4bac0f081 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -683,7 +683,7 @@ PyObject *igraphmodule_umap_compute_weights(
   PyObject *result_o;
   igraphmodule_GraphObject * graph;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &dist_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!O", kwlist, igraphmodule_GraphType, &graph_o, &dist_o))
     return NULL;
 
   /* Initialize distances */

From ad4a3f5a89736e4f544f06ff528f7aadf70a4b17 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 27 Jul 2025 11:03:49 +0800
Subject: [PATCH 639/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 0119d1f0b..9ce1e1695 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 0119d1f0b2fca021eefac9e1aceba09f1b294808
+Subproject commit 9ce1e169536382e23e02d7310073adfe3bc2a9f5

From 81e789df81c37ee75017fb874081ede95242068e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sat, 26 Jul 2025 17:00:37 +0800
Subject: [PATCH 640/681] feat: align_layout()

---
 src/_igraph/igraphmodule.c | 36 ++++++++++++++++++++++++++++++++++++
 src/igraph/__init__.py     |  1 +
 src/igraph/layout.py       | 22 ++++++++++++++++++++++
 3 files changed, 59 insertions(+)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 4bac0f081..0af15fed4 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -227,6 +227,38 @@ PyObject* igraphmodule_set_status_handler(PyObject* self, PyObject* o) {
   Py_RETURN_NONE;
 }
 
+PyObject* igraphmodule_align_layout(PyObject* self, PyObject* args, PyObject* kwds) {
+  static char* kwlist[] = {"graph", "layout", NULL};
+  PyObject *graph_o, *layout_o;
+  PyObject *res;
+  igraph_t *graph;
+  igraph_matrix_t layout;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &graph_o, &layout_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_igraph_t(graph_o, &graph)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_matrix_t(layout_o, &layout, "layout")) {
+    return NULL;
+  }
+
+  if (igraph_layout_align(graph, &layout)) {
+    igraphmodule_handle_igraph_error();
+    igraph_matrix_destroy(&layout);
+    return NULL;
+  }
+
+  res = igraphmodule_matrix_t_to_PyList(&layout, IGRAPHMODULE_TYPE_FLOAT);
+
+  igraph_matrix_destroy(&layout);
+
+  return res;
+}
+
 PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwds) {
   static char* kwlist[] = {"vs", "coords", NULL};
   PyObject *vs, *o, *o1 = 0, *o2 = 0, *o1_float, *o2_float, *coords = Py_False;
@@ -790,6 +822,10 @@ static PyMethodDef igraphmodule_methods[] =
     METH_VARARGS | METH_KEYWORDS,
     "_power_law_fit(data, xmin=-1, force_continuous=False, p_precision=0.01)\n--\n\n"
   },
+  {"_align_layout", (PyCFunction)igraphmodule_align_layout,
+    METH_VARARGS | METH_KEYWORDS,
+    "_align_layout(graph, layout)\n--\n\n"
+  },
   {"convex_hull", (PyCFunction)igraphmodule_convex_hull,
     METH_VARARGS | METH_KEYWORDS,
     "convex_hull(vs, coords=False)\n--\n\n"
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 16f41d6ed..65399e8ed 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -227,6 +227,7 @@
 from igraph.io.images import _write_graph_to_svg
 from igraph.layout import (
     Layout,
+    align_layout,
     _layout,
     _layout_auto,
     _layout_sugiyama,
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index f5b0a9181..712323f7a 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -16,6 +16,7 @@
 
 __all__ = (
     "Layout",
+    "align_layout",
     "_layout",
     "_layout_auto",
     "_layout_sugiyama",
@@ -534,6 +535,27 @@ def _layout(graph, layout=None, *args, **kwds):
     return layout
 
 
+def align_layout(graph, layout):
+    """Aligns a graph layout with the coordinate axes
+
+    This function centers a vertex layout on the coordinate system origin and
+    rotates the layout to achieve a visually pleasing alignment with the coordinate
+    axes. Doing this is particularly useful with force-directed layouts such as
+    L{Graph.layout_fruchterman_reingold}. Layouts in arbitrary dimensional spaces
+    are supported.
+
+    @param graph: the graph that the layout is associated with.
+    @param layout: the L{Layout} object containing the vertex coordinates
+      to align.
+    @return: a new aligned L{Layout} object.
+    """
+    from igraph._igraph import _align_layout
+
+    if not isinstance(layout, Layout):
+        layout = Layout(layout)
+
+    return Layout(_align_layout(graph, layout.coords))
+
 def _layout_auto(graph, *args, **kwds):
     """Chooses and runs a suitable layout function based on simple
     topological properties of the graph.

From e6516e9b9b5abc815e30884cb11f7e75fbe4183e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 20:58:43 +0800
Subject: [PATCH 641/681] docs: do not save the config in gallery example
 because building the docs overwrites one's config and potentially causes
 issues, including unexpected tests outputs.

---
 doc/examples_sphinx-gallery/configuration.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index ab408886d..5c12a0044 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -18,16 +18,16 @@
 ig.config["plotting.palette"] = "rainbow"
 
 # %%
-# Then, we save them. By default, ``ig.config.save()`` will save files to
-# ``~/.igraphrc`` on Linux and Max OS X systems, or in
-# ``%USERPROFILE%\.igraphrc`` for Windows systems:
-ig.config.save()
+# The updated configuration affects only the current session. Optionally, it
+# can be saved using ``ig.config.save()``. By default, this function writes the
+# configuration to ``~/.igraphrc`` on Linux and Max OS X systems, and in
+# ``%USERPROFILE%\.igraphrc`` on Windows systems.
 
 # %%
-# The code above only needs to be run once (to store the new config options
-# into the ``.igraphrc`` file). Whenever you use igraph and this file exists,
-# igraph will read its content and use those options as defaults. For
-# example, let's create and plot a new graph to demonstrate:
+# The configuration only needs to be saved to `.igraphrc` once, and it will
+# be automatically used in all future sessions. Whenever you use igraph and
+# this file exists, igraph will read its content and use those options as
+# defaults. For example, let's create and plot a new graph to demonstrate:
 random.seed(1)
 g = ig.Graph.Barabasi(n=100, m=1)
 

From 1f48b47c0da9af7a95a166aa9049117ce932107b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:24:21 +0800
Subject: [PATCH 642/681] feat: auto-align all organic layouts except DrL and
 bounded FR and KK

---
 src/_igraph/graphobject.c | 68 +++++++++++++++++++++++++++++++++++++--
 1 file changed, 66 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bacd006d6..6393de1c1 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -8188,14 +8188,15 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (dim == 2)
+  if (dim == 2) {
     ret = igraph_layout_kamada_kawai
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        weights, /*bounds*/ minx, maxx, miny, maxy);
-  else
+    } else {
     ret = igraph_layout_kamada_kawai_3d
       (&self->g, &m, use_seed, maxiter, epsilon, kkconst,
        weights, /*bounds*/ minx, maxx, miny, maxy, minz, maxz);
+  }
 
   DESTROY_VECTORS;
 
@@ -8207,6 +8208,19 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
     return NULL;
   }
 
+  /* Align layout, but only if no bounding box was specified. */
+  if (minx == NULL && maxx == NULL &&
+      miny == NULL && maxy == NULL &&
+      minz == NULL && maxz == NULL &&
+      igraph_vcount(&self->g) <= 1000) {
+    ret = igraph_layout_align(&self->g, &m);
+    if (ret) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8298,6 +8312,16 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g)) {
+    retval = igraph_layout_align(&self->g, &m);
+    if (retval) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8520,6 +8544,19 @@ PyObject
     return NULL;
   }
 
+  /* Align layout, but only if no bounding box was specified. */
+  if (minx == NULL && maxx == NULL &&
+      miny == NULL && maxy == NULL &&
+      minz == NULL && maxz == NULL &&
+      igraph_vcount(&self->g) <= 1000) {
+    ret = igraph_layout_align(&self->g, &m);
+    if (ret) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
 #undef DESTROY_VECTORS
 
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
@@ -8574,6 +8611,15 @@ PyObject *igraphmodule_Graph_layout_graphopt(igraphmodule_GraphObject *self,
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8632,6 +8678,15 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
     return NULL;
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;
@@ -8697,6 +8752,15 @@ PyObject *igraphmodule_Graph_layout_mds(igraphmodule_GraphObject * self,
     igraph_matrix_destroy(dist); free(dist);
   }
 
+  /* Align layout */
+  if (igraph_vcount(&self->g) <= 1000) {
+    if (igraph_layout_align(&self->g, &m)) {
+      igraph_matrix_destroy(&m);
+      igraphmodule_handle_igraph_error();
+      return NULL;
+    }
+  }
+
   result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
   igraph_matrix_destroy(&m);
   return (PyObject *) result_o;

From 271a52152e0bb592f9b828b1d2ad228595485aac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:44:27 +0800
Subject: [PATCH 643/681] tests: add test for align_layout()

---
 tests/test_layouts.py | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index ac32e0210..67dad6ca9 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -1,6 +1,6 @@
 import unittest
 from math import hypot
-from igraph import Graph, Layout, BoundingBox, InternalError
+from igraph import Graph, Layout, BoundingBox, InternalError, align_layout
 from igraph import umap_compute_weights
 
 
@@ -452,6 +452,13 @@ def testDRL(self):
         lo = g.layout("drl")
         self.assertTrue(isinstance(lo, Layout))
 
+    def testAlign(self):
+        g = Graph.Ring(3, circular=False)
+        lo = Layout([[1,1], [2,2], [3,3]])
+        lo = align_layout(g, lo)
+        self.assertTrue(isinstance(lo, Layout))
+        self.assertTrue(all(abs(lo[i][1]) < 1e-10 for i in range(3)))
+
 
 def suite():
     layout_suite = unittest.defaultTestLoader.loadTestsFromTestCase(LayoutTests)

From 183e6a4152bdd57660cfeec3389542d9af0513b1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 28 Jul 2025 21:50:25 +0800
Subject: [PATCH 644/681] tests: update expected image outputs after adding
 layout alignment feature

---
 .../baseline_images/clustering_directed.png   | Bin 31493 -> 32370 bytes
 .../cairo/baseline_images/graph_basic.png     | Bin 16701 -> 17361 bytes
 .../cairo/baseline_images/graph_directed.png  | Bin 17353 -> 18020 bytes
 .../graph_mark_groups_directed.png            | Bin 17353 -> 18020 bytes
 .../graph_mark_groups_squares_directed.png    | Bin 14924 -> 15899 bytes
 5 files changed, 0 insertions(+), 0 deletions(-)

diff --git a/tests/drawing/cairo/baseline_images/clustering_directed.png b/tests/drawing/cairo/baseline_images/clustering_directed.png
index 712f1b95f8fdc22b4eb1b2683143634a81146a14..282f3fb21b4e080798e753b3404ecb2e4e648bd3 100644
GIT binary patch
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zKiOEl`_nW$E1#}E__cQe&;7xdp3b?X%;R|@NT!9}v%lRJ%jPYav;nFle*Ji$MzH;!
z>`2MX{)}73;ar&|G1`R66OcbVYJ!)Zy&c#NMvL&Iiwpvgo!y0$tuBO|G6^ThN48p8
zo}em#N(d@A>~wb@MV`8~XZ+VMg_S7Hskk+~((D<3LGuYI1m8s~{!;XzozJudmz}+M
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From 511c2c67eb64e37d30c86396f0bc1cf72ca1ba5a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Tue, 29 Jul 2025 00:02:32 +0800
Subject: [PATCH 645/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 9ce1e1695..f858f76c2 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 9ce1e169536382e23e02d7310073adfe3bc2a9f5
+Subproject commit f858f76c2f5d2483c446ed9e8cedbc47cf74f617

From a78b0256a6445fb985d0719c6fa59d0ce40a2278 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 2 Aug 2025 12:52:52 +0200
Subject: [PATCH 646/681] chore: updated contributors list

---
 .all-contributorsrc | 9 +++++++++
 CONTRIBUTORS.md     | 3 +++
 2 files changed, 12 insertions(+)

diff --git a/.all-contributorsrc b/.all-contributorsrc
index af4e6a3d4..d175b8231 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -639,6 +639,15 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "SKG24",
+      "name": "Sanat Kumar Gupta",
+      "avatar_url": "https://avatars.githubusercontent.com/u/123228827?v=4",
+      "profile": "https://github.com/SKG24",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
index 5c5714306..d22d5bd6f 100644
--- a/CONTRIBUTORS.md
+++ b/CONTRIBUTORS.md
@@ -97,6 +97,9 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/GenieTim"><img src="https://avatars.githubusercontent.com/u/8596965?v=4?s=100" width="100px;" alt="Tim Bernhard"/><br /><sub><b>Tim Bernhard</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=GenieTim" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/BeaMarton13"><img src="https://avatars.githubusercontent.com/u/204701577?v=4?s=100" width="100px;" alt="Bea Márton"/><br /><sub><b>Bea Márton</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=BeaMarton13" title="Code">💻</a></td>
     </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/SKG24"><img src="https://avatars.githubusercontent.com/u/123228827?v=4?s=100" width="100px;" alt="Sanat Kumar Gupta"/><br /><sub><b>Sanat Kumar Gupta</b></sub></a><br /><a href="https://github.com/igraph/python-igraph/commits?author=SKG24" title="Code">💻</a></td>
+    </tr>
   </tbody>
 </table>
 

From 5a29c796755f4a70bf6e1e6995c6cb94bab56159 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 2 Aug 2025 12:58:06 +0200
Subject: [PATCH 647/681] style: code formatting

---
 .../articulation_points.py                    |  7 ++-
 doc/examples_sphinx-gallery/betweenness.py    | 10 +--
 .../bipartite_matching.py                     |  3 +-
 .../bipartite_matching_maxflow.py             |  5 +-
 doc/examples_sphinx-gallery/bridges.py        |  9 +--
 .../cluster_contraction.py                    | 11 +++-
 doc/examples_sphinx-gallery/complement.py     |  9 +--
 doc/examples_sphinx-gallery/configuration.py  |  1 +
 .../connected_components.py                   |  3 +-
 .../delaunay-triangulation.py                 |  5 +-
 doc/examples_sphinx-gallery/erdos_renyi.py    | 35 +++--------
 doc/examples_sphinx-gallery/generate_dag.py   |  1 +
 doc/examples_sphinx-gallery/isomorphism.py    | 19 +++++-
 doc/examples_sphinx-gallery/maxflow.py        |  9 +--
 .../minimum_spanning_trees.py                 |  1 +
 .../online_user_actions.py                    | 49 ++++++++-------
 .../personalized_pagerank.py                  |  4 +-
 doc/examples_sphinx-gallery/quickstart.py     | 25 +++++---
 doc/examples_sphinx-gallery/ring_animation.py |  3 +
 .../shortest_path_visualisation.py            | 22 +++----
 doc/examples_sphinx-gallery/simplify.py       | 63 ++++++++++++-------
 doc/examples_sphinx-gallery/spanning_trees.py |  9 +--
 .../stochastic_variability.py                 | 56 ++++++++++++-----
 .../topological_sort.py                       | 13 ++--
 doc/examples_sphinx-gallery/visual_style.py   |  3 +-
 .../visualize_cliques.py                      | 22 ++++---
 .../visualize_communities.py                  |  6 +-
 scripts/fix_pyodide_build.py                  |  4 +-
 scripts/patch_modularized_graph_methods.py    |  3 +-
 setup.py                                      |  4 +-
 src/igraph/__init__.py                        |  4 +-
 src/igraph/app/shell.py                       |  1 -
 src/igraph/community.py                       |  2 +-
 src/igraph/configuration.py                   |  2 +-
 src/igraph/drawing/__init__.py                |  1 -
 src/igraph/drawing/cairo/edge.py              | 19 +++---
 src/igraph/drawing/cairo/plot.py              |  3 +-
 src/igraph/drawing/plotly/edge.py             | 19 +++---
 src/igraph/drawing/shapes.py                  |  1 -
 src/igraph/io/bipartite.py                    |  2 +-
 src/igraph/io/images.py                       | 10 +--
 src/igraph/layout.py                          |  1 -
 src/igraph/seq.py                             |  4 +-
 src/igraph/sparse_matrix.py                   | 22 +++----
 tests/drawing/matplotlib/test_graph.py        |  8 ++-
 tests/test_cliques.py                         | 18 +++++-
 tests/test_conversion.py                      |  7 +--
 tests/test_generators.py                      | 15 ++++-
 tests/test_layouts.py                         |  8 ++-
 49 files changed, 320 insertions(+), 241 deletions(-)

diff --git a/doc/examples_sphinx-gallery/articulation_points.py b/doc/examples_sphinx-gallery/articulation_points.py
index 0dadded36..6492f1f6f 100644
--- a/doc/examples_sphinx-gallery/articulation_points.py
+++ b/doc/examples_sphinx-gallery/articulation_points.py
@@ -8,6 +8,7 @@
 This example shows how to compute and visualize the `articulation points <https://en.wikipedia.org/wiki/Biconnected_component>`_ in a graph using :meth:`igraph.GraphBase.articulation_points`. For an example on bridges instead, see :ref:`tutorials-bridges`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -30,9 +31,9 @@
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
-    vertex_frame_color = ["red" if v in articulation_points else "black" for v in g.vs],
-    vertex_frame_width = [3 if v in articulation_points else 1 for v in g.vs],
+    vertex_frame_color=["red" if v in articulation_points else "black" for v in g.vs],
+    vertex_frame_width=[3 if v in articulation_points else 1 for v in g.vs],
     edge_width=0.8,
-    edge_color='gray'
+    edge_color="gray",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/betweenness.py b/doc/examples_sphinx-gallery/betweenness.py
index 29ed9b3e3..7c52bdb08 100644
--- a/doc/examples_sphinx-gallery/betweenness.py
+++ b/doc/examples_sphinx-gallery/betweenness.py
@@ -24,14 +24,14 @@
 # :meth:`igraph.utils.rescale` to rescale the betweennesses in the interval
 # ``[0, 1]``.
 def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
-    '''Plot vertex/edge betweenness, with colorbars
+    """Plot vertex/edge betweenness, with colorbars
 
     Args:
         g: the graph to plot.
         ax: the Axes for the graph
         cax1: the Axes for the vertex betweenness colorbar
         cax2: the Axes for the edge betweenness colorbar
-    '''
+    """
 
     # Rescale betweenness to be between 0.0 and 1.0
     scaled_vertex_betweenness = ig.rescale(vertex_betweenness, clamp=True)
@@ -45,7 +45,7 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
 
     # Plot graph
     g.vs["color"] = [cmap1(betweenness) for betweenness in scaled_vertex_betweenness]
-    g.vs["size"]  = ig.rescale(vertex_betweenness, (10, 50))
+    g.vs["size"] = ig.rescale(vertex_betweenness, (10, 50))
     g.es["color"] = [cmap2(betweenness) for betweenness in scaled_edge_betweenness]
     g.es["width"] = ig.rescale(edge_betweenness, (0.5, 1.0))
     ig.plot(
@@ -58,8 +58,8 @@ def plot_betweenness(g, vertex_betweenness, edge_betweenness, ax, cax1, cax2):
     # Color bars
     norm1 = ScalarMappable(norm=Normalize(0, max(vertex_betweenness)), cmap=cmap1)
     norm2 = ScalarMappable(norm=Normalize(0, max(edge_betweenness)), cmap=cmap2)
-    plt.colorbar(norm1, cax=cax1, orientation="horizontal", label='Vertex Betweenness')
-    plt.colorbar(norm2, cax=cax2, orientation="horizontal", label='Edge Betweenness')
+    plt.colorbar(norm1, cax=cax1, orientation="horizontal", label="Vertex Betweenness")
+    plt.colorbar(norm2, cax=cax2, orientation="horizontal", label="Edge Betweenness")
 
 
 # %%
diff --git a/doc/examples_sphinx-gallery/bipartite_matching.py b/doc/examples_sphinx-gallery/bipartite_matching.py
index ad7538fa2..1046e1322 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching.py
@@ -7,6 +7,7 @@
 
 This example demonstrates an efficient way to find and visualise a maximum biparite matching using :meth:`igraph.Graph.maximum_bipartite_matching`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -16,7 +17,7 @@
 #  - nodes 5-8 to the other side
 g = ig.Graph.Bipartite(
     [0, 0, 0, 0, 0, 1, 1, 1, 1],
-    [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)]
+    [(0, 5), (1, 6), (1, 7), (2, 5), (2, 8), (3, 6), (4, 5), (4, 6)],
 )
 
 # %%
diff --git a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
index 28b06e0b7..eec39a81b 100644
--- a/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
+++ b/doc/examples_sphinx-gallery/bipartite_matching_maxflow.py
@@ -9,6 +9,7 @@
 
 .. note::  :meth:`igraph.Graph.maximum_bipartite_matching` is usually a better way to find the maximum bipartite matching. For a demonstration on how to use that method instead, check out :ref:`tutorials-bipartite-matching`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -17,7 +18,7 @@
 g = ig.Graph(
     9,
     [(0, 4), (0, 5), (1, 4), (1, 6), (1, 7), (2, 5), (2, 7), (2, 8), (3, 6), (3, 7)],
-    directed=True
+    directed=True,
 )
 
 # %%
@@ -62,6 +63,6 @@
     vertex_size=30,
     vertex_label=range(g.vcount()),
     vertex_color=["lightblue" if i < 9 else "orange" for i in range(11)],
-    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())]
+    edge_width=[1.0 + flow.flow[i] for i in range(g.ecount())],
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/bridges.py b/doc/examples_sphinx-gallery/bridges.py
index 26b8dce6a..08dc47d48 100644
--- a/doc/examples_sphinx-gallery/bridges.py
+++ b/doc/examples_sphinx-gallery/bridges.py
@@ -7,6 +7,7 @@
 
 This example shows how to compute and visualize the `bridges <https://en.wikipedia.org/wiki/Bridge_(graph_theory)>`_ in a graph using :meth:`igraph.GraphBase.bridges`. For an example on articulation points instead, see :ref:`tutorials-articulation-points`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -37,7 +38,7 @@
     target=ax,
     vertex_size=30,
     vertex_color="lightblue",
-    vertex_label=range(g.vcount())
+    vertex_label=range(g.vcount()),
 )
 plt.show()
 
@@ -72,9 +73,9 @@
     vertex_size=30,
     vertex_color="lightblue",
     vertex_label=range(g.vcount()),
-    edge_background="#FFF0",    # transparent background color
-    edge_align_label=True,      # make sure labels are aligned with the edge
+    edge_background="#FFF0",  # transparent background color
+    edge_align_label=True,  # make sure labels are aligned with the edge
     edge_label=g.es["label"],
-    edge_label_color="red"
+    edge_label_color="red",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/cluster_contraction.py b/doc/examples_sphinx-gallery/cluster_contraction.py
index af997dc5d..fc02fc293 100644
--- a/doc/examples_sphinx-gallery/cluster_contraction.py
+++ b/doc/examples_sphinx-gallery/cluster_contraction.py
@@ -7,6 +7,7 @@
 
 This example shows how to find the communities in a graph, then contract each community into a single node using :class:`igraph.clustering.VertexClustering`. For this tutorial, we'll use the *Donald Knuth's Les Miserables Network*, which shows the coapperances of characters in the novel *Les Miserables*.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -106,7 +107,10 @@
 # Finally, we can assign colors to the clusters and plot the cluster graph,
 # including a legend to make things clear:
 palette2 = ig.GradientPalette("gainsboro", "black")
-g.es["color"] = [palette2.get(int(i)) for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)]
+g.es["color"] = [
+    palette2.get(int(i))
+    for i in ig.rescale(cluster_graph.es["size"], (0, 255), clamp=True)
+]
 
 fig2, ax2 = plt.subplots()
 ig.plot(
@@ -123,7 +127,8 @@
 legend_handles = []
 for i in range(num_communities):
     handle = ax2.scatter(
-        [], [],
+        [],
+        [],
         s=100,
         facecolor=palette1.get(i),
         edgecolor="k",
@@ -133,7 +138,7 @@
 
 ax2.legend(
     handles=legend_handles,
-    title='Community:',
+    title="Community:",
     bbox_to_anchor=(0, 1.0),
     bbox_transform=ax2.transAxes,
 )
diff --git a/doc/examples_sphinx-gallery/complement.py b/doc/examples_sphinx-gallery/complement.py
index 4436ae372..b4f2f17a0 100644
--- a/doc/examples_sphinx-gallery/complement.py
+++ b/doc/examples_sphinx-gallery/complement.py
@@ -7,6 +7,7 @@
 
 This example shows how to generate the `complement graph <https://en.wikipedia.org/wiki/Complement_graph>`_ of a graph (sometimes known as the anti-graph) using :meth:`igraph.GraphBase.complementer`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -49,14 +50,14 @@
     layout="circle",
     vertex_color="black",
 )
-axs[0, 0].set_title('Original graph')
+axs[0, 0].set_title("Original graph")
 ig.plot(
     g2,
     target=axs[0, 1],
     layout="circle",
     vertex_color="black",
 )
-axs[0, 1].set_title('Complement graph')
+axs[0, 1].set_title("Complement graph")
 
 ig.plot(
     g_full,
@@ -64,12 +65,12 @@
     layout="circle",
     vertex_color="black",
 )
-axs[1, 0].set_title('Union graph')
+axs[1, 0].set_title("Union graph")
 ig.plot(
     g_empty,
     target=axs[1, 1],
     layout="circle",
     vertex_color="black",
 )
-axs[1, 1].set_title('Complement of union graph')
+axs[1, 1].set_title("Complement of union graph")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/configuration.py b/doc/examples_sphinx-gallery/configuration.py
index 5c12a0044..4e9c077eb 100644
--- a/doc/examples_sphinx-gallery/configuration.py
+++ b/doc/examples_sphinx-gallery/configuration.py
@@ -7,6 +7,7 @@
 
 This example shows how to use igraph's :class:`configuration instance <igraph.Configuration>` to set default igraph settings. This is useful for setting global settings so that they don't need to be explicitly stated at the beginning of every igraph project you work on.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
diff --git a/doc/examples_sphinx-gallery/connected_components.py b/doc/examples_sphinx-gallery/connected_components.py
index 008f66cec..33c341fee 100644
--- a/doc/examples_sphinx-gallery/connected_components.py
+++ b/doc/examples_sphinx-gallery/connected_components.py
@@ -7,6 +7,7 @@
 
 This example demonstrates how to visualise the connected components in a graph using :meth:`igraph.GraphBase.connected_components`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -21,7 +22,7 @@
 # %%
 # Now we can cluster the graph into weakly connected components, i.e. subgraphs
 # that have no edges connecting them to one another:
-components = g.connected_components(mode='weak')
+components = g.connected_components(mode="weak")
 
 # %%
 # Finally, we can visualize the distinct connected components of the graph:
diff --git a/doc/examples_sphinx-gallery/delaunay-triangulation.py b/doc/examples_sphinx-gallery/delaunay-triangulation.py
index ba6ce5a85..3a25eebe1 100644
--- a/doc/examples_sphinx-gallery/delaunay-triangulation.py
+++ b/doc/examples_sphinx-gallery/delaunay-triangulation.py
@@ -8,6 +8,7 @@
 This example demonstrates how to calculate the `Delaunay triangulation <https://en.wikipedia.org/wiki/Delaunay_triangulation>`_ of an input graph. We start by generating a set of points on a 2D grid using random ``numpy`` arrays and a graph with those vertex coordinates and no edges.
 
 """
+
 import numpy as np
 from scipy.spatial import Delaunay
 import igraph as ig
@@ -20,8 +21,8 @@
 np.random.seed(0)
 x, y = np.random.rand(2, 30)
 g = ig.Graph(30)
-g.vs['x'] = x
-g.vs['y'] = y
+g.vs["x"] = x
+g.vs["y"] = y
 
 # %%
 # Because we already set the `x` and `y` vertex attributes, we can use
diff --git a/doc/examples_sphinx-gallery/erdos_renyi.py b/doc/examples_sphinx-gallery/erdos_renyi.py
index c4f2879f7..aeb808992 100644
--- a/doc/examples_sphinx-gallery/erdos_renyi.py
+++ b/doc/examples_sphinx-gallery/erdos_renyi.py
@@ -12,6 +12,7 @@
 
 We generate two graphs of each, so we can confirm that our graph generator is truly random.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -48,33 +49,11 @@
 # differences:
 fig, axs = plt.subplots(2, 2)
 # Probability
-ig.plot(
-    g1,
-    target=axs[0, 0],
-    layout="circle",
-    vertex_color="lightblue"
-)
-ig.plot(
-    g2,
-    target=axs[0, 1],
-    layout="circle",
-    vertex_color="lightblue"
-)
-axs[0, 0].set_ylabel('Probability')
+ig.plot(g1, target=axs[0, 0], layout="circle", vertex_color="lightblue")
+ig.plot(g2, target=axs[0, 1], layout="circle", vertex_color="lightblue")
+axs[0, 0].set_ylabel("Probability")
 # N edges
-ig.plot(
-    g3,
-    target=axs[1, 0],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=15
-)
-ig.plot(
-    g4,
-    target=axs[1, 1],
-    layout="circle",
-    vertex_color="lightblue",
-    vertex_size=15
-)
-axs[1, 0].set_ylabel('N. edges')
+ig.plot(g3, target=axs[1, 0], layout="circle", vertex_color="lightblue", vertex_size=15)
+ig.plot(g4, target=axs[1, 1], layout="circle", vertex_color="lightblue", vertex_size=15)
+axs[1, 0].set_ylabel("N. edges")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/generate_dag.py b/doc/examples_sphinx-gallery/generate_dag.py
index addbc661c..1565a59ed 100644
--- a/doc/examples_sphinx-gallery/generate_dag.py
+++ b/doc/examples_sphinx-gallery/generate_dag.py
@@ -8,6 +8,7 @@
 
 This example demonstrates how to create a random directed acyclic graph (DAG), which is useful in a number of contexts including for Git commit history.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
diff --git a/doc/examples_sphinx-gallery/isomorphism.py b/doc/examples_sphinx-gallery/isomorphism.py
index 7f98bc053..57c6034f4 100644
--- a/doc/examples_sphinx-gallery/isomorphism.py
+++ b/doc/examples_sphinx-gallery/isomorphism.py
@@ -7,6 +7,7 @@
 
 This example shows how to check for `isomorphism <https://en.wikipedia.org/wiki/Graph_isomorphism>`_ between small graphs using :meth:`igraph.GraphBase.isomorphic`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -66,6 +67,20 @@
     target=axs[2],
     **visual_style,
 )
-fig.text(0.38, 0.5, '$\\simeq$' if g1.isomorphic(g2) else '$\\neq$', fontsize=15, ha='center', va='center')
-fig.text(0.65, 0.5, '$\\simeq$' if g2.isomorphic(g3) else '$\\neq$', fontsize=15, ha='center', va='center')
+fig.text(
+    0.38,
+    0.5,
+    "$\\simeq$" if g1.isomorphic(g2) else "$\\neq$",
+    fontsize=15,
+    ha="center",
+    va="center",
+)
+fig.text(
+    0.65,
+    0.5,
+    "$\\simeq$" if g2.isomorphic(g3) else "$\\neq$",
+    fontsize=15,
+    ha="center",
+    va="center",
+)
 plt.show()
diff --git a/doc/examples_sphinx-gallery/maxflow.py b/doc/examples_sphinx-gallery/maxflow.py
index 246d4c451..eb76684a4 100644
--- a/doc/examples_sphinx-gallery/maxflow.py
+++ b/doc/examples_sphinx-gallery/maxflow.py
@@ -8,16 +8,13 @@
 This example shows how to construct a max flow on a directed graph with edge capacities using :meth:`igraph.Graph.maxflow`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # First, we generate a graph and assign a "capacity" to each edge:
-g = ig.Graph(
-    6,
-    [(3, 2), (3, 4), (2, 1), (4,1), (4, 5), (1, 0), (5, 0)],
-    directed=True
-)
+g = ig.Graph(6, [(3, 2), (3, 4), (2, 1), (4, 1), (4, 5), (1, 0), (5, 0)], directed=True)
 g.es["capacity"] = [7, 8, 1, 2, 3, 4, 5]
 
 # %%
@@ -39,6 +36,6 @@
     target=ax,
     layout="circle",
     vertex_label=range(g.vcount()),
-    vertex_color="lightblue"
+    vertex_color="lightblue",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/minimum_spanning_trees.py b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
index 60c320bf6..9177e976a 100644
--- a/doc/examples_sphinx-gallery/minimum_spanning_trees.py
+++ b/doc/examples_sphinx-gallery/minimum_spanning_trees.py
@@ -8,6 +8,7 @@
 This example shows how to generate a `minimum spanning tree <https://en.wikipedia.org/wiki/Minimum_spanning_tree>`_ from an input graph using :meth:`igraph.Graph.spanning_tree`. If you only need a regular spanning tree, check out :ref:`tutorials-spanning-trees`.
 
 """
+
 import random
 import igraph as ig
 import matplotlib.pyplot as plt
diff --git a/doc/examples_sphinx-gallery/online_user_actions.py b/doc/examples_sphinx-gallery/online_user_actions.py
index 1da528570..47cc00ff5 100644
--- a/doc/examples_sphinx-gallery/online_user_actions.py
+++ b/doc/examples_sphinx-gallery/online_user_actions.py
@@ -18,23 +18,24 @@
 # indicates a certain action taken by a user (e.g. click on a button within a
 # website). Actual user data usually come with time stamp, but that's not
 # essential for this example.
-action_dataframe = pd.DataFrame([
-    ['dsj3239asadsa3', 'createPage', 'greatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'greatProject'],
-    ['dsj3239asadsa3', 'editPage', 'greatProject'],
-    ['789dsadafj32jj', 'editPage', 'greatProject'],
-    ['oi32ncwosap399', 'editPage', 'greatProject'],
-    ['4r4320dkqpdokk', 'createPage', 'miniProject'],
-    ['320eljl3lk3239', 'editPage', 'miniProject'],
-    ['dsj3239asadsa3', 'editPage', 'miniProject'],
-    ['3203ejew332323', 'createPage', 'private'],
-    ['3203ejew332323', 'editPage', 'private'],
-    ['40m11919332msa', 'createPage', 'private2'],
-    ['40m11919332msa', 'editPage', 'private2'],
-    ['dsj3239asadsa3', 'createPage', 'anotherGreatProject'],
-    ['2r09ej221sk2k5', 'editPage', 'anotherGreatProject'],
+action_dataframe = pd.DataFrame(
+    [
+        ["dsj3239asadsa3", "createPage", "greatProject"],
+        ["2r09ej221sk2k5", "editPage", "greatProject"],
+        ["dsj3239asadsa3", "editPage", "greatProject"],
+        ["789dsadafj32jj", "editPage", "greatProject"],
+        ["oi32ncwosap399", "editPage", "greatProject"],
+        ["4r4320dkqpdokk", "createPage", "miniProject"],
+        ["320eljl3lk3239", "editPage", "miniProject"],
+        ["dsj3239asadsa3", "editPage", "miniProject"],
+        ["3203ejew332323", "createPage", "private"],
+        ["3203ejew332323", "editPage", "private"],
+        ["40m11919332msa", "createPage", "private2"],
+        ["40m11919332msa", "editPage", "private2"],
+        ["dsj3239asadsa3", "createPage", "anotherGreatProject"],
+        ["2r09ej221sk2k5", "editPage", "anotherGreatProject"],
     ],
-    columns=['userid', 'action', 'project'],
+    columns=["userid", "action", "project"],
 )
 
 # %%
@@ -42,7 +43,7 @@
 # We choose to use a weighted adjacency matrix for this, i.e. a table with rows
 # and columns indexes by the users that has nonzero entries whenever folks
 # collaborate. First, let's get the users and prepare an empty matrix:
-users = action_dataframe['userid'].unique()
+users = action_dataframe["userid"].unique()
 adjacency_matrix = pd.DataFrame(
     np.zeros((len(users), len(users)), np.int32),
     index=users,
@@ -51,8 +52,8 @@
 
 # %%
 # Then, let's iterate over all projects one by one, and add all collaborations:
-for _project, project_data in action_dataframe.groupby('project'):
-    project_users = project_data['userid'].values
+for _project, project_data in action_dataframe.groupby("project"):
+    project_users = project_data["userid"].values
     for i1, user1 in enumerate(project_users):
         for user2 in project_users[:i1]:
             adjacency_matrix.at[user1, user2] += 1
@@ -60,12 +61,12 @@
 # %%
 # There are many ways to achieve the above matrix, so don't be surprised if you
 # came up with another algorithm ;-) Now it's time to make the graph:
-g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode='plus')
+g = ig.Graph.Weighted_Adjacency(adjacency_matrix, mode="plus")
 
 # %%
 # We can take a look at the graph via plotting functions. We can first make a
 # layout:
-layout = g.layout('circle')
+layout = g.layout("circle")
 
 # %%
 # Then we can prepare vertex sizes based on their closeness to other vertices
@@ -79,7 +80,7 @@
     g,
     target=ax,
     layout=layout,
-    vertex_label=g.vs['name'],
+    vertex_label=g.vs["name"],
     vertex_color="lightblue",
     vertex_size=vertex_size,
     edge_width=g.es["weight"],
@@ -89,14 +90,14 @@
 # %%
 # Loops indicate "self-collaborations", which are not very meaningful. To
 # filter out loops without losing the edge weights, we can use:
-g = g.simplify(combine_edges='first')
+g = g.simplify(combine_edges="first")
 
 fig, ax = plt.subplots()
 ig.plot(
     g,
     target=ax,
     layout=layout,
-    vertex_label=g.vs['name'],
+    vertex_label=g.vs["name"],
     vertex_color="lightblue",
     vertex_size=vertex_size,
     edge_width=g.es["weight"],
diff --git a/doc/examples_sphinx-gallery/personalized_pagerank.py b/doc/examples_sphinx-gallery/personalized_pagerank.py
index 2fd044612..f7e2f9e2b 100644
--- a/doc/examples_sphinx-gallery/personalized_pagerank.py
+++ b/doc/examples_sphinx-gallery/personalized_pagerank.py
@@ -55,7 +55,9 @@ def plot_pagerank(graph: ig.Graph, p_pagerank: list[float]):
     ig.plot(graph, target=ax, layout=graph.layout_grid())
 
     # Add a colorbar
-    sm = cm.ScalarMappable(norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap)
+    sm = cm.ScalarMappable(
+        norm=plt.Normalize(min(p_pagerank), max(p_pagerank)), cmap=cmap
+    )
     plt.colorbar(sm, ax=ax, label="Personalized PageRank")
 
     plt.title("Graph with Personalized PageRank")
diff --git a/doc/examples_sphinx-gallery/quickstart.py b/doc/examples_sphinx-gallery/quickstart.py
index ec6f7ddb7..0735768e5 100644
--- a/doc/examples_sphinx-gallery/quickstart.py
+++ b/doc/examples_sphinx-gallery/quickstart.py
@@ -15,6 +15,7 @@
 To find out more features that igraph has to offer, check out the :ref:`gallery`!
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -25,7 +26,13 @@
 
 # Set attributes for the graph, nodes, and edges
 g["title"] = "Small Social Network"
-g.vs["name"] = ["Daniel Morillas", "Kathy Archer", "Kyle Ding", "Joshua Walton", "Jana Hoyer"]
+g.vs["name"] = [
+    "Daniel Morillas",
+    "Kathy Archer",
+    "Kyle Ding",
+    "Joshua Walton",
+    "Jana Hoyer",
+]
 g.vs["gender"] = ["M", "F", "F", "M", "F"]
 g.es["married"] = [False, False, False, False, False, False, False, True]
 
@@ -35,27 +42,29 @@
 
 # Plot in matplotlib
 # Note that attributes can be set globally (e.g. vertex_size), or set individually using arrays (e.g. vertex_color)
-fig, ax = plt.subplots(figsize=(5,5))
+fig, ax = plt.subplots(figsize=(5, 5))
 ig.plot(
     g,
     target=ax,
-    layout="circle", # print nodes in a circular layout
+    layout="circle",  # print nodes in a circular layout
     vertex_size=30,
-    vertex_color=["steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]],
+    vertex_color=[
+        "steelblue" if gender == "M" else "salmon" for gender in g.vs["gender"]
+    ],
     vertex_frame_width=4.0,
     vertex_frame_color="white",
     vertex_label=g.vs["name"],
     vertex_label_size=7.0,
     edge_width=[2 if married else 1 for married in g.es["married"]],
-    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]]
+    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]],
 )
 
 plt.show()
 
 # Save the graph as an image file
-fig.savefig('social_network.png')
-fig.savefig('social_network.jpg')
-fig.savefig('social_network.pdf')
+fig.savefig("social_network.png")
+fig.savefig("social_network.jpg")
+fig.savefig("social_network.pdf")
 
 # Export and import a graph as a GML file.
 g.save("social_network.gml")
diff --git a/doc/examples_sphinx-gallery/ring_animation.py b/doc/examples_sphinx-gallery/ring_animation.py
index 25daa2918..33bd6a109 100644
--- a/doc/examples_sphinx-gallery/ring_animation.py
+++ b/doc/examples_sphinx-gallery/ring_animation.py
@@ -9,6 +9,7 @@
 order to animate a ring graph sequentially being revealed.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import matplotlib.animation as animation
@@ -23,6 +24,7 @@
 # Compute a 2D ring layout that looks like an actual ring
 layout = g.layout_circle()
 
+
 # %%
 # Prepare an update function. This "callback" function will be run at every
 # frame and takes as a single argument the frame number. For simplicity, at
@@ -71,6 +73,7 @@ def _update_graph(frame):
     handles = ax.get_children()[:nhandles]
     return handles
 
+
 # %%
 # Run the animation
 fig, ax = plt.subplots()
diff --git a/doc/examples_sphinx-gallery/shortest_path_visualisation.py b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
index 87fa01523..fedad160a 100644
--- a/doc/examples_sphinx-gallery/shortest_path_visualisation.py
+++ b/doc/examples_sphinx-gallery/shortest_path_visualisation.py
@@ -8,15 +8,13 @@
 This example demonstrates how to find the shortest distance between two vertices
 of a weighted or an unweighted graph.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # To find the shortest path or distance between two nodes, we can use :meth:`igraph.GraphBase.get_shortest_paths`. If we're only interested in counting the unweighted distance, then we can do the following:
-g = ig.Graph(
-    6,
-    [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)]
-)
+g = ig.Graph(6, [(0, 1), (0, 2), (1, 3), (2, 3), (2, 4), (3, 5), (4, 5)])
 results = g.get_shortest_paths(1, to=4, output="vpath")
 
 # results = [[1, 0, 2, 4]]
@@ -25,7 +23,7 @@
 # We can print the result of the computation:
 if len(results[0]) > 0:
     # The distance is the number of vertices in the shortest path minus one.
-    print("Shortest distance is: ", len(results[0])-1)
+    print("Shortest distance is: ", len(results[0]) - 1)
 else:
     print("End node could not be reached!")
 
@@ -60,20 +58,20 @@
 
 # %%
 # In case you are wondering how the visualization figure was done, here's the code:
-g.es['width'] = 0.5
-g.es[results[0]]['width'] = 2.5
+g.es["width"] = 0.5
+g.es[results[0]]["width"] = 2.5
 
 fig, ax = plt.subplots()
 ig.plot(
     g,
     target=ax,
-    layout='circle',
-    vertex_color='steelblue',
+    layout="circle",
+    vertex_color="steelblue",
     vertex_label=range(g.vcount()),
-    edge_width=g.es['width'],
+    edge_width=g.es["width"],
     edge_label=g.es["weight"],
-    edge_color='#666',
+    edge_color="#666",
     edge_align_label=True,
-    edge_background='white'
+    edge_background="white",
 )
 plt.show()
diff --git a/doc/examples_sphinx-gallery/simplify.py b/doc/examples_sphinx-gallery/simplify.py
index 893b67fae..ed36b2da5 100644
--- a/doc/examples_sphinx-gallery/simplify.py
+++ b/doc/examples_sphinx-gallery/simplify.py
@@ -5,25 +5,28 @@
 
 This example shows how to remove self loops and multiple edges using :meth:`igraph.GraphBase.simplify`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # We start with a graph that includes loops and multiedges:
-g1 = ig.Graph([
-    (0, 1),
-    (1, 2),
-    (2, 3),
-    (3, 4),
-    (4, 0),
-    (0, 0),
-    (1, 4),
-    (1, 4),
-    (0, 2),
-    (2, 4),
-    (2, 4),
-    (2, 4),
-    (3, 3)],
+g1 = ig.Graph(
+    [
+        (0, 1),
+        (1, 2),
+        (2, 3),
+        (3, 4),
+        (4, 0),
+        (0, 0),
+        (1, 4),
+        (1, 4),
+        (0, 2),
+        (2, 4),
+        (2, 4),
+        (2, 4),
+        (3, 3),
+    ],
 )
 
 # %%
@@ -59,13 +62,29 @@
     target=axs[1],
     **visual_style,
 )
-axs[0].set_title('Multigraph...')
-axs[1].set_title('...simplified')
+axs[0].set_title("Multigraph...")
+axs[1].set_title("...simplified")
 # Draw rectangles around axes
-axs[0].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[0].transAxes,
-    ))
-axs[1].add_patch(plt.Rectangle(
-    (0, 0), 1, 1, fc='none', ec='k', lw=4, transform=axs[1].transAxes,
-    ))
+axs[0].add_patch(
+    plt.Rectangle(
+        (0, 0),
+        1,
+        1,
+        fc="none",
+        ec="k",
+        lw=4,
+        transform=axs[0].transAxes,
+    )
+)
+axs[1].add_patch(
+    plt.Rectangle(
+        (0, 0),
+        1,
+        1,
+        fc="none",
+        ec="k",
+        lw=4,
+        transform=axs[1].transAxes,
+    )
+)
 plt.show()
diff --git a/doc/examples_sphinx-gallery/spanning_trees.py b/doc/examples_sphinx-gallery/spanning_trees.py
index 82f190a8a..cfca1135f 100644
--- a/doc/examples_sphinx-gallery/spanning_trees.py
+++ b/doc/examples_sphinx-gallery/spanning_trees.py
@@ -7,6 +7,7 @@
 
 This example shows how to generate a spanning tree from an input graph using :meth:`igraph.Graph.spanning_tree`. For the related idea of finding a *minimum spanning tree*, see :ref:`tutorials-minimum-spanning-trees`.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -47,13 +48,7 @@
 g.es[spanning_tree]["width"] = 3.0
 
 fig, ax = plt.subplots()
-ig.plot(
-    g,
-    target=ax,
-    layout=layout,
-    vertex_color="lightblue",
-    edge_width=g.es["width"]
-)
+ig.plot(g, target=ax, layout=layout, vertex_color="lightblue", edge_width=g.es["width"])
 plt.show()
 
 # %%
diff --git a/doc/examples_sphinx-gallery/stochastic_variability.py b/doc/examples_sphinx-gallery/stochastic_variability.py
index ea126aecf..2afc01153 100644
--- a/doc/examples_sphinx-gallery/stochastic_variability.py
+++ b/doc/examples_sphinx-gallery/stochastic_variability.py
@@ -8,6 +8,7 @@
 This example demonstrates the use of stochastic community detection methods to check whether a network possesses a strong community structure, and whether the partitionings we obtain are meaningul. Many community detection algorithms are randomized, and return somewhat different results after each run, depending on the random seed that was set. When there is a robust community structure, we expect these results to be similar to each other. When the community structure is weak or non-existent, the results may be noisy and highly variable. We will employ several partion similarity measures to analyse the consistency of the results, including the normalized mutual information (NMI), the variation of information (VI), and the Rand index (RI).
 
 """
+
 # %%
 import igraph as ig
 import matplotlib.pyplot as plt
@@ -24,7 +25,7 @@
 # We will use Zachary's karate club dataset [1]_, a classic example of a network
 # with a strong community structure:
 karate = ig.Graph.Famous("Zachary")
-  
+
 # %%
 # We will compare it to an an Erdős-Rényi :math:`G(n, m)` random network having
 # the same number of vertices and edges. The parameters 'n' and 'm' refer to the
@@ -36,39 +37,47 @@
 # First, let us plot the two networks for a visual comparison:
 
 # Create subplots
-fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={'aspect': 'equal'})
+fig, axes = plt.subplots(1, 2, figsize=(12, 6), subplot_kw={"aspect": "equal"})
 
 # Karate club network
 ig.plot(
-    karate, target=axes[0], 
-    vertex_color="lightblue", vertex_size=30,
-    vertex_label=range(karate.vcount()), vertex_label_size=10,
-    edge_width=1
+    karate,
+    target=axes[0],
+    vertex_color="lightblue",
+    vertex_size=30,
+    vertex_label=range(karate.vcount()),
+    vertex_label_size=10,
+    edge_width=1,
 )
 axes[0].set_title("Karate club network")
 
 # Random network
 ig.plot(
-    random_graph, target=axes[1], 
-    vertex_color="lightcoral", vertex_size=30,
-    vertex_label=range(random_graph.vcount()), vertex_label_size=10,
-    edge_width=1
+    random_graph,
+    target=axes[1],
+    vertex_color="lightcoral",
+    vertex_size=30,
+    vertex_label=range(random_graph.vcount()),
+    vertex_label_size=10,
+    edge_width=1,
 )
 axes[1].set_title("Erdős-Rényi random network")
 
 plt.show()
 
+
 # %%
 # Function to compute similarity between partitions using various methods:
 def compute_pairwise_similarity(partitions, method):
     similarities = []
-    
+
     for p1, p2 in itertools.combinations(partitions, 2):
         similarity = ig.compare_communities(p1, p2, method=method)
         similarities.append(similarity)
-    
+
     return similarities
 
+
 # %%
 # The Leiden method, accessible through :meth:`igraph.Graph.community_leiden()`,
 # is a modularity maximization approach for community detection.  Since exact
@@ -78,12 +87,16 @@ def compute_pairwise_similarity(partitions, method):
 # results may differ each time the method is applied. The following function
 # runs the Leiden algorithm multiple times:
 def run_experiment(graph, iterations=100):
-    partitions = [graph.community_leiden(objective_function='modularity').membership for _ in range(iterations)]
+    partitions = [
+        graph.community_leiden(objective_function="modularity").membership
+        for _ in range(iterations)
+    ]
     nmi_scores = compute_pairwise_similarity(partitions, method="nmi")
     vi_scores = compute_pairwise_similarity(partitions, method="vi")
     ri_scores = compute_pairwise_similarity(partitions, method="rand")
     return nmi_scores, vi_scores, ri_scores
 
+
 # %%
 # Run the experiment on both networks:
 nmi_karate, vi_karate, ri_karate = run_experiment(karate)
@@ -106,9 +119,13 @@ def run_experiment(graph, iterations=100):
 for i, (karate_scores, random_scores, measure, lower, upper) in enumerate(measures):
     # Karate club histogram
     axes[0][i].hist(
-        karate_scores, bins=20, range=(lower, upper),
+        karate_scores,
+        bins=20,
+        range=(lower, upper),
         density=True,  # Probability density
-        alpha=0.7, color=colors[i], edgecolor="black"
+        alpha=0.7,
+        color=colors[i],
+        edgecolor="black",
     )
     axes[0][i].set_title(f"{measure} - Karate club network")
     axes[0][i].set_xlabel(f"{measure} score")
@@ -116,8 +133,13 @@ def run_experiment(graph, iterations=100):
 
     # Random network histogram
     axes[1][i].hist(
-        random_scores, bins=20, range=(lower, upper), density=True,
-        alpha=0.7, color=colors[i], edgecolor="black"
+        random_scores,
+        bins=20,
+        range=(lower, upper),
+        density=True,
+        alpha=0.7,
+        color=colors[i],
+        edgecolor="black",
     )
     axes[1][i].set_title(f"{measure} - Random network")
     axes[1][i].set_xlabel(f"{measure} score")
diff --git a/doc/examples_sphinx-gallery/topological_sort.py b/doc/examples_sphinx-gallery/topological_sort.py
index 7b0a05481..3c558f90b 100644
--- a/doc/examples_sphinx-gallery/topological_sort.py
+++ b/doc/examples_sphinx-gallery/topological_sort.py
@@ -7,6 +7,7 @@
 
 This example demonstrates how to get a topological sorting on a directed acyclic graph (DAG). A topological sorting of a directed graph is a linear ordering based on the precedence implied by the directed edges. It exists iff the graph doesn't have any cycle. In ``igraph``, we can use :meth:`igraph.GraphBase.topological_sorting` to get a topological ordering of the vertices.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -26,21 +27,21 @@
 # A topological sorting can be computed quite easily by calling
 # :meth:`igraph.GraphBase.topological_sorting`, which returns a list of vertex IDs.
 # If the given graph is not DAG, the error will occur.
-results = g.topological_sorting(mode='out')
-print('Topological sort of g (out):', *results)
+results = g.topological_sorting(mode="out")
+print("Topological sort of g (out):", *results)
 
 # %%
 # In fact, there are two modes of :meth:`igraph.GraphBase.topological_sorting`,
 # ``'out'`` ``'in'``. ``'out'`` is the default and starts from a node with
 # indegree equal to 0. Vice versa, ``'in'`` starts from a node with outdegree
 # equal to 0. To call the other mode, we can simply use:
-results = g.topological_sorting(mode='in')
-print('Topological sort of g (in):', *results)
+results = g.topological_sorting(mode="in")
+print("Topological sort of g (in):", *results)
 
 # %%
 # We can use :meth:`igraph.Vertex.indegree` to find the indegree of the node.
 for i in range(g.vcount()):
-    print('degree of {}: {}'.format(i, g.vs[i].indegree()))
+    print("degree of {}: {}".format(i, g.vs[i].indegree()))
 
 # %
 # Finally, we can plot the graph to make the situation a little clearer.
@@ -51,7 +52,7 @@
     ig.plot(
         g,
         target=ax,
-        layout='kk',
+        layout="kk",
         vertex_size=25,
         edge_width=4,
         vertex_label=range(g.vcount()),
diff --git a/doc/examples_sphinx-gallery/visual_style.py b/doc/examples_sphinx-gallery/visual_style.py
index 4ac7d05da..30c27d73b 100644
--- a/doc/examples_sphinx-gallery/visual_style.py
+++ b/doc/examples_sphinx-gallery/visual_style.py
@@ -6,6 +6,7 @@
 
 This example shows how to change the visual style of network plots.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 import random
@@ -17,7 +18,7 @@
     "edge_width": 0.3,
     "vertex_size": 15,
     "palette": "heat",
-    "layout": "fruchterman_reingold"
+    "layout": "fruchterman_reingold",
 }
 
 # %%
diff --git a/doc/examples_sphinx-gallery/visualize_cliques.py b/doc/examples_sphinx-gallery/visualize_cliques.py
index 15f149360..c1ebd49d6 100644
--- a/doc/examples_sphinx-gallery/visualize_cliques.py
+++ b/doc/examples_sphinx-gallery/visualize_cliques.py
@@ -8,12 +8,13 @@
 This example shows how to compute and visualize cliques of a graph using :meth:`igraph.GraphBase.cliques`.
 
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
 # %%
 # First, let's create a graph, for instance the famous karate club graph:
-g = ig.Graph.Famous('Zachary')
+g = ig.Graph.Famous("Zachary")
 
 # %%
 # Computing cliques can be done as follows:
@@ -27,12 +28,13 @@
 for clique, ax in zip(cliques, axs):
     ig.plot(
         ig.VertexCover(g, [clique]),
-        mark_groups=True, palette=ig.RainbowPalette(),
+        mark_groups=True,
+        palette=ig.RainbowPalette(),
         vertex_size=5,
         edge_width=0.5,
         target=ax,
     )
-plt.axis('off')
+plt.axis("off")
 plt.show()
 
 
@@ -45,16 +47,16 @@
 axs = axs.ravel()
 for clique, ax in zip(cliques, axs):
     # Color vertices yellow/red based on whether they are in this clique
-    g.vs['color'] = 'yellow'
-    g.vs[clique]['color'] = 'red'
+    g.vs["color"] = "yellow"
+    g.vs[clique]["color"] = "red"
 
     # Color edges black/red based on whether they are in this clique
     clique_edges = g.es.select(_within=clique)
-    g.es['color'] = 'black'
-    clique_edges['color'] = 'red'
+    g.es["color"] = "black"
+    clique_edges["color"] = "red"
     # also increase thickness of clique edges
-    g.es['width'] = 0.3
-    clique_edges['width'] = 1
+    g.es["width"] = 0.3
+    clique_edges["width"] = 1
 
     ig.plot(
         ig.VertexCover(g, [clique]),
@@ -63,5 +65,5 @@
         vertex_size=5,
         target=ax,
     )
-plt.axis('off')
+plt.axis("off")
 plt.show()
diff --git a/doc/examples_sphinx-gallery/visualize_communities.py b/doc/examples_sphinx-gallery/visualize_communities.py
index a13edbfa9..9ab696e8e 100644
--- a/doc/examples_sphinx-gallery/visualize_communities.py
+++ b/doc/examples_sphinx-gallery/visualize_communities.py
@@ -7,6 +7,7 @@
 
 This example shows how to visualize communities or clusters of a graph.
 """
+
 import igraph as ig
 import matplotlib.pyplot as plt
 
@@ -47,7 +48,8 @@
 legend_handles = []
 for i in range(num_communities):
     handle = ax.scatter(
-        [], [],
+        [],
+        [],
         s=100,
         facecolor=palette.get(i),
         edgecolor="k",
@@ -56,7 +58,7 @@
     legend_handles.append(handle)
 ax.legend(
     handles=legend_handles,
-    title='Community:',
+    title="Community:",
     bbox_to_anchor=(0, 1.0),
     bbox_transform=ax.transAxes,
 )
diff --git a/scripts/fix_pyodide_build.py b/scripts/fix_pyodide_build.py
index 46d190518..9e239f973 100644
--- a/scripts/fix_pyodide_build.py
+++ b/scripts/fix_pyodide_build.py
@@ -4,7 +4,9 @@
 from pathlib import Path
 from urllib.request import urlretrieve
 
-target_dir = Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+target_dir = (
+    Path(pyodide_build.__file__).parent / "tools" / "cmake" / "Modules" / "Platform"
+)
 target_dir.mkdir(exist_ok=True, parents=True)
 
 target_file = target_dir / "Emscripten.cmake"
diff --git a/scripts/patch_modularized_graph_methods.py b/scripts/patch_modularized_graph_methods.py
index 9e188b6b5..081ab73a5 100644
--- a/scripts/patch_modularized_graph_methods.py
+++ b/scripts/patch_modularized_graph_methods.py
@@ -13,7 +13,6 @@
 
 
 def main():
-
     # Get instance and classmethods
     g = igraph.Graph()
     methods = inspect.getmembers(g, predicate=inspect.ismethod)
@@ -43,7 +42,7 @@ def main():
     newmodule = igraph.__file__ + ".new"
     with open(newmodule, "wt") as fout:
         # FIXME: whitelisting all cases is not great, try to improve
-        for (origin, value) in auxiliary_imports:
+        for origin, value in auxiliary_imports:
             fout.write(f"from {origin} import {value}\n")
 
         with open(igraph.__file__, "rt") as f:
diff --git a/setup.py b/setup.py
index a8d1c965a..c919d3507 100644
--- a/setup.py
+++ b/setup.py
@@ -1000,9 +1000,7 @@ def get_tag(self):
         # Dependencies needed for plotting with Cairo
         "cairo": ["cairocffi>=1.2.0"],
         # Dependencies needed for plotting with Matplotlib
-        "matplotlib": [
-            "matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"
-        ],
+        "matplotlib": ["matplotlib>=3.6.0; platform_python_implementation != 'PyPy'"],
         # Dependencies needed for plotting with Plotly
         "plotly": ["plotly>=5.3.0"],
         # Compatibility alias to 'cairo' for python-igraph <= 0.9.6
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 0b1690849..27bb0ff59 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -2,7 +2,6 @@
 igraph library.
 """
 
-
 __license__ = """
 Copyright (C) 2006- The igraph development team
 
@@ -951,8 +950,7 @@ def Incidence(cls, *args, **kwds):
     def are_connected(self, *args, **kwds):
         """Deprecated alias to L{Graph.are_adjacent()}."""
         deprecated(
-            "Graph.are_connected() is deprecated; use Graph.are_adjacent() "
-            "instead"
+            "Graph.are_connected() is deprecated; use Graph.are_adjacent() " "instead"
         )
         return self.are_adjacent(*args, **kwds)
 
diff --git a/src/igraph/app/shell.py b/src/igraph/app/shell.py
index 6a22eb097..d8318bcd0 100644
--- a/src/igraph/app/shell.py
+++ b/src/igraph/app/shell.py
@@ -19,7 +19,6 @@
 Mac OS X users are likely to invoke igraph from the command line.
 """
 
-
 from abc import ABCMeta, abstractmethod
 import re
 import sys
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 0fdcdf154..8baa337c7 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -392,7 +392,7 @@ def _community_leiden(
     initial_membership=None,
     n_iterations=2,
     node_weights=None,
-    **kwds
+    **kwds,
 ):
     """Finds the community structure of the graph using the Leiden
     algorithm of Traag, van Eck & Waltman.
diff --git a/src/igraph/configuration.py b/src/igraph/configuration.py
index d0202f541..9accb5325 100644
--- a/src/igraph/configuration.py
+++ b/src/igraph/configuration.py
@@ -326,7 +326,7 @@ def load(self, stream=None):
         if file_was_open:
             stream.close()
 
-    def save(self, stream: Optional[Union[str, IO[str]]]=None):
+    def save(self, stream: Optional[Union[str, IO[str]]] = None):
         """Saves the configuration.
 
         @param stream: name of a file or a file-like object. The configuration
diff --git a/src/igraph/drawing/__init__.py b/src/igraph/drawing/__init__.py
index 2725745f6..05743728a 100644
--- a/src/igraph/drawing/__init__.py
+++ b/src/igraph/drawing/__init__.py
@@ -26,7 +26,6 @@
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
-
 from pathlib import Path
 from warnings import warn
 
diff --git a/src/igraph/drawing/cairo/edge.py b/src/igraph/drawing/cairo/edge.py
index 1b0c46731..7535004c9 100644
--- a/src/igraph/drawing/cairo/edge.py
+++ b/src/igraph/drawing/cairo/edge.py
@@ -168,14 +168,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Vector representing the base of the arrow triangle
             x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
+                (aux_points[0][0] - aux_points[1][0]),
+                (aux_points[0][1] - aux_points[1][1]),
+            )
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
@@ -224,9 +226,10 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Draw the line
             ctx.line_to(x_arrow_mid, y_arrow_mid)
diff --git a/src/igraph/drawing/cairo/plot.py b/src/igraph/drawing/cairo/plot.py
index f35db6ef1..5ac247b8f 100644
--- a/src/igraph/drawing/cairo/plot.py
+++ b/src/igraph/drawing/cairo/plot.py
@@ -22,7 +22,6 @@
 (formerly known as Sketch, also free) or Adobe Illustrator.
 """
 
-
 import os
 
 from io import BytesIO
@@ -286,7 +285,7 @@ def redraw(self, context=None):
                     bbox=bbox,
                     palette=palette,
                     *args,  # noqa: B026
-                    **kwds
+                    **kwds,
                 )
                 if opacity < 1.0:
                     ctx.pop_group_to_source()
diff --git a/src/igraph/drawing/plotly/edge.py b/src/igraph/drawing/plotly/edge.py
index 15ea40a29..d9ee1e2cb 100644
--- a/src/igraph/drawing/plotly/edge.py
+++ b/src/igraph/drawing/plotly/edge.py
@@ -103,14 +103,16 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
 
             # Vector representing the base of the arrow triangle
             x_arrow_base_vec, y_arrow_base_vec = (
-                aux_points[0][0] - aux_points[1][0]
-            ), (aux_points[0][1] - aux_points[1][1])
+                (aux_points[0][0] - aux_points[1][0]),
+                (aux_points[0][1] - aux_points[1][1]),
+            )
 
             # Recalculate the curve such that it lands on the base of the arrow triangle
             aux1, aux2 = get_bezier_control_points_for_curved_edge(
@@ -161,9 +163,10 @@ def draw_directed_edge(self, edge, src_vertex, dest_vertex):
             ]
 
             # Midpoint of the base of the arrow triangle
-            x_arrow_mid, y_arrow_mid = (aux_points[0][0] + aux_points[1][0]) / 2.0, (
-                aux_points[0][1] + aux_points[1][1]
-            ) / 2.0
+            x_arrow_mid, y_arrow_mid = (
+                (aux_points[0][0] + aux_points[1][0]) / 2.0,
+                (aux_points[0][1] + aux_points[1][1]) / 2.0,
+            )
             # Draw the line
             path.append(
                 format_path_step(
diff --git a/src/igraph/drawing/shapes.py b/src/igraph/drawing/shapes.py
index 4f0ea97b5..0c3ccd1c8 100644
--- a/src/igraph/drawing/shapes.py
+++ b/src/igraph/drawing/shapes.py
@@ -16,7 +16,6 @@
 name in the C{shape} attribute of vertices.
 """
 
-
 __all__ = ("ShapeDrawerDirectory",)
 
 from abc import ABCMeta, abstractmethod
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index 70fac3750..24750d911 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -6,7 +6,7 @@ def _construct_bipartite_graph_from_adjacency(
     multiple=False,
     weighted=None,
     *args,
-    **kwds
+    **kwds,
 ):
     """Creates a bipartite graph from a bipartite adjacency matrix.
 
diff --git a/src/igraph/io/images.py b/src/igraph/io/images.py
index 202e39862..da1c8b2c9 100644
--- a/src/igraph/io/images.py
+++ b/src/igraph/io/images.py
@@ -17,7 +17,7 @@ def _write_graph_to_svg(
     edge_stroke_widths="width",
     font_size=16,
     *args,
-    **kwds
+    **kwds,
 ):
     """Saves the graph as an SVG (Scalable Vector Graphics) file
 
@@ -289,16 +289,12 @@ def _write_graph_to_svg(
                 vs = str(vertex_size)
                 print(
                     '     <path d="M -{0},0 A{0},{0} 0 0,0 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                        vs, c[0]
-                    ),
+                                -{0},0" fill="{1}"/>'.format(vs, c[0]),
                     file=f,
                 )
                 print(
                     '     <path d="M -{0},0 A{0},{0} 0 0,1 {0},0 L \
-                                -{0},0" fill="{1}"/>'.format(
-                        vs, c[1]
-                    ),
+                                -{0},0" fill="{1}"/>'.format(vs, c[1]),
                     file=f,
                 )
                 print(
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index f5b0a9181..17877e8f6 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -6,7 +6,6 @@
 This package contains the implementation of the L{Layout} object.
 """
 
-
 from math import sin, cos, pi
 
 from igraph._igraph import GraphBase
diff --git a/src/igraph/seq.py b/src/igraph/seq.py
index 6107cfc9c..3790cf510 100644
--- a/src/igraph/seq.py
+++ b/src/igraph/seq.py
@@ -737,9 +737,7 @@ def decorated(*args, **kwds):
 restricted to this sequence, and returns the result.
 
 @see: Graph.%(name)s() for details.
-""" % {
-        "name": name
-    }
+""" % {"name": name}
 
     return decorated
 
diff --git a/src/igraph/sparse_matrix.py b/src/igraph/sparse_matrix.py
index fe9565a79..93c6fa7ae 100644
--- a/src/igraph/sparse_matrix.py
+++ b/src/igraph/sparse_matrix.py
@@ -24,19 +24,15 @@
 
 def _convert_mode_argument(mode):
     # resolve mode constants, convert to lowercase
-    mode = (
-        {
-            ADJ_DIRECTED: "directed",
-            ADJ_UNDIRECTED: "undirected",
-            ADJ_MAX: "max",
-            ADJ_MIN: "min",
-            ADJ_PLUS: "plus",
-            ADJ_UPPER: "upper",
-            ADJ_LOWER: "lower",
-        }
-        .get(mode, mode)
-        .lower()
-    )
+    mode = {
+        ADJ_DIRECTED: "directed",
+        ADJ_UNDIRECTED: "undirected",
+        ADJ_MAX: "max",
+        ADJ_MIN: "min",
+        ADJ_PLUS: "plus",
+        ADJ_UPPER: "upper",
+        ADJ_LOWER: "lower",
+    }.get(mode, mode).lower()
 
     if mode not in _SUPPORTED_MODES:
         raise ValueError("mode should be one of " + (" ".join(_SUPPORTED_MODES)))
diff --git a/tests/drawing/matplotlib/test_graph.py b/tests/drawing/matplotlib/test_graph.py
index a044d323e..b77d42174 100644
--- a/tests/drawing/matplotlib/test_graph.py
+++ b/tests/drawing/matplotlib/test_graph.py
@@ -54,9 +54,11 @@ def test_labels(self):
         g = Graph.Ring(5)
         fig, ax = plt.subplots(figsize=(3, 3))
         plot(
-            g, target=ax, layout=self.layout_small_ring,
-            vertex_label=['1', '2', '3', '4', '5'],
-            vertex_label_color='white',
+            g,
+            target=ax,
+            layout=self.layout_small_ring,
+            vertex_label=["1", "2", "3", "4", "5"],
+            vertex_label_color="white",
             vertex_label_size=16,
         )
 
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index 3c1c215e9..b5801a5a1 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -138,7 +138,14 @@ def testLargestIndependentVertexSets(self):
         self.assertEqual(
             self.g1.largest_independent_vertex_sets(), [(0, 3, 4), (2, 3, 4)]
         )
-        self.assertTrue(all(map(self.g1.is_independent_vertex_set, self.g1.largest_independent_vertex_sets())))
+        self.assertTrue(
+            all(
+                map(
+                    self.g1.is_independent_vertex_set,
+                    self.g1.largest_independent_vertex_sets(),
+                )
+            )
+        )
 
     def testMaximalIndependentVertexSets(self):
         self.assertEqual(
@@ -155,7 +162,14 @@ def testMaximalIndependentVertexSets(self):
                 (2, 4, 7, 8),
             ],
         )
-        self.assertTrue(all(map(self.g2.is_independent_vertex_set, self.g2.maximal_independent_vertex_sets())))
+        self.assertTrue(
+            all(
+                map(
+                    self.g2.is_independent_vertex_set,
+                    self.g2.maximal_independent_vertex_sets(),
+                )
+            )
+        )
 
     def testIndependenceNumber(self):
         self.assertEqual(self.g2.independence_number(), 6)
diff --git a/tests/test_conversion.py b/tests/test_conversion.py
index bbd9574c5..6f3cdc22e 100644
--- a/tests/test_conversion.py
+++ b/tests/test_conversion.py
@@ -186,8 +186,7 @@ def testFromPrufer(self):
         self.assertEqual(6, g.vcount())
         self.assertEqual(5, g.ecount())
         self.assertEqual(
-            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)],
-            sorted(g.get_edgelist())
+            [(0, 3), (1, 3), (2, 3), (3, 4), (4, 5)], sorted(g.get_edgelist())
         )
 
     def testToPrufer(self):
@@ -202,9 +201,7 @@ def suite():
     representation_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
         GraphRepresentationTests
     )
-    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(
-        PruferTests
-    )
+    prufer_suite = unittest.defaultTestLoader.loadTestsFromTestCase(PruferTests)
     return unittest.TestSuite([direction_suite, representation_suite, prufer_suite])
 
 
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 30cc58d23..4414e48ae 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -162,7 +162,20 @@ def testHexagonalLattice(self):
         self.assertEqual(sorted(g.get_edgelist()), sorted(el + [(y, x) for x, y in el]))
 
     def testHypercube(self):
-        el = [(0, 1), (0, 2), (0, 4), (1, 3), (1, 5), (2, 3), (2, 6), (3, 7), (4, 5), (4, 6), (5, 7), (6, 7)]
+        el = [
+            (0, 1),
+            (0, 2),
+            (0, 4),
+            (1, 3),
+            (1, 5),
+            (2, 3),
+            (2, 6),
+            (3, 7),
+            (4, 5),
+            (4, 6),
+            (5, 7),
+            (6, 7),
+        ]
         g = Graph.Hypercube(3)
         self.assertEqual(g.get_edgelist(), el)
 
diff --git a/tests/test_layouts.py b/tests/test_layouts.py
index ac32e0210..63cf95cb6 100644
--- a/tests/test_layouts.py
+++ b/tests/test_layouts.py
@@ -242,8 +242,12 @@ def testKamadaKawai(self):
         self.assertTrue(bbox.right <= 6)
 
         lo = g.layout(
-            "kk", miny=[2] * 100, maxy=[3] * 100, minx=[4] * 100, maxx=[6] * 100,
-            weights=range(10, g.ecount() + 10)
+            "kk",
+            miny=[2] * 100,
+            maxy=[3] * 100,
+            minx=[4] * 100,
+            maxx=[6] * 100,
+            weights=range(10, g.ecount() + 10),
         )
 
         self.assertTrue(isinstance(lo, Layout))

From c02d42db1a546304f6c9bb8ce8f128133d57ac27 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 00:14:23 +0200
Subject: [PATCH 648/681] fix: remove usage of IGRAPH_NEGINFINITY

---
 src/_igraph/convert.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 248c35387..999163824 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -374,7 +374,7 @@ int igraphmodule_PyObject_to_eigen_which_t(PyObject *o,
   w->pos = IGRAPH_EIGEN_LM;
   w->howmany = 1;
   w->il = w->iu = -1;
-  w->vl = IGRAPH_NEGINFINITY;
+  w->vl = -IGRAPH_INFINITY;
   w->vu = IGRAPH_INFINITY;
   w->vestimate = 0;
   w->balance = IGRAPH_LAPACK_DGEEVX_BALANCE_NONE;

From 8c10051c9ea21ab2e906750a35790ceef55ee6f0 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 00:15:09 +0200
Subject: [PATCH 649/681] feat: added node_in_weights argument to
 Graph.community_leiden()

---
 src/_igraph/graphobject.c | 22 +++++++++++++++++-----
 src/igraph/community.py   |  7 +++++++
 vendor/source/igraph      |  2 +-
 3 files changed, 25 insertions(+), 6 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 6393de1c1..f6d368c35 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13611,11 +13611,12 @@ PyObject *igraphmodule_Graph_community_walktrap(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
 
-  static char *kwlist[] = {"edge_weights", "node_weights", "resolution",
+  static char *kwlist[] = {"edge_weights", "node_weights", "node_in_weights", "resolution",
                            "normalize_resolution", "beta", "initial_membership", "n_iterations", NULL};
 
   PyObject *edge_weights_o = Py_None;
   PyObject *node_weights_o = Py_None;
+  PyObject *node_in_weights_o = Py_None;
   PyObject *initial_membership_o = Py_None;
   PyObject *normalize_resolution = Py_False;
   PyObject *res = Py_None;
@@ -13624,14 +13625,14 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   Py_ssize_t n_iterations = 2;
   double resolution = 1.0;
   double beta = 0.01;
-  igraph_vector_t *edge_weights = NULL, *node_weights = NULL;
+  igraph_vector_t *edge_weights = NULL, *node_weights = NULL, *node_in_weights = NULL;
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = true;
   igraph_integer_t nb_clusters = 0;
   igraph_real_t quality = 0.0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOdOdOn", kwlist,
-        &edge_weights_o, &node_weights_o, &resolution, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOdOdOn", kwlist,
+        &edge_weights_o, &node_weights_o, &node_in_weights_o, &resolution, &normalize_resolution, &beta, &initial_membership_o, &n_iterations))
     return NULL;
 
   if (n_iterations >= 0) {
@@ -13654,6 +13655,13 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     error = -1;
   }
 
+  /* Get node in-weights (directed case) */
+  if (!error && igraphmodule_attrib_to_vector_t(node_in_weights_o, self, &node_in_weights,
+    ATTRIBUTE_TYPE_VERTEX)) {
+    igraphmodule_handle_igraph_error();
+    error = -1;
+  }
+
   /* Get initial membership */
   if (!error && igraphmodule_attrib_to_vector_int_t(initial_membership_o, self, &membership,
     ATTRIBUTE_TYPE_VERTEX)) {
@@ -13696,7 +13704,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   /* Run actual Leiden algorithm for several iterations. */
   if (!error) {
     error = igraph_community_leiden(&self->g,
-                                    edge_weights, node_weights,
+                                    edge_weights, node_weights, node_in_weights,
                                     resolution, beta,
                                     start, n_iterations, membership,
                                     &nb_clusters, &quality);
@@ -13710,6 +13718,10 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
     igraph_vector_destroy(node_weights);
     free(node_weights);
   }
+  if (node_in_weights != 0) {
+    igraph_vector_destroy(node_in_weights);
+    free(node_in_weights);
+  }
 
   if (!error && membership != 0) {
     res = igraphmodule_vector_int_t_to_PyList(membership);
diff --git a/src/igraph/community.py b/src/igraph/community.py
index 67648ad7f..a3c6ce50b 100644
--- a/src/igraph/community.py
+++ b/src/igraph/community.py
@@ -461,6 +461,7 @@ def _community_leiden(
     initial_membership=None,
     n_iterations=2,
     node_weights=None,
+    node_in_weights=None,
     **kwds,
 ):
     """Finds the community structure of the graph using the Leiden
@@ -491,6 +492,11 @@ def _community_leiden(
       If this is not provided, it will be automatically determined on the
       basis of whether you want to use CPM or modularity. If you do provide
       this, please make sure that you understand what you are doing.
+    @param node_in_weights: the inbound node weights used in the directed
+      variant of the Leiden algorithm. If this is not provided, it will be
+      automatically determined on the basis of whether you want to use CPM or
+      modularity. If you do provide this, please make sure that you understand
+      what you are doing.
     @return: an appropriate L{VertexClustering} object with an extra attribute
       called C{quality} that stores the value of the internal quality function
       optimized by the algorithm.
@@ -512,6 +518,7 @@ def _community_leiden(
         graph,
         edge_weights=weights,
         node_weights=node_weights,
+        node_in_weights=node_in_weights,
         resolution=resolution,
         normalize_resolution=(objective_function == "modularity"),
         beta=beta,
diff --git a/vendor/source/igraph b/vendor/source/igraph
index f858f76c2..ecc38dc1b 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit f858f76c2f5d2483c446ed9e8cedbc47cf74f617
+Subproject commit ecc38dc1b2eb1b9ec0c35f71bc60bbdcadc111b2

From d9b43f95d1d90d7a0cfe568740be2c1bb5e5c6a1 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 02:14:16 +0200
Subject: [PATCH 650/681] fix: fix normalization in the directed Leiden
 algorithm

---
 src/_igraph/graphobject.c | 27 ++++++++++++++++-----------
 1 file changed, 16 insertions(+), 11 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f6d368c35..2bae33665 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -13672,30 +13672,35 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   if (!error && membership == 0) {
     start = 0;
     membership = (igraph_vector_int_t*)calloc(1, sizeof(igraph_vector_int_t));
-    if (membership==0) {
+    if (membership == 0) {
       PyErr_NoMemory();
       error = -1;
-    } else {
-      igraph_vector_int_init(membership, 0);
+    } else if (igraph_vector_int_init(membership, 0)) {
+      igraphmodule_handle_igraph_error();
+      error = -1;
     }
   }
 
-  if (PyObject_IsTrue(normalize_resolution))
+  if (!error && PyObject_IsTrue(normalize_resolution))
   {
     /* If we need to normalize the resolution parameter,
      * we will need to have node weights. */
     if (node_weights == 0)
     {
       node_weights = (igraph_vector_t*)calloc(1, sizeof(igraph_vector_t));
-      if (node_weights==0) {
+      if (node_weights == 0) {
         PyErr_NoMemory();
         error = -1;
-      } else {
-        igraph_vector_init(node_weights, 0);
-        if (igraph_strength(&self->g, node_weights, igraph_vss_all(), IGRAPH_ALL, 0, edge_weights)) {
-          igraphmodule_handle_igraph_error();
-          error = -1;
-        }
+      } else if (igraph_vector_init(node_weights, 0)) {
+        igraphmodule_handle_igraph_error();
+        error = -1;
+      } else if (igraph_strength(
+        &self->g, node_weights, igraph_vss_all(),
+        igraph_is_directed(&self->g) ? IGRAPH_OUT : IGRAPH_ALL,
+        IGRAPH_NO_LOOPS, edge_weights
+      )) {
+        igraphmodule_handle_igraph_error();
+        error = -1;
       }
     }
     resolution /= igraph_vector_sum(node_weights);

From 42e7a53ab3c4a66b02ad528f0aa8220bf43e377c Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 5 Aug 2025 02:27:21 +0200
Subject: [PATCH 651/681] refactor: shortest path method auto-selection now
 delegated to the C core

---
 src/_igraph/graphobject.c | 36 ++++++++++----------
 src/_igraph/utils.c       | 70 ---------------------------------------
 src/_igraph/utils.h       | 40 ----------------------
 vendor/source/igraph      |  2 +-
 4 files changed, 18 insertions(+), 130 deletions(-)
 delete mode 100644 src/_igraph/utils.c
 delete mode 100644 src/_igraph/utils.h

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 2bae33665..028c2431c 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -33,7 +33,6 @@
 #include "indexing.h"
 #include "memory.h"
 #include "pyhelpers.h"
-#include "utils.h"
 #include "vertexseqobject.h"
 #include <float.h>
 
@@ -5571,14 +5570,14 @@ PyObject *igraphmodule_Graph_get_shortest_path(
     return NULL;
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, NULL, mode, /* allow_johnson = */ false
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_get_shortest_path(
+        &self->g, weights, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, mode
+      );
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_get_shortest_path_dijkstra(
         &self->g, use_edges ? NULL : &vec, use_edges ? &vec : NULL, from, to, weights, mode
@@ -5793,14 +5792,15 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
     return NULL;
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, NULL, mode, /* allow_johnson = */ false
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_get_shortest_paths(
+        &self->g, weights, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
+        from, to, mode, NULL, NULL
+      );
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_get_shortest_paths_dijkstra(
         &self->g, use_edges ? NULL : &veclist, use_edges ? &veclist : NULL,
@@ -6619,14 +6619,12 @@ PyObject *igraphmodule_Graph_distances(
     return igraphmodule_handle_igraph_error();
   }
 
-  if (algorithm == IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO) {
-    algorithm = igraphmodule_select_shortest_path_algorithm(
-      &self->g, weights, &from_vs, mode, /* allow_johnson = */ true
-    );
-  }
-
   /* Call the C function */
   switch (algorithm) {
+    case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO:
+      retval = igraph_distances(&self->g, weights, &res, from_vs, to_vs, mode);
+      break;
+
     case IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA:
       retval = igraph_distances_dijkstra(&self->g, &res, from_vs, to_vs, weights, mode);
       break;
diff --git a/src/_igraph/utils.c b/src/_igraph/utils.c
deleted file mode 100644
index 2fd58420c..000000000
--- a/src/_igraph/utils.c
+++ /dev/null
@@ -1,70 +0,0 @@
-/*
-   IGraph library.
-   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-   02110-1301 USA
-
-*/
-
-#include "utils.h"
-
-/************************ Miscellaneous functions *************************/
-
-/**
- * Helper function that automatically selects a shortest path algorithm based on
- * a graph, its weight vector and the source vertex set (if any).
- */
-igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
-  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
-  igraph_neimode_t mode, igraph_bool_t allow_johnson
-) {
-  igraph_error_t retval;
-  igraph_integer_t vs_size;
-
-  /* Select the most suitable algorithm */
-  if (weights && igraph_vector_size(weights) > 0) {
-    if (igraph_vector_min(weights) >= 0) {
-      /* Only positive weights, use Dijkstra's algorithm */
-      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
-    } else if (allow_johnson) {
-      /* There are negative weights. For a small number of sources, use Bellman-Ford.
-       * Otherwise, use Johnson's algorithm */
-      if (from_vs) {
-        retval = igraph_vs_size(graph, from_vs, &vs_size);
-      } else {
-        retval = IGRAPH_SUCCESS;
-        vs_size = IGRAPH_INTEGER_MAX;
-      }
-      if (retval == IGRAPH_SUCCESS) {
-        if (vs_size <= 100 || mode != IGRAPH_OUT) {
-          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-        } else {
-          return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_JOHNSON;
-        }
-      } else {
-        /* Error while calling igraph_vs_size(). Use Bellman-Ford. */
-        return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-      }
-    } else {
-      /* Johnson's algorithm is disallowed, use Bellman-Ford */
-      return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_BELLMAN_FORD;
-    }
-  } else {
-    /* No weights or empty weight vector, use Dijstra, which should fall back to
-     * an unweighted algorithm */
-    return IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_DIJKSTRA;
-  }
-}
diff --git a/src/_igraph/utils.h b/src/_igraph/utils.h
deleted file mode 100644
index bc39b84b9..000000000
--- a/src/_igraph/utils.h
+++ /dev/null
@@ -1,40 +0,0 @@
-/* -*- mode: C -*-  */
-/*
-   IGraph library.
-   Copyright (C) 2006-2023  Tamas Nepusz <ntamas@gmail.com>
-
-   This program is free software; you can redistribute it and/or modify
-   it under the terms of the GNU General Public License as published by
-   the Free Software Foundation; either version 2 of the License, or
-   (at your option) any later version.
-
-   This program is distributed in the hope that it will be useful,
-   but WITHOUT ANY WARRANTY; without even the implied warranty of
-   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-   GNU General Public License for more details.
-
-   You should have received a copy of the GNU General Public License
-   along with this program; if not, write to the Free Software
-   Foundation, Inc.,  51 Franklin Street, Fifth Floor, Boston, MA
-   02110-1301 USA
-
-*/
-
-#ifndef IGRAPHMODULE_UTILS_H
-#define IGRAPHMODULE_UTILS_H
-
-#include "preamble.h"
-
-#include <igraph_constants.h>
-#include <igraph_types.h>
-#include "convert.h"
-#include "graphobject.h"
-
-/************************ Miscellaneous functions *************************/
-
-igraphmodule_shortest_path_algorithm_t igraphmodule_select_shortest_path_algorithm(
-  const igraph_t* graph, const igraph_vector_t* weights, const igraph_vs_t* from_vs,
-  igraph_neimode_t mode, igraph_bool_t allow_johnson
-);
-
-#endif
diff --git a/vendor/source/igraph b/vendor/source/igraph
index ecc38dc1b..2b761fa3d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit ecc38dc1b2eb1b9ec0c35f71bc60bbdcadc111b2
+Subproject commit 2b761fa3d5fbe4dc69920597531767ffd15822e1

From 701f8a1390a373d366dbf902245125f25761a50a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:07:40 +0000
Subject: [PATCH 652/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index 2b761fa3d..be53d68e0 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 2b761fa3d5fbe4dc69920597531767ffd15822e1
+Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4

From 2788bbb5f83ae035803b40abd02825da926b3bb2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:08:32 +0000
Subject: [PATCH 653/681] fix: update convex_hull() for C API changes

---
 src/_igraph/igraphmodule.c | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 0af15fed4..e78b7f620 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -345,7 +345,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    if (igraph_convex_hull(&mtrx, &result, 0)) {
+    if (igraph_convex_hull_2d(&mtrx, &result, 0)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
       igraph_vector_int_destroy(&result);
@@ -359,7 +359,7 @@ PyObject* igraphmodule_convex_hull(PyObject* self, PyObject* args, PyObject* kwd
       igraph_matrix_destroy(&mtrx);
       return NULL;
     }
-    if (igraph_convex_hull(&mtrx, 0, &resmat)) {
+    if (igraph_convex_hull_2d(&mtrx, 0, &resmat)) {
       igraphmodule_handle_igraph_error();
       igraph_matrix_destroy(&mtrx);
       igraph_matrix_destroy(&resmat);

From c185ea6093bd186d9a2df362e514cded4091ffca Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Sun, 10 Aug 2025 18:14:19 +0000
Subject: [PATCH 654/681] fix: update rewire() for C API changes

---
 src/_igraph/convert.c      | 13 -------------
 src/_igraph/convert.h      |  1 -
 src/_igraph/graphobject.c  | 14 +++++++-------
 src/_igraph/igraphmodule.c |  3 ---
 src/igraph/__init__.py     |  2 --
 tests/test_games.py        |  6 +++---
 6 files changed, 10 insertions(+), 29 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 999163824..8a93fb8f6 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -766,19 +766,6 @@ int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *re
   TRANSLATE_ENUM_WITH(reciprocity_tt);
 }
 
-/**
- * \brief Converts a Python object to an igraph \c igraph_rewiring_t
- */
-int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result) {
-  static igraphmodule_enum_translation_table_entry_t rewiring_tt[] = {
-    {"simple", IGRAPH_REWIRING_SIMPLE},
-    {"simple_loops", IGRAPH_REWIRING_SIMPLE_LOOPS},
-    {"loops", IGRAPH_REWIRING_SIMPLE_LOOPS},
-    {0,0}
-  };
-  TRANSLATE_ENUM_WITH(rewiring_tt);
-}
-
 /**
  * \brief Converts a Python object to an igraph \c igraphmodule_shortest_path_algorithm_t
  */
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 525afbb5e..a7ca02b16 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -86,7 +86,6 @@ int igraphmodule_PyObject_to_realize_degseq_t(PyObject *o, igraph_realize_degseq
 int igraphmodule_PyObject_to_random_tree_t(PyObject *o, igraph_random_tree_t *result);
 int igraphmodule_PyObject_to_random_walk_stuck_t(PyObject *o, igraph_random_walk_stuck_t *result);
 int igraphmodule_PyObject_to_reciprocity_t(PyObject *o, igraph_reciprocity_t *result);
-int igraphmodule_PyObject_to_rewiring_t(PyObject *o, igraph_rewiring_t *result);
 int igraphmodule_PyObject_to_shortest_path_algorithm_t(PyObject *o, igraphmodule_shortest_path_algorithm_t *result);
 int igraphmodule_PyObject_to_spinglass_implementation_t(PyObject *o, igraph_spinglass_implementation_t *result);
 int igraphmodule_PyObject_to_spincomm_update_t(PyObject *o, igraph_spincomm_update_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 028c2431c..da1d3fbce 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -6512,12 +6512,12 @@ PyObject *igraphmodule_Graph_permute_vertices(igraphmodule_GraphObject *self,
 PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
                                     PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "n", "mode", NULL };
-  PyObject *n_o = Py_None, *mode_o = Py_None;
+  static char *kwlist[] = { "n", "allowed_edge_types", NULL };
+  PyObject *n_o = Py_None, *allowed_edge_types_o = Py_None;
   igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
-  igraph_rewiring_t mode = IGRAPH_REWIRING_SIMPLE;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &mode_o)) {
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &allowed_edge_types_o)) {
     return NULL;
   }
 
@@ -6527,11 +6527,11 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
     }
   }
 
-  if (igraphmodule_PyObject_to_rewiring_t(mode_o, &mode)) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(allowed_edge_types_o, &allowed_edge_types)) {
     return NULL;
   }
 
-  if (igraph_rewire(&self->g, n, mode)) {
+  if (igraph_rewire(&self->g, n, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -16281,7 +16281,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire */
   {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=None, mode=\"simple\")\n--\n\n"
+   "rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
    "Randomly rewires the graph while preserving the degree distribution.\n\n"
    "The rewiring is done \"in-place\", so the original graph will be modified.\n"
    "If you want to preserve the original graph, use the L{copy} method before\n"
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index e78b7f620..7c4a09191 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -1158,9 +1158,6 @@ PyObject* PyInit__igraph(void)
   PyModule_AddIntConstant(m, "GET_ADJACENCY_LOWER", IGRAPH_GET_ADJACENCY_LOWER);
   PyModule_AddIntConstant(m, "GET_ADJACENCY_BOTH", IGRAPH_GET_ADJACENCY_BOTH);
 
-  PyModule_AddIntConstant(m, "REWIRING_SIMPLE", IGRAPH_REWIRING_SIMPLE);
-  PyModule_AddIntConstant(m, "REWIRING_SIMPLE_LOOPS", IGRAPH_REWIRING_SIMPLE_LOOPS);
-
   PyModule_AddIntConstant(m, "ADJ_DIRECTED", IGRAPH_ADJ_DIRECTED);
   PyModule_AddIntConstant(m, "ADJ_UNDIRECTED", IGRAPH_ADJ_UNDIRECTED);
   PyModule_AddIntConstant(m, "ADJ_MAX", IGRAPH_ADJ_MAX);
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index fb33f686c..7c2e50952 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -47,8 +47,6 @@
     IN,
     InternalError,
     OUT,
-    REWIRING_SIMPLE,
-    REWIRING_SIMPLE_LOOPS,
     STAR_IN,
     STAR_MUTUAL,
     STAR_OUT,
diff --git a/tests/test_games.py b/tests/test_games.py
index 3e78637dc..cf36c75ce 100644
--- a/tests/test_games.py
+++ b/tests/test_games.py
@@ -163,7 +163,7 @@ def testRewire(self):
         self.assertTrue(g.is_simple())
 
         # Rewiring with loops (1)
-        g.rewire(10000, mode="loops")
+        g.rewire(10000, allowed_edge_types="loops")
         self.assertEqual(degrees, g.degree())
         self.assertFalse(any(g.is_multiple()))
 
@@ -171,7 +171,7 @@ def testRewire(self):
         g = Graph.Full(4)
         g[1, 3] = 0
         degrees = g.degree()
-        g.rewire(100, mode="loops")
+        g.rewire(100, allowed_edge_types="loops")
         self.assertEqual(degrees, g.degree())
         self.assertFalse(any(g.is_multiple()))
 
@@ -185,7 +185,7 @@ def testRewire(self):
         self.assertTrue(g.is_simple())
 
         # Directed graph with loops
-        g.rewire(10000, mode="loops")
+        g.rewire(10000, allowed_edge_types="loops")
         self.assertEqual(indeg, g.indegree())
         self.assertEqual(outdeg, g.outdegree())
         self.assertFalse(any(g.is_multiple()))

From 7926cb514d7480ae357aac3db913fb22e4d4b1aa Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Mon, 11 Aug 2025 09:50:09 +0000
Subject: [PATCH 655/681] fix: perform mode -> allowed_edge_types parameter
 name renaming for review() in docs as well

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index da1d3fbce..e5bef73b3 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -16288,7 +16288,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "rewiring.\n\n"
    "@param n: the number of rewiring trials. The default is 10 times the number\n"
    "  of edges.\n"
-   "@param mode: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
+   "@param allowed_edge_types: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
    "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
    "  latter does.\n"},
 

From 38f391154e526744d0086aafb685394eecd0e814 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Aug 2025 20:12:46 +0000
Subject: [PATCH 656/681] build(deps): bump actions/checkout from 4 to 5

Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0dd578565..8af4dece1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -13,7 +13,7 @@ jobs:
     name: Build wheels on Linux (x86_64)
     runs-on: ubuntu-22.04
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -41,7 +41,7 @@ jobs:
     name: Build wheels on Linux (aarch64/manylinux)
     runs-on: ubuntu-22.04-arm
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -63,7 +63,7 @@ jobs:
     name: Build wheels on Linux (aarch64/musllinux)
     runs-on: ubuntu-22.04-arm
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -97,7 +97,7 @@ jobs:
             wheel_arch: arm64
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -150,7 +150,7 @@ jobs:
     runs-on: ubuntu-22.04
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -209,7 +209,7 @@ jobs:
     runs-on: ${{ matrix.os }}
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -262,7 +262,7 @@ jobs:
     name: Build sdist and test extra dependencies
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0
@@ -308,7 +308,7 @@ jobs:
     env:
       IGRAPH_CMAKE_EXTRA_ARGS: -DFORCE_COLORED_OUTPUT=ON
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
         with:
           submodules: true
           fetch-depth: 0

From 0fce500dc706806541e4808a3e890f3dd8506b07 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 13 Aug 2025 08:29:43 +0000
Subject: [PATCH 657/681] chore: update C core

---
 vendor/source/igraph | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/vendor/source/igraph b/vendor/source/igraph
index be53d68e0..be8bc7d25 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4
+Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab

From a1a164b07b334952422860474b580dd72cb6f21e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Wed, 13 Aug 2025 08:33:49 +0000
Subject: [PATCH 658/681] refactor!: adapt Graph.SBM() interface to changes in
 C core

---
 src/_igraph/graphobject.c | 28 +++++++++++++---------------
 tests/test_generators.py  | 11 ++++-------
 2 files changed, 17 insertions(+), 22 deletions(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e5bef73b3..5887e751f 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3563,24 +3563,22 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  Py_ssize_t n;
   PyObject *block_sizes_o, *pref_matrix_o;
   PyObject *directed_o = Py_False;
   PyObject *loops_o = Py_False;
+  PyObject *multiple_o = Py_False;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
-    "loops", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
+    "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
-                                   &n, &pref_matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+                                   &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o))
+                                   &directed_o, &loops_o, &multiple_o))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "vertex count");
-
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
@@ -3590,7 +3588,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, n, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -14754,19 +14752,19 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
    "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
    "Generates a graph based on a stochastic block model.\n\n"
-   "A given number of vertices are generated. Every vertex is assigned to a\n"
-   "vertex type according to the given block sizes. Vertices of the same\n"
+   "Every vertex is assigned to a vertex type according to the given block\n"
+   "sizes, which also determine the total vertex count. Vertices of the same\n"
    "type will be assigned consecutive vertex IDs. Finally, every\n"
    "vertex pair is evaluated and an edge is created between them with a\n"
    "probability depending on the types of the vertices involved. The\n"
    "probabilities are taken from the preference matrix.\n\n"
-   "@param n: the number of vertices in the graph\n"
-   "@param pref_matrix: matrix giving the connection probabilities for\n"
-   "  different vertex types.\n"
+   "@param pref_matrix: matrix giving the connection probabilities (or expected\n"
+   "  edge multiplicities for multigraphs) between different vertex types.\n"
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"},
+   "@param loops: whether loop edges are allowed.\n"
+   "@param multiple: whether multi-edges are allowed.\n"},
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
diff --git a/tests/test_generators.py b/tests/test_generators.py
index bfb1c4e23..675de880a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -429,9 +429,8 @@ def testLattice(self):
 
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
-        n = 60
         types = [20, 20, 20]
-        g = Graph.SBM(n, pref_matrix, types)
+        g = Graph.SBM(pref_matrix, types)
 
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
@@ -441,21 +440,19 @@ def testSBM(self):
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
         # Check loops argument
-        g = Graph.SBM(n, pref_matrix, types, loops=True)
+        g = Graph.SBM(pref_matrix, types, loops=True)
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
         # Check directedness
-        g = Graph.SBM(n, pref_matrix, types, directed=True)
+        g = Graph.SBM(pref_matrix, types, directed=True)
         self.assertTrue(g.is_directed())
         self.assertTrue(sum(g.is_mutual()) < g.ecount())
         self.assertTrue(sum(g.is_loop()) == 0)
 
         # Check error conditions
-        self.assertRaises(ValueError, Graph.SBM, -1, pref_matrix, types)
-        self.assertRaises(InternalError, Graph.SBM, 61, pref_matrix, types)
         pref_matrix[0][1] = 0.7
-        self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
+        self.assertRaises(InternalError, Graph.SBM, pref_matrix, types)
 
     def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2])

From 24fee95e87fbf8bf59a544841e61eeefc7f9dfb2 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Wed, 13 Aug 2025 16:39:25 -0500
Subject: [PATCH 659/681] chore: updated igraph core, added compatibility alias
 for the allowed_edge_types argument of rewire()

---
 src/_igraph/graphobject.c | 39 ++++++++++++++++-----------------------
 src/igraph/__init__.py    |  5 +++--
 src/igraph/rewiring.py    | 25 +++++++++++++++++++++++++
 tests/test_generators.py  | 11 ++++-------
 vendor/source/igraph      |  2 +-
 5 files changed, 49 insertions(+), 33 deletions(-)
 create mode 100644 src/igraph/rewiring.py

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index e5bef73b3..b878407d8 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -3563,24 +3563,22 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  Py_ssize_t n;
   PyObject *block_sizes_o, *pref_matrix_o;
   PyObject *directed_o = Py_False;
   PyObject *loops_o = Py_False;
+  PyObject *multiple_o = Py_False;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "n", "pref_matrix", "block_sizes", "directed",
-    "loops", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
+    "loops", "multiple", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nOO|OO", kwlist,
-                                   &n, &pref_matrix_o,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+                                   &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o))
+                                   &directed_o, &loops_o, &multiple_o))
     return NULL;
 
-  CHECK_SSIZE_T_RANGE(n, "vertex count");
-
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
     return NULL;
   }
@@ -3590,7 +3588,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, n, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -14760,13 +14758,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "vertex pair is evaluated and an edge is created between them with a\n"
    "probability depending on the types of the vertices involved. The\n"
    "probabilities are taken from the preference matrix.\n\n"
-   "@param n: the number of vertices in the graph\n"
    "@param pref_matrix: matrix giving the connection probabilities for\n"
-   "  different vertex types.\n"
+   "  different vertex types (when C{multiple} = C{False}) or the expected\n"
+   "  number of edges between a vertex pair (when C{multiple} = C{True}).\n"
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"},
+   "@param loops: whether loop edges are allowed.\n"
+   "@param multiple: whether multiple edges are allowed.\n"
+  },
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
@@ -16279,18 +16279,11 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
 
   /* interface to igraph_rewire */
-  {"rewire", (PyCFunction) igraphmodule_Graph_rewire,
+  {"_rewire", (PyCFunction) igraphmodule_Graph_rewire,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
-   "Randomly rewires the graph while preserving the degree distribution.\n\n"
-   "The rewiring is done \"in-place\", so the original graph will be modified.\n"
-   "If you want to preserve the original graph, use the L{copy} method before\n"
-   "rewiring.\n\n"
-   "@param n: the number of rewiring trials. The default is 10 times the number\n"
-   "  of edges.\n"
-   "@param allowed_edge_types: the rewiring algorithm to use. It can either be C{\"simple\"} or\n"
-   "  C{\"loops\"}; the former does not create or destroy loop edges while the\n"
-   "  latter does.\n"},
+   "_rewire(n=None, allowed_edge_types=\"simple\")\n--\n\n"
+   "Internal function, undocumented.\n\n"
+   "@see: Graph.rewire()\n\n"},
 
   /* interface to igraph_rewire_edges */
   {"rewire_edges", (PyCFunction) igraphmodule_Graph_rewire_edges,
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 7c2e50952..70ac18c62 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -239,6 +239,7 @@
     intersection,
     operator_method_registry as _operator_method_registry,
 )
+from igraph.rewiring import _rewire
 from igraph.seq import EdgeSeq, VertexSeq, _add_proxy_methods
 from igraph.statistics import (
     FittedPowerLaw,
@@ -632,6 +633,7 @@ def es(self):
     disjoint_union = _operator_method_registry["disjoint_union"]
     union = _operator_method_registry["union"]
     intersection = _operator_method_registry["intersection"]
+    rewire = _rewire
 
     #############################################
     # Adjacency/incidence
@@ -1152,6 +1154,7 @@ def write(graph, filename, *args, **kwds):
     _cohesive_blocks,
     _connected_components,
     _add_proxy_methods,
+    _rewire,
 )
 
 # Re-export from _igraph for API docs
@@ -1267,8 +1270,6 @@ def write(graph, filename, *args, **kwds):
     "GET_ADJACENCY_UPPER",
     "IN",
     "OUT",
-    "REWIRING_SIMPLE",
-    "REWIRING_SIMPLE_LOOPS",
     "STAR_IN",
     "STAR_MUTUAL",
     "STAR_OUT",
diff --git a/src/igraph/rewiring.py b/src/igraph/rewiring.py
new file mode 100644
index 000000000..b4881a6c8
--- /dev/null
+++ b/src/igraph/rewiring.py
@@ -0,0 +1,25 @@
+from igraph._igraph import GraphBase
+
+from .utils import deprecated
+
+__all__ = ("_rewire", )
+
+
+def _rewire(graph, n=None, allowed_edge_types="simple", *, mode=None):
+    """Randomly rewires the graph while preserving the degree distribution.
+
+    The rewiring is done \"in-place\", so the original graph will be modified.
+    If you want to preserve the original graph, use the L{copy} method before
+    rewiring.
+
+    @param n: the number of rewiring trials. The default is 10 times the number
+        of edges.
+    @param allowed_edge_types: the rewiring algorithm to use. It can either be
+        C{"simple"} or C{"loops"}; the former does not create or destroy
+        loop edges while the latter does.
+    """
+    if mode is not None:
+        deprecated("The 'mode' keyword argument is deprecated, use 'allowed_edge_types' instead")
+        allowed_edge_types = mode
+
+    return GraphBase._rewire(graph, n, allowed_edge_types)
diff --git a/tests/test_generators.py b/tests/test_generators.py
index bfb1c4e23..675de880a 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -429,9 +429,8 @@ def testLattice(self):
 
     def testSBM(self):
         pref_matrix = [[0.5, 0, 0], [0, 0, 0.5], [0, 0.5, 0]]
-        n = 60
         types = [20, 20, 20]
-        g = Graph.SBM(n, pref_matrix, types)
+        g = Graph.SBM(pref_matrix, types)
 
         # Simple smoke tests for the expected structure of the graph
         self.assertTrue(g.is_simple())
@@ -441,21 +440,19 @@ def testSBM(self):
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
         # Check loops argument
-        g = Graph.SBM(n, pref_matrix, types, loops=True)
+        g = Graph.SBM(pref_matrix, types, loops=True)
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
         # Check directedness
-        g = Graph.SBM(n, pref_matrix, types, directed=True)
+        g = Graph.SBM(pref_matrix, types, directed=True)
         self.assertTrue(g.is_directed())
         self.assertTrue(sum(g.is_mutual()) < g.ecount())
         self.assertTrue(sum(g.is_loop()) == 0)
 
         # Check error conditions
-        self.assertRaises(ValueError, Graph.SBM, -1, pref_matrix, types)
-        self.assertRaises(InternalError, Graph.SBM, 61, pref_matrix, types)
         pref_matrix[0][1] = 0.7
-        self.assertRaises(InternalError, Graph.SBM, 60, pref_matrix, types)
+        self.assertRaises(InternalError, Graph.SBM, pref_matrix, types)
 
     def testTriangularLattice(self):
         g = Graph.Triangular_Lattice([2, 2])
diff --git a/vendor/source/igraph b/vendor/source/igraph
index be53d68e0..be8bc7d25 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be53d68e08548f3d299cc7bd6bfcfd7b2ea532b4
+Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab

From fb6f4072ae602db84187fa20193ba6f569a33950 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szabolcs=20Horva=CC=81t?= <szhorvat@gmail.com>
Date: Thu, 14 Aug 2025 21:29:09 +0000
Subject: [PATCH 660/681] feat: Graph.Nearest_Neighbor_Graph

---
 src/_igraph/convert.c     | 15 +++++++++++
 src/_igraph/convert.h     |  1 +
 src/_igraph/graphobject.c | 56 +++++++++++++++++++++++++++++++++++++++
 tests/test_generators.py  | 21 +++++++++++++++
 4 files changed, 93 insertions(+)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 8a93fb8f6..7bd2f2ce0 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -4069,6 +4069,21 @@ int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t
   TRANSLATE_ENUM_WITH(pagerank_algo_tt);
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts a Python object to an igraph \c igraph_metric_t
+ */
+int igraphmodule_PyObject_to_metric_t(PyObject *o, igraph_metric_t *result) {
+  static igraphmodule_enum_translation_table_entry_t metric_tt[] = {
+        {"euclidean", IGRAPH_METRIC_EUCLIDEAN},
+        {"l2", IGRAPH_METRIC_L2}, /* alias to the previous */
+        {"manhattan", IGRAPH_METRIC_MANHATTAN},
+        {"l1", IGRAPH_METRIC_L1}, /* alias to the previous */
+        {0,0}
+    };
+  TRANSLATE_ENUM_WITH(metric_tt);
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts a Python object to an igraph \c igraph_edge_type_sw_t
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index a7ca02b16..4b1a0731b 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -78,6 +78,7 @@ int igraphmodule_PyObject_to_laplacian_normalization_t(PyObject *o, igraph_lapla
 int igraphmodule_PyObject_to_layout_grid_t(PyObject *o, igraph_layout_grid_t *result);
 int igraphmodule_PyObject_to_lpa_variant_t(PyObject *o, igraph_lpa_variant_t *result);
 int igraphmodule_PyObject_to_loops_t(PyObject *o, igraph_loops_t *result);
+int igraphmodule_PyObject_to_metric_t(PyObject *o, igraph_metric_t *result);
 int igraphmodule_PyObject_to_mst_algorithm_t(PyObject *o, igraph_mst_algorithm_t *result);
 int igraphmodule_PyObject_to_neimode_t(PyObject *o, igraph_neimode_t *result);
 int igraphmodule_PyObject_to_pagerank_algo_t(PyObject *o, igraph_pagerank_algo_t *result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 19bae50fc..bd88fed4d 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -14034,6 +14034,46 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
   }
 }
 
+/**********************************************************************
+ * Spatial graphs                                                     *
+ **********************************************************************/
+
+PyObject *igraphmodule_Graph_Nearest_Neighbor_Graph(PyTypeObject *type,
+                                                    PyObject *args, PyObject *kwds) {
+  static char *kwlist[] = {"points", "k", "r", "metric", "directed", NULL};
+  PyObject *points_o = Py_None, *metric_o = Py_None, *directed_o = Py_False;
+  double r = -1;
+  Py_ssize_t k = 1;
+  igraph_matrix_t points;
+  igraphmodule_GraphObject *self;
+  igraph_t graph;
+  igraph_metric_t metric = IGRAPH_METRIC_EUCLIDEAN;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|ndOO", kwlist,
+                                   &points_o, &k, &r, &metric_o, &directed_o)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_metric_t(metric_o, &metric)) {
+    return NULL;
+  }
+
+  if (igraphmodule_PyObject_to_matrix_t(points_o, &points, "points")) {
+    return NULL;
+  }
+
+  if (igraph_nearest_neighbor_graph(&graph, &points, metric, k, r, PyObject_IsTrue(directed_o))) {
+    igraph_matrix_destroy(&points);
+    return igraphmodule_handle_igraph_error(); 
+  }
+
+  igraph_matrix_destroy(&points);
+
+  CREATE_GRAPH_FROM_TYPE(self, graph, type);
+
+  return (PyObject *) self;
+}
+
 /**********************************************************************
  * Special internal methods that you won't need to mess around with   *
  **********************************************************************/
@@ -18894,6 +18934,22 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  the given length (shorter if the random walk got stuck).\n"
   },
 
+  /**********************/
+  /* SPATIAL GRAPHS     */
+  /**********************/
+  {"Nearest_Neighbor_Graph", (PyCFunction)igraphmodule_Graph_Nearest_Neighbor_Graph,
+   METH_VARARGS | METH_CLASS | METH_KEYWORDS,
+   "Nearest_Neighbor_Graph(points, k=1, r=-1, metric=\"euclidean\", directed=False)\n--\n\n"
+   "Constructs a k nearest neighbor graph of a give point set. Each point is\n"
+   "connected to at most k spatial neighbors within a radius of 1.\n\n"
+   "@param points: coordinates of the points to use, in an arbitrary number of dimensions\n"
+   "@param k: at most how many neighbors to connect to. Pass a negative value to ignore\n"
+   "@param r: only neighbors within this radius are considered. Pass a negative value to ignore\n"
+   "@param metric: the metric to use. C{\"euclidean\"} and C{\"manhattan\"} are supported.\n"
+   "@param directed: whethe to create directed edges.\n"
+   "@return: the nearest neighbor graph.\n"
+  },
+
   /**********************/
   /* INTERNAL FUNCTIONS */
   /**********************/
diff --git a/tests/test_generators.py b/tests/test_generators.py
index 675de880a..c09b7c914 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -890,6 +890,27 @@ def testDataFrame(self):
             edges = pd.DataFrame(np.array([[0, 1], [1, np.nan], [1, 2]]), dtype="Int64")
             Graph.DataFrame(edges)
 
+    def testNearestNeighborGraph(self):
+        points = [[0,0], [1,2], [-3, -3]]
+
+        g = Graph.Nearest_Neighbor_Graph(points)
+        # expecting 1 - 2, 3 - 1
+        self.assertFalse(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertEqual(g.ecount(), 2)
+
+        g = Graph.Nearest_Neighbor_Graph(points, directed=True)
+        # expecting 1 <-> 2, 3 -> 1
+        self.assertTrue(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertEqual(g.ecount(), 3)
+
+        # expecting a complete graph
+        g = Graph.Nearest_Neighbor_Graph(points, k=2)
+        self.assertFalse(g.is_directed())
+        self.assertEqual(g.vcount(), 3)
+        self.assertTrue(g.is_complete())
+
 
 def suite():
     generator_suite = unittest.defaultTestLoader.loadTestsFromTestCase(GeneratorTests)

From c6cab4f17a73b50e2406b70198e8563cde9e9af6 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Sep 2025 00:24:02 +0200
Subject: [PATCH 661/681] chore: updated to igraph 1.0.0-rc1

---
 src/_igraph/convert.c     |  34 ++++
 src/_igraph/convert.h     |   1 +
 src/_igraph/graphobject.c | 387 +++++++++++++++++++++++++-------------
 src/igraph/layout.py      |  23 +--
 tests/test_generators.py  |  14 +-
 vendor/source/igraph      |   2 +-
 6 files changed, 308 insertions(+), 153 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 7bd2f2ce0..5cd062ac8 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -2436,6 +2436,40 @@ PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m) {
   return list;
 }
 
+/**
+ * \ingroup python_interface_conversion
+ * \brief Converts an igraph \c igraph_matrix_list_t to a Python list of lists of lists
+ *
+ * \param v the \c igraph_matrix_list_t containing the matrix list to be converted
+ * \return the Python list as a \c PyObject*, or \c NULL if an error occurred
+ */
+PyObject* igraphmodule_matrix_list_t_to_PyList(const igraph_matrix_list_t *m) {
+  PyObject *list, *item;
+  Py_ssize_t n, i;
+
+  n = igraph_matrix_list_size(m);
+  if (n < 0) {
+    return igraphmodule_handle_igraph_error();
+  }
+
+  list = PyList_New(n);
+  if (!list) {
+    return NULL;
+  }
+
+  for (i = 0; i < n; i++) {
+    item = igraphmodule_matrix_t_to_PyList(igraph_matrix_list_get_ptr(m, i),
+        IGRAPHMODULE_TYPE_FLOAT);
+    if (item == NULL) {
+      Py_DECREF(list);
+      return NULL;
+    }
+    PyList_SetItem(list, i, item);  /* will not fail */
+  }
+
+  return list;
+}
+
 /**
  * \ingroup python_interface_conversion
  * \brief Converts an igraph \c igraph_vector_ptr_t to a Python list of lists
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index 4b1a0731b..ce865de6a 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -195,4 +195,5 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v);
 PyObject* igraphmodule_matrix_t_to_PyList(const igraph_matrix_t *m,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_matrix_int_t_to_PyList(const igraph_matrix_int_t *m);
+PyObject* igraphmodule_matrix_list_t_to_PyList(const igraph_matrix_list_t *m);
 #endif
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index bd88fed4d..f9b657d3a 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -1014,18 +1014,30 @@ PyObject *igraphmodule_Graph_strength(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_density(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
-  char *kwlist[] = { "loops", NULL };
+  char *kwlist[] = { "loops", "weights", NULL };
   igraph_real_t res;
-  PyObject *loops = Py_False;
+  PyObject *loops = Py_False, *weights_o = Py_None;
+  igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &loops))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &loops, &weights_o))
     return NULL;
 
-  if (igraph_density(&self->g, &res, PyObject_IsTrue(loops))) {
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
+  if (igraph_density(&self->g, weights, &res, PyObject_IsTrue(loops))) {
     igraphmodule_handle_igraph_error();
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   return igraphmodule_real_t_to_PyObject(res, IGRAPHMODULE_TYPE_FLOAT);
 }
 
@@ -3563,20 +3575,21 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraph_t g;
-  PyObject *block_sizes_o, *pref_matrix_o;
+  PyObject *block_sizes_o, *pref_matrix_o, *edge_types_o = Py_None;
   PyObject *directed_o = Py_False;
-  PyObject *loops_o = Py_False;
-  PyObject *multiple_o = Py_False;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   igraph_matrix_t pref_matrix;
   igraph_vector_int_t block_sizes;
 
-  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed",
-    "loops", "multiple", NULL };
+  static char *kwlist[] = { "pref_matrix", "block_sizes", "directed", "allowed_edge_types", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist,
                                    &pref_matrix_o,
                                    &block_sizes_o,
-                                   &directed_o, &loops_o, &multiple_o))
+                                   &directed_o, &edge_types_o))
+    return NULL;
+
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
     return NULL;
 
   if (igraphmodule_PyObject_to_matrix_t(pref_matrix_o, &pref_matrix, "pref_matrix")) {
@@ -3588,7 +3601,7 @@ PyObject *igraphmodule_Graph_SBM(PyTypeObject * type,
     return NULL;
   }
 
-  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), PyObject_IsTrue(loops_o), PyObject_IsTrue(multiple_o))) {
+  if (igraph_sbm_game(&g, &pref_matrix, &block_sizes, PyObject_IsTrue(directed_o), allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     igraph_matrix_destroy(&pref_matrix);
     igraph_vector_int_destroy(&block_sizes);
@@ -3657,15 +3670,16 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
   Py_ssize_t m;
   PyObject *fitness_out_o = Py_None, *fitness_in_o = Py_None;
   PyObject *fitness_o = Py_None;
-  PyObject *multiple = Py_False, *loops = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   igraph_vector_t fitness_out, fitness_in;
 
   static char *kwlist[] = { "m", "fitness_out", "fitness_in",
-    "loops", "multiple", "fitness", NULL };
+    "allowed_edge_types", "fitness", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|OOOO", kwlist,
                                    &m, &fitness_out_o, &fitness_in_o,
-                                   &loops, &multiple, &fitness_o))
+                                   &edge_types_o, &fitness_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(m, "edge count");
@@ -3681,6 +3695,9 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
     return NULL;
   }
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   if (igraphmodule_PyObject_float_to_vector_t(fitness_out_o, &fitness_out))
     return NULL;
 
@@ -3693,7 +3710,7 @@ PyObject *igraphmodule_Graph_Static_Fitness(PyTypeObject *type,
 
   if (igraph_static_fitness_game(&g, m, &fitness_out,
         fitness_in_o == Py_None ? 0 : &fitness_in,
-        PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
+        allowed_edge_types)) {
     igraph_vector_destroy(&fitness_out);
     if (fitness_in_o != Py_None)
       igraph_vector_destroy(&fitness_in);
@@ -3722,21 +3739,25 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   igraph_t g;
   Py_ssize_t n, m;
   float exponent_out = -1.0f, exponent_in = -1.0f, exponent = -1.0f;
-  PyObject *multiple = Py_False, *loops = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   PyObject *finite_size_correction = Py_True;
 
   static char *kwlist[] = { "n", "m", "exponent_out", "exponent_in",
-    "loops", "multiple", "finite_size_correction", "exponent", NULL };
+    "allowed_edge_types", "finite_size_correction", "exponent", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|ffOOOf", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|ffOOf", kwlist,
                                    &n, &m, &exponent_out, &exponent_in,
-                                   &loops, &multiple, &finite_size_correction,
+                                   &edge_types_o, &finite_size_correction,
                                    &exponent))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
   CHECK_SSIZE_T_RANGE(m, "edge count");
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   /* This trickery allows us to use "exponent" or "exponent_out" as
    * keyword argument, with "exponent_out" taking precedence over
    * "exponent" */
@@ -3749,7 +3770,7 @@ PyObject *igraphmodule_Graph_Static_Power_Law(PyTypeObject *type,
   }
 
   if (igraph_static_power_law_game(&g, n, m, exponent_out, exponent_in,
-        PyObject_IsTrue(loops), PyObject_IsTrue(multiple),
+        allowed_edge_types,
         PyObject_IsTrue(finite_size_correction))) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3899,22 +3920,25 @@ PyObject *igraphmodule_Graph_Watts_Strogatz(PyTypeObject * type,
 {
   Py_ssize_t dim, size, nei;
   double p;
-  PyObject* loops = Py_False;
-  PyObject* multiple = Py_False;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
+  PyObject* edge_types_o = Py_None;
   igraphmodule_GraphObject *self;
   igraph_t g;
 
-  static char *kwlist[] = { "dim", "size", "nei", "p", "loops", "multiple", NULL };
+  static char *kwlist[] = { "dim", "size", "nei", "p", "allowed_edge_types", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnnd|OO", kwlist,
-                                   &dim, &size, &nei, &p, &loops, &multiple))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nnnd|O", kwlist,
+                                   &dim, &size, &nei, &p, &edge_types_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(dim, "dimensionality");
   CHECK_SSIZE_T_RANGE(size, "size");
   CHECK_SSIZE_T_RANGE(nei, "number of neighbors");
 
-  if (igraph_watts_strogatz_game(&g, dim, size, nei, p, PyObject_IsTrue(loops), PyObject_IsTrue(multiple))) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
+  if (igraph_watts_strogatz_game(&g, dim, size, nei, p, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -4027,25 +4051,35 @@ PyObject *igraphmodule_Graph_articulation_points(igraphmodule_GraphObject* self,
  */
 PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types", "directed", "normalized", NULL };
-  PyObject *types_o = Py_None, *directed = Py_True, *normalized = Py_True;
+  static char *kwlist[] = { "types", "directed", "normalized", "weights", NULL };
+  PyObject *types_o = Py_None, *weights_o = Py_None, *directed = Py_True, *normalized = Py_True;
   igraph_real_t res;
   igraph_error_t ret;
   igraph_vector_int_t *types = 0;
+  igraph_vector_t *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types_o, &directed, &normalized))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OO", kwlist, &types_o, &directed, &normalized, &weights_o))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_int_t(types_o, self, &types, ATTRIBUTE_TYPE_VERTEX))
     return NULL;
 
-  ret = igraph_assortativity_nominal(&self->g, types, &res, PyObject_IsTrue(directed),
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    if (types) { igraph_vector_int_destroy(types); free(types); }
+    return NULL;
+  }
+
+  ret = igraph_assortativity_nominal(&self->g, weights, types, &res, PyObject_IsTrue(directed),
       PyObject_IsTrue(normalized));
 
   if (types) {
     igraph_vector_int_destroy(types); free(types);
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   if (ret) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -4060,26 +4094,36 @@ PyObject *igraphmodule_Graph_assortativity_nominal(igraphmodule_GraphObject *sel
  */
 PyObject *igraphmodule_Graph_assortativity(igraphmodule_GraphObject *self, PyObject *args, PyObject *kwds)
 {
-  static char *kwlist[] = { "types1", "types2", "directed", "normalized", NULL };
+  static char *kwlist[] = { "types1", "types2", "directed", "normalized", "weights", NULL };
   PyObject *types1_o = Py_None, *types2_o = Py_None, *directed = Py_True, *normalized = Py_True;
+  PyObject *weights_o = Py_None;
   igraph_real_t res;
   igraph_error_t ret;
-  igraph_vector_t *types1 = 0, *types2 = 0;
+  igraph_vector_t *types1 = 0, *types2 = 0, *weights = 0;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOO", kwlist, &types1_o, &types2_o, &directed, &normalized))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &types1_o, &types2_o, &directed, &normalized, &weights_o))
     return NULL;
 
-  if (igraphmodule_attrib_to_vector_t(types1_o, self, &types1, ATTRIBUTE_TYPE_VERTEX))
+  if (igraphmodule_attrib_to_vector_t(types1_o, self, &types1, ATTRIBUTE_TYPE_VERTEX)) {
     return NULL;
+  }
+
   if (igraphmodule_attrib_to_vector_t(types2_o, self, &types2, ATTRIBUTE_TYPE_VERTEX)) {
     if (types1) { igraph_vector_destroy(types1); free(types1); }
     return NULL;
   }
 
-  ret = igraph_assortativity(&self->g, types1, types2, &res, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    if (types1) { igraph_vector_destroy(types1); free(types1); }
+    if (types2) { igraph_vector_destroy(types2); free(types2); }
+    return NULL;
+  }
+
+  ret = igraph_assortativity(&self->g, weights, types1, types2, &res, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
 
   if (types1) { igraph_vector_destroy(types1); free(types1); }
   if (types2) { igraph_vector_destroy(types2); free(types2); }
+  if (weights) { igraph_vector_destroy(weights); free(weights); }
 
   if (ret) {
     igraphmodule_handle_igraph_error();
@@ -4211,8 +4255,9 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "vertices", "directed", "cutoff", "weights",
-    "sources", "targets", NULL };
+    "sources", "targets", "normalized", NULL };
   PyObject *directed = Py_True;
+  PyObject *normalized = Py_False;
   PyObject *vobj = Py_None, *list;
   PyObject *cutoff = Py_None;
   PyObject *weights_o = Py_None;
@@ -4224,9 +4269,9 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   igraph_vs_t vs, sources, targets;
   igraph_error_t retval;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOOO", kwlist,
                                    &vobj, &directed, &cutoff, &weights_o,
-                                   &sources_o, &targets_o)) {
+                                   &sources_o, &targets_o, &normalized)) {
     return NULL;
   }
 
@@ -4267,10 +4312,10 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
   if (cutoff == Py_None) {
     if (is_subsetted) {
       retval = igraph_betweenness_subset(
-        &self->g, &res, vs, PyObject_IsTrue(directed), sources, targets, weights
+        &self->g, weights, &res, sources, targets, vs, PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     } else {
-      retval = igraph_betweenness(&self->g, &res, vs, PyObject_IsTrue(directed), weights);
+      retval = igraph_betweenness(&self->g, weights, &res, vs, PyObject_IsTrue(directed), PyObject_IsTrue(normalized));
     }
 
     if (retval) {
@@ -4304,8 +4349,8 @@ PyObject *igraphmodule_Graph_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
 
-    if (igraph_betweenness_cutoff(&self->g, &res, vs, PyObject_IsTrue(directed),
-        weights, PyFloat_AsDouble(cutoff_num))) {
+    if (igraph_betweenness_cutoff(&self->g, weights, &res, vs, PyObject_IsTrue(directed),
+        PyObject_IsTrue(normalized), PyFloat_AsDouble(cutoff_num))) {
       igraph_vs_destroy(&vs);
       igraph_vs_destroy(&targets);
       igraph_vs_destroy(&sources);
@@ -5228,9 +5273,9 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
                                               PyObject * args,
                                               PyObject * kwds)
 {
-  static char *kwlist[] = { "directed", "cutoff", "weights", "sources", "targets", NULL };
+  static char *kwlist[] = { "directed", "cutoff", "weights", "sources", "targets", "normalized", NULL };
   igraph_vector_t res, *weights = 0;
-  PyObject *list, *directed = Py_True, *cutoff = Py_None;
+  PyObject *list, *directed = Py_True, *cutoff = Py_None, *normalized = Py_False;
   PyObject *weights_o = Py_None;
   PyObject *sources_o = Py_None;
   PyObject *targets_o = Py_None;
@@ -5239,8 +5284,8 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
   igraph_error_t retval;
   igraph_bool_t is_subsetted = false;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOO", kwlist,
-                                   &directed, &cutoff, &weights_o, &sources_o, &targets_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOOOO", kwlist,
+                                   &directed, &cutoff, &weights_o, &sources_o, &targets_o, &normalized))
     return NULL;
 
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
@@ -5271,12 +5316,14 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
   if (cutoff == Py_None) {
     if (is_subsetted) {
       retval = igraph_edge_betweenness_subset(
-        &self->g, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
-        PyObject_IsTrue(directed), sources, targets, weights
+        &self->g, weights, &res,
+        sources, targets, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     } else {
       retval = igraph_edge_betweenness(
-        &self->g, &res, PyObject_IsTrue(directed), weights
+        &self->g, weights, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized)
       );
     }
     if (retval) {
@@ -5306,8 +5353,10 @@ PyObject *igraphmodule_Graph_edge_betweenness(igraphmodule_GraphObject * self,
       return NULL;
     }
 
-    if (igraph_edge_betweenness_cutoff(&self->g, &res, PyObject_IsTrue(directed),
-        weights, PyFloat_AsDouble(cutoff_num))) {
+    if (igraph_edge_betweenness_cutoff(
+        &self->g, weights, &res, igraph_ess_all(IGRAPH_EDGEORDER_ID),
+        PyObject_IsTrue(directed), PyObject_IsTrue(normalized), PyFloat_AsDouble(cutoff_num)
+    )) {
       igraph_vector_destroy(&res);
       igraph_vs_destroy(&targets);
       igraph_vs_destroy(&sources);
@@ -6413,11 +6462,11 @@ PyObject *igraphmodule_Graph_personalized_pagerank(igraphmodule_GraphObject *sel
   }
 
   if (rvsobj != Py_None)
-    retval = igraph_personalized_pagerank_vs(&self->g, algo, &res, 0, vs,
-         PyObject_IsTrue(directed), damping, reset_vs, &weights, opts);
+    retval = igraph_personalized_pagerank_vs(&self->g, &weights, &res, 0, reset_vs,
+         damping, PyObject_IsTrue(directed), vs, algo, opts);
   else
-    retval = igraph_personalized_pagerank(&self->g, algo, &res, 0, vs,
-         PyObject_IsTrue(directed), damping, reset, &weights, opts);
+    retval = igraph_personalized_pagerank(&self->g, &weights, &res, 0, reset,
+         damping, PyObject_IsTrue(directed), vs, algo, opts);
 
   if (retval) {
     igraphmodule_handle_igraph_error();
@@ -6545,16 +6594,20 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
 PyObject *igraphmodule_Graph_rewire_edges(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "prob", "loops", "multiple", NULL };
+  static char *kwlist[] = { "prob", "allowed_edge_types", NULL };
   double prob;
-  PyObject *loops_o = Py_False, *multiple_o = Py_False;
+  PyObject *edge_types_o = Py_None;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "d|OO", kwlist,
-        &prob, &loops_o, &multiple_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "d|O", kwlist,
+        &prob, &edge_types_o))
     return NULL;
 
-  if (igraph_rewire_edges(&self->g, prob, PyObject_IsTrue(loops_o),
-        PyObject_IsTrue(multiple_o))) {
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types)) {
+    return NULL;
+  }
+
+  if (igraph_rewire_edges(&self->g, prob, allowed_edge_types)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -7696,13 +7749,15 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
 ) {
   PyObject *cutoff_o = Py_None;
   PyObject *start_vid_o = Py_None;
+  PyObject *weights_o = Py_None;
   PyObject *result_o;
   igraph_integer_t cutoff = -1, start_vid = -1;
   igraph_vector_int_list_t result;
+  igraph_vector_t *weights = 0;
 
-  static char *kwlist[] = { "start_vid", "cutoff", NULL };
+  static char *kwlist[] = { "start_vid", "cutoff", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &start_vid_o, &cutoff_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &start_vid_o, &cutoff_o, &weights_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_optional_vid(start_vid_o, &start_vid, &self->g))
@@ -7711,17 +7766,31 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
   if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
     return NULL;
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&result, 0)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_fundamental_cycles(&self->g, &result, start_vid, cutoff, /* weights = */ NULL)) {
+  if (igraph_fundamental_cycles(&self->g, weights, &result, start_vid, cutoff)) {
     igraph_vector_int_list_destroy(&result);
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
   igraph_vector_int_list_destroy(&result);
 
@@ -7734,32 +7803,48 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   PyObject *cutoff_o = Py_None;
   PyObject *complete_o = Py_True;
   PyObject *use_cycle_order_o = Py_True;
+  PyObject *weights_o = Py_None;
   PyObject *result_o;
   igraph_integer_t cutoff = -1;
   igraph_vector_int_list_t result;
+  igraph_vector_t *weights;
 
-  static char *kwlist[] = { "cutoff", "complete", "use_cycle_order", NULL };
+  static char *kwlist[] = { "cutoff", "complete", "use_cycle_order", "weights", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &cutoff_o, &complete_o, &use_cycle_order_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &cutoff_o, &complete_o, &use_cycle_order_o, &weights_o))
     return NULL;
 
   if (cutoff_o != Py_None && igraphmodule_PyObject_to_integer_t(cutoff_o, &cutoff))
     return NULL;
 
+  if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights, ATTRIBUTE_TYPE_EDGE)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&result, 0)) {
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_minimum_cycle_basis(
-    &self->g, &result, cutoff, PyObject_IsTrue(complete_o),
-    PyObject_IsTrue(use_cycle_order_o), /* weights = */ NULL
+    &self->g, weights, &result, cutoff, PyObject_IsTrue(complete_o),
+    PyObject_IsTrue(use_cycle_order_o)
   )) {
     igraph_vector_int_list_destroy(&result);
+    if (weights) {
+      igraph_vector_destroy(weights); free(weights);
+    }
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
+  if (weights) {
+    igraph_vector_destroy(weights); free(weights);
+  }
+
   result_o = igraphmodule_vector_int_list_t_to_PyList_of_tuples(&result);
   igraph_vector_int_list_destroy(&result);
 
@@ -8264,7 +8349,7 @@ PyObject* igraphmodule_Graph_layout_davidson_harel(igraphmodule_GraphObject *sel
   }
   if (weight_edge_lengths < 0 || weight_edge_crossings < 0 ||
       weight_node_edge_dist < 0) {
-    if (igraph_density(&self->g, &density, 0)) {
+    if (igraph_density(&self->g, 0, &density, 0)) {
       igraphmodule_handle_igraph_error();
       return NULL;
     }
@@ -8890,40 +8975,36 @@ PyObject *igraphmodule_Graph_layout_reingold_tilford_circular(
 PyObject *igraphmodule_Graph_layout_sugiyama(
   igraphmodule_GraphObject * self, PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "layers", "weights", "hgap", "vgap", "maxiter",
-    "return_extended_graph", NULL };
+  static char *kwlist[] = { "layers", "weights", "hgap", "vgap", "maxiter", NULL };
   igraph_matrix_t m;
-  igraph_t extd_graph;
-  igraph_vector_int_t extd_to_orig_eids;
   igraph_vector_t *weights = 0;
   igraph_vector_int_t *layers = 0;
   double hgap = 1, vgap = 1;
   Py_ssize_t maxiter = 100;
-  PyObject *layers_o = Py_None, *weights_o = Py_None, *extd_to_orig_eids_o = Py_None;
-  PyObject *return_extended_graph = Py_False;
-  PyObject *result_o;
-  igraphmodule_GraphObject *graph_o;
+  PyObject *layers_o = Py_None, *weights_o = Py_None;
+  PyObject *layout_o, *routing_o;
+  igraph_matrix_list_t routing;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddnO", kwlist,
-    &layers_o, &weights_o, &hgap, &vgap, &maxiter, &return_extended_graph))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOddn", kwlist,
+    &layers_o, &weights_o, &hgap, &vgap, &maxiter))
     return NULL;
 
   CHECK_SSIZE_T_RANGE_POSITIVE(maxiter, "maximum number of iterations");
 
-  if (igraph_vector_int_init(&extd_to_orig_eids, 0)) {
+  if (igraph_matrix_list_init(&routing, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraph_matrix_init(&m, 1, 1)) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
   if (igraphmodule_attrib_to_vector_int_t(layers_o, self, &layers,
       ATTRIBUTE_TYPE_VERTEX)) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
@@ -8931,46 +9012,39 @@ PyObject *igraphmodule_Graph_layout_sugiyama(
   if (igraphmodule_attrib_to_vector_t(weights_o, self, &weights,
       ATTRIBUTE_TYPE_EDGE)) {
     if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
-  if (igraph_layout_sugiyama(&self->g, &m,
-        (PyObject_IsTrue(return_extended_graph) ? &extd_graph : 0),
-        (PyObject_IsTrue(return_extended_graph) ? &extd_to_orig_eids : 0),
+  if (igraph_layout_sugiyama(&self->g, &m, &routing,
         layers, hgap, vgap, maxiter, weights)) {
     if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
     if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (layers != 0) { igraph_vector_int_destroy(layers); free(layers); }
-  if (weights != 0) { igraph_vector_destroy(weights); free(weights); }
-
-  result_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
-  if (result_o == NULL) {
-    igraph_vector_int_destroy(&extd_to_orig_eids);
+  layout_o = igraphmodule_matrix_t_to_PyList(&m, IGRAPHMODULE_TYPE_FLOAT);
+  if (layout_o == NULL) {
+    igraph_matrix_list_destroy(&routing);
     igraph_matrix_destroy(&m);
     return NULL;
   }
 
   igraph_matrix_destroy(&m);
 
-  if (PyObject_IsTrue(return_extended_graph)) {
-    CREATE_GRAPH(graph_o, extd_graph);
-    if (graph_o == NULL) {
-      Py_DECREF(result_o);
-    }
-    extd_to_orig_eids_o = igraphmodule_vector_int_t_to_PyList(&extd_to_orig_eids);
-    result_o = Py_BuildValue("NNN", result_o, graph_o, extd_to_orig_eids_o);
+  routing_o = igraphmodule_matrix_list_t_to_PyList(&routing);
+  if (routing_o == NULL) {
+    igraph_matrix_list_destroy(&routing);
+    return NULL;
   }
 
-  igraph_vector_int_destroy(&extd_to_orig_eids);
-  return (PyObject *) result_o;
+  igraph_matrix_list_destroy(&routing);
+
+  return Py_BuildValue("NN", layout_o, routing_o);
 }
 
 /** \ingroup python_interface_graph
@@ -13261,10 +13335,12 @@ PyObject *igraphmodule_Graph_community_infomap(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_community_infomap(/*in */ &self->g,
-                                    /*e_weight=*/ e_ws, /*v_weight=*/ v_ws,
-                                    /*nb_trials=*/nb_trials,
-                              /*out*/ &membership, &codelength)) {
+  if (igraph_community_infomap(
+    /*in */ &self->g, /*e_weight=*/ e_ws, /*v_weight=*/ v_ws,
+    /*nb_trials=*/nb_trials, /*is_regularized=*/0,
+    /*regularization_strength=*/ 0,
+    /*out*/ &membership, &codelength)
+  ) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_destroy(&membership);
     if (e_ws) {
@@ -14790,7 +14866,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_sbm_game */
   {"SBM", (PyCFunction) igraphmodule_Graph_SBM,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "SBM(n, pref_matrix, block_sizes, directed=False, loops=False)\n--\n\n"
+   "SBM(pref_matrix, block_sizes, directed=False, allowed_edge_types=\"simple\")\n--\n\n"
    "Generates a graph based on a stochastic block model.\n\n"
    "Every vertex is assigned to a vertex type according to the given block\n"
    "sizes, which also determine the total vertex count. Vertices of the same\n"
@@ -14803,8 +14879,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param block_sizes: list giving the number of vertices in each block; must\n"
    "  sum up to I{n}.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multi-edges are allowed.\n"},
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"},
 
   // interface to igraph_star
   {"Star", (PyCFunction) igraphmodule_Graph_Star,
@@ -14942,7 +15026,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_fitness_game */
   {"Static_Fitness", (PyCFunction) igraphmodule_Graph_Static_Fitness,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Fitness(m, fitness_out, fitness_in=None, loops=False, multiple=False)\n--\n\n"
+   "Static_Fitness(m, fitness_out, fitness_in=None, allowed_edge_types=\"simple\")\n--\n\n"
    "Generates a non-growing graph with edge probabilities proportional to node\n"
    "fitnesses.\n\n"
    "The algorithm randomly selects vertex pairs and connects them until the given\n"
@@ -14957,8 +15041,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param fitness_in: a numeric vector with non-negative entries, one for each\n"
    "  vertex. These values represent the in-fitness scores for directed graphs.\n"
    "  For undirected graphs, this argument must be C{None}.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multiple edges are allowed.\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@return: a directed or undirected graph with the prescribed power-law\n"
    "  degree distributions.\n"
   },
@@ -14966,8 +15058,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_static_power_law_game */
   {"Static_Power_Law", (PyCFunction) igraphmodule_Graph_Static_Power_Law,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, loops=False, "
-   "multiple=False, finite_size_correction=True)\n--\n\n"
+   "Static_Power_Law(n, m, exponent_out, exponent_in=-1, allowed_edge_types=\"simple\", "
+   "finite_size_correction=True)\n--\n\n"
    "Generates a non-growing graph with prescribed power-law degree distributions.\n\n"
    "B{References}\n\n"
    "  - Goh K-I, Kahng B, Kim D: Universal behaviour of load distribution\n"
@@ -14985,8 +15077,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param exponent_in: the exponent of the in-degree distribution, which\n"
    "  must be between 2 and infinity (inclusive) It can also be negative, in\n"
    "  which case an undirected graph will be generated.\n"
-   "@param loops: whether loop edges are allowed.\n"
-   "@param multiple: whether multiple edges are allowed.\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@param finite_size_correction: whether to apply a finite-size correction\n"
    "  to the generated fitness values for exponents less than 3. See the\n"
    "  paper of Cho et al for more details.\n"
@@ -15172,7 +15272,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_watts_strogatz_game */
   {"Watts_Strogatz", (PyCFunction) igraphmodule_Graph_Watts_Strogatz,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Watts_Strogatz(dim, size, nei, p, loops=False, multiple=False)\n--\n\n"
+   "Watts_Strogatz(dim, size, nei, p, allowed_edge_types=\"simple\")\n--\n\n"
    "This function generates networks with the small-world property based on a\n"
    "variant of the Watts-Strogatz model. The network is obtained by first creating\n"
    "a periodic undirected lattice, then rewiring both endpoints of each edge with\n"
@@ -15192,8 +15292,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param nei: value giving the distance (number of steps) within which\n"
    "   two vertices will be connected.\n"
    "@param p: rewiring probability\n\n"
-   "@param loops: specifies whether loop edges are allowed\n"
-   "@param multiple: specifies whether multiple edges are allowed\n"
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the generation process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"
    "@see: L{Lattice()}, L{rewire()}, L{rewire_edges()} if more flexibility is\n"
    "  needed\n"
   },
@@ -15251,7 +15359,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity */
   {"assortativity", (PyCFunction)igraphmodule_Graph_assortativity,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity(types1, types2=None, directed=True, normalized=True)\n--\n\n"
+   "assortativity(types1, types2=None, directed=True, normalized=True, weights=None)\n--\n\n"
    "Returns the assortativity of the graph based on numeric properties\n"
    "of the vertices.\n\n"
    "This coefficient is basically the correlation between the actual\n"
@@ -15276,6 +15384,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param normalized: whether to compute the normalized covariance, i.e.\n"
    "  Pearson correlation. Supply True here to compute the standard\n"
    "  assortativity.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the assortativity coefficient\n\n"
    "@see: L{assortativity_degree()} when the types are the vertex degrees\n"
   },
@@ -15296,7 +15406,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_assortativity_nominal */
   {"assortativity_nominal", (PyCFunction)igraphmodule_Graph_assortativity_nominal,
    METH_VARARGS | METH_KEYWORDS,
-   "assortativity_nominal(types, directed=True, normalized=True)\n--\n\n"
+   "assortativity_nominal(types, directed=True, normalized=True, weights=None)\n--\n\n"
    "Returns the assortativity of the graph based on vertex categories.\n\n"
    "Assuming that the vertices belong to different categories, this\n"
    "function calculates the assortativity coefficient, which specifies\n"
@@ -15315,6 +15425,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param normalized: whether to compute the (usual) normalized assortativity.\n"
    "  The unnormalized version is identical to modularity. Supply True here to\n"
    "  compute the standard assortativity.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the assortativity coefficient\n\n"
   },
 
@@ -15580,13 +15692,15 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_density */
   {"density", (PyCFunction) igraphmodule_Graph_density,
    METH_VARARGS | METH_KEYWORDS,
-   "density(loops=False)\n--\n\n"
+   "density(loops=False, weights=None)\n--\n\n"
    "Calculates the density of the graph.\n\n"
    "@param loops: whether to take loops into consideration. If C{True},\n"
    "  the algorithm assumes that there might be some loops in the graph\n"
    "  and calculates the density accordingly. If C{False}, the algorithm\n"
    "  assumes that there can't be any loops.\n"
-   "@return: the density of the graph."},
+   "@param weights: weights associated to the edges. Can be an attribute name\n"
+   "  as well. If C{None}, every edge will have the same weight.\n"
+   "@return: the (weighted or unweighted) density of the graph."},
 
   /* interface to igraph_mean_degree */
   {"mean_degree", (PyCFunction) igraphmodule_Graph_mean_degree,
@@ -16326,7 +16440,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_rewire_edges */
   {"rewire_edges", (PyCFunction) igraphmodule_Graph_rewire_edges,
    METH_VARARGS | METH_KEYWORDS,
-   "rewire_edges(prob, loops=False, multiple=False)\n--\n\n"
+   "rewire_edges(prob, allowed_edge_types=\"simple\")\n--\n\n"
    "Rewires the edges of a graph with constant probability.\n\n"
    "Each endpoint of each edge of the graph will be rewired with a constant\n"
    "probability, given in the first argument.\n\n"
@@ -16334,9 +16448,16 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "graph will be modified. If you want to preserve the original graph,\n"
    "use the L{cop y} method before.\n\n"
    "@param prob: rewiring probability\n"
-   "@param loops: whether the algorithm is allowed to create loop edges\n"
-   "@param multiple: whether the algorithm is allowed to create multiple\n"
-   "  edges.\n"},
+   "@param allowed_edge_types: controls whether loops or multi-edges are allowed\n"
+   "  during the rewiring process. Note that not all combinations are supported\n"
+   "  for all types of graphs; an exception will be raised for unsupported\n"
+   "  combinations. Possible values are:\n"
+   "\n"
+   "    - C{\"simple\"}: simple graphs (no self-loops, no multi-edges)\n"
+   "    - C{\"loops\"}: single self-loops allowed, but not multi-edges\n"
+   "    - C{\"multi\"}: multi-edges allowed, but not self-loops\n"
+   "    - C{\"all\"}: multi-edges and self-loops allowed\n"
+   "\n"},
 
   /* interface to igraph_distances */
   {"distances", (PyCFunction) igraphmodule_Graph_distances,
@@ -16832,7 +16953,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
 
   {"fundamental_cycles", (PyCFunction) igraphmodule_Graph_fundamental_cycles,
    METH_VARARGS | METH_KEYWORDS,
-   "fundamental_cycles(start_vid=None, cutoff=None)\n--\n\n"
+   "fundamental_cycles(start_vid=None, cutoff=None, weights=None)\n--\n\n"
    "Finds a single fundamental cycle basis of the graph\n\n"
    "@param start_vid: when C{None} or negative, a complete fundamental cycle basis is\n"
    "  returned. When it is a vertex or a vertex ID, the fundamental cycles\n"
@@ -16841,11 +16962,13 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param cutoff: when C{None} or negative, a complete cycle basis is returned. Otherwise\n"
    "  the BFS is stopped after this many steps, so the result will effectively\n"
    "  include cycles of length M{2 * cutoff + 1} or shorter only.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
   {"minimum_cycle_basis", (PyCFunction) igraphmodule_Graph_minimum_cycle_basis,
    METH_VARARGS | METH_KEYWORDS,
-   "minimum_cycle_basis(cutoff=None, complete=True, use_cycle_order=True)\n--\n\n"
+   "minimum_cycle_basis(cutoff=None, complete=True, use_cycle_order=True, weights=None)\n--\n\n"
    "Computes a minimum cycle basis of the graph\n\n"
    "@param cutoff: when C{None} or negative, a complete minimum cycle basis is returned.\n"
    "  Otherwise only those cycles in the result will be part of some minimum\n"
@@ -16861,6 +16984,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param use_cycle_order: if C{True}, every cycle is returned in natural\n"
    "  order: the edge IDs will appear ordered along the cycle. If C{False},\n"
    "  no guarantees are given about the ordering of edge IDs within cycles.\n"
+   "@param weights: edge weights to be used. Can be a sequence or iterable or\n"
+   "  even an edge attribute name.\n"
    "@return: the cycle basis as a list of tuples containing edge IDs"
   },
   {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 206a6bb56..81afb0fc8 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -555,6 +555,7 @@ def align_layout(graph, layout):
 
     return Layout(_align_layout(graph, layout.coords))
 
+
 def _layout_auto(graph, *args, **kwds):
     """Chooses and runs a suitable layout function based on simple
     topological properties of the graph.
@@ -630,7 +631,6 @@ def _layout_sugiyama(
     hgap=1,
     vgap=1,
     maxiter=100,
-    return_extended_graph=False,
 ):
     """Places the vertices using a layered Sugiyama layout.
 
@@ -681,23 +681,14 @@ def _layout_sugiyama(
       The extended graph also contains an edge attribute called C{_original_eid}
       which specifies the ID of the edge in the original graph from which the
       edge of the extended graph was created.
-    @return: the calculated layout, which may (and usually will) have more rows
-      than the number of vertices; the remaining rows correspond to the dummy
-      nodes introduced in the layering step. When C{return_extended_graph} is
-      C{True}, it will also contain the extended graph.
+    @return: the calculated layout and an additional list of matrices where the
+      i-th matrix contains the control points of edge I{i} in the original graph
+      (or an empty matrix if no control points are needed on the edge)
     """
-    if not return_extended_graph:
-        return Layout(
-            GraphBase._layout_sugiyama(
-                graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
-            )
-        )
-
-    layout, extd_graph, extd_to_orig_eids = GraphBase._layout_sugiyama(
-        graph, layers, weights, hgap, vgap, maxiter, return_extended_graph
+    layout, routing = GraphBase._layout_sugiyama(
+        graph, layers, weights, hgap, vgap, maxiter
     )
-    extd_graph.es["_original_eid"] = extd_to_orig_eids
-    return Layout(layout), extd_graph
+    return Layout(layout), routing
 
 
 def _layout_method_wrapper(func):
diff --git a/tests/test_generators.py b/tests/test_generators.py
index c09b7c914..0e1227658 100644
--- a/tests/test_generators.py
+++ b/tests/test_generators.py
@@ -439,8 +439,8 @@ def testSBM(self):
         g2 = g.subgraph(list(range(20, 60)))
         self.assertTrue(not any(e.source // 20 == e.target // 20 for e in g2.es))
 
-        # Check loops argument
-        g = Graph.SBM(pref_matrix, types, loops=True)
+        # Check allowed_edge_types argument
+        g = Graph.SBM(pref_matrix, types, allowed_edge_types="loops")
         self.assertFalse(g.is_simple())
         self.assertTrue(sum(g.is_loop()) > 0)
 
@@ -491,7 +491,9 @@ def testAdjacencyNumPy(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(
+            sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)]
+        )
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min")
@@ -528,7 +530,9 @@ def testAdjacencyNumPyLoopHandling(self):
         # ADJ_DIRECTED (default)
         g = Graph.Adjacency(mat)
         el = g.get_edgelist()
-        self.assertListEqual(sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)])
+        self.assertListEqual(
+            sorted(el), [(0, 1), (0, 2), (1, 0), (2, 2), (2, 2), (3, 1)]
+        )
 
         # ADJ MIN
         g = Graph.Adjacency(mat, mode="min", loops="twice")
@@ -891,7 +895,7 @@ def testDataFrame(self):
             Graph.DataFrame(edges)
 
     def testNearestNeighborGraph(self):
-        points = [[0,0], [1,2], [-3, -3]]
+        points = [[0, 0], [1, 2], [-3, -3]]
 
         g = Graph.Nearest_Neighbor_Graph(points)
         # expecting 1 - 2, 3 - 1
diff --git a/vendor/source/igraph b/vendor/source/igraph
index be8bc7d25..780c73d06 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit be8bc7d25411da63414743ec16bf20022f4b7bab
+Subproject commit 780c73d06ebabb5c935a6eda6be52b7bc921135a

From 902f4c42549272eeed038cdb6b8552c2deafae12 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Mon, 1 Sep 2025 13:01:15 +0200
Subject: [PATCH 662/681] fix: remove 'return_extended_graph' param from doc of
 Graph.layout_sugiyama()

---
 src/igraph/layout.py | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 81afb0fc8..5786ca320 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -671,16 +671,6 @@ def _layout_sugiyama(
     @param maxiter: maximum number of iterations to take in the crossing
       reduction step. Increase this if you feel that you are getting too many
       edge crossings.
-    @param return_extended_graph: specifies that the extended graph with the
-      added dummy vertices should also be returned. When this is C{True}, the
-      result will be a tuple containing the layout and the extended graph. The
-      first |V| nodes of the extended graph will correspond to the nodes of the
-      original graph, the remaining ones are dummy nodes. Plotting the extended
-      graph with the returned layout and hidden dummy nodes will produce a layout
-      that is similar to the original graph, but with the added edge bends.
-      The extended graph also contains an edge attribute called C{_original_eid}
-      which specifies the ID of the edge in the original graph from which the
-      edge of the extended graph was created.
     @return: the calculated layout and an additional list of matrices where the
       i-th matrix contains the control points of edge I{i} in the original graph
       (or an empty matrix if no control points are needed on the edge)

From d801058097cbc5624084ccd12983b980020a65ac Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Tue, 2 Sep 2025 01:26:07 +0200
Subject: [PATCH 663/681] fix: store edge routing information on the Layout
 object in a property

---
 src/igraph/layout.py | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/src/igraph/layout.py b/src/igraph/layout.py
index 5786ca320..ad5fffc09 100644
--- a/src/igraph/layout.py
+++ b/src/igraph/layout.py
@@ -56,6 +56,14 @@ class Layout:
         >>> layout[1] = coords
         >>> print(layout[1])
         [0, 3]
+
+    Optionally, a layout may have I{edge routing} information attached to
+    each edge in the layout in the L{edge_routing} property.
+
+    @ivar edge_routing: C{None} if no edge routing information is available,
+    or a list of lists of control point coordinates, one for each edge. When
+    an edge has control points, it should be drawn in a way that the edge
+    passes through all the control points in the order they appear in the list.
     """
 
     def __init__(self, coords=None, dim=None):
@@ -69,6 +77,8 @@ def __init__(self, coords=None, dim=None):
         length of the coordinate list is zero, otherwise it should be left as
         is.
         """
+        self.edge_routing = None
+
         if coords is not None:
             self._coords = [list(coord) for coord in coords]
         else:
@@ -675,10 +685,12 @@ def _layout_sugiyama(
       i-th matrix contains the control points of edge I{i} in the original graph
       (or an empty matrix if no control points are needed on the edge)
     """
-    layout, routing = GraphBase._layout_sugiyama(
+    coords, routing = GraphBase._layout_sugiyama(
         graph, layers, weights, hgap, vgap, maxiter
     )
-    return Layout(layout), routing
+    layout = Layout(coords)
+    layout.edge_routing = routing
+    return layout
 
 
 def _layout_method_wrapper(func):

From 64877e3a1b84fe10671cef3df464cbfcb1707bdc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Sep 2025 13:12:44 +0000
Subject: [PATCH 664/681] build(deps): bump actions/setup-python from 5 to 6

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 8af4dece1..4d9d6d4a3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -155,7 +155,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.12.1"
@@ -279,7 +279,7 @@ jobs:
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run: sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.9"
@@ -326,7 +326,7 @@ jobs:
         if: steps.cache-c-core.outputs.cache-hit != 'true' # Only needed when building the C core
         run: sudo apt install ninja-build cmake flex bison
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         name: Install Python
         with:
           python-version: "3.12"

From 9215b9db4f5006e681a2978bc9b4655417a398bf Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:35:17 +0200
Subject: [PATCH 665/681] refactor: updated for igraph 1.0.0

---
 src/_igraph/convert.c      |  54 ++++++++++
 src/_igraph/convert.h      |   2 +
 src/_igraph/graphobject.c  | 203 +++++++++++++++++++++++++++----------
 src/igraph/__init__.py     |   6 +-
 src/igraph/io/bipartite.py |  15 ++-
 tests/test_cliques.py      |  18 ++++
 vendor/source/igraph       |   2 +-
 7 files changed, 239 insertions(+), 61 deletions(-)

diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index 5cd062ac8..dbeedaf78 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -1023,6 +1023,60 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
   return 1;
 }
 
+/**
+ * \brief Converts a Python object to an igraph \c igraph_integer_t when it is
+ * used as a limit on the number of results for some function.
+ * 
+ * This is different from \ref igraphmodule_PyObject_to_integer_t such that it
+ * converts None and positive infinity to \c IGRAPH_UNLIMITED, and it does not
+ * accept negative values.
+ *
+ * Raises suitable Python exceptions when needed.
+ *
+ * \param object the Python object to be converted
+ * \param v the result is stored here
+ * \return 0 if everything was OK, 1 otherwise
+ */
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v) {
+  int retval;
+  igraph_integer_t num;
+
+  if (object != NULL) {
+    if (object == Py_None) {
+      *v = IGRAPH_UNLIMITED;
+      return 0;
+    }
+
+    if (PyNumber_Check(object)) {
+      PyObject *flt = PyNumber_Float(object);
+      if (flt == NULL) {
+        return 1;
+      }
+
+      if (PyFloat_AsDouble(flt) == IGRAPH_INFINITY) {
+        Py_DECREF(flt);
+        *v = IGRAPH_UNLIMITED;
+        return 0;
+      }
+
+      Py_DECREF(flt);
+    }
+  }
+
+  retval = igraphmodule_PyObject_to_integer_t(object, &num);
+  if (retval) {
+    return retval;
+  }
+
+  if (num < 0) {
+    PyErr_SetString(PyExc_ValueError, "expected non-negative integer, None or infinity");
+    return 1;
+  }
+
+  *v = num;
+  return 0;
+}
+
 /**
  * \brief Converts a Python object to an igraph \c igraph_real_t
  *
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index ce865de6a..a8259a8db 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -104,6 +104,8 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v);
 int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v);
 int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result);
 
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v);
+
 int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v,
 		igraph_bool_t need_non_negative);
 int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index f9b657d3a..b24c589d6 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -2333,15 +2333,16 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, m = -1;
   double p = -1.0;
-  PyObject *loops = Py_False, *directed = Py_False;
+  PyObject *loops = Py_False, *directed = Py_False, *edge_labeled = Py_False;
   int retval;
 
-  static char *kwlist[] = { "n", "p", "m", "directed", "loops", NULL };
+  static char *kwlist[] = { "n", "p", "m", "directed", "loops", "edge_labeled", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|dnOO", kwlist,
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "n|dnOOO", kwlist,
                                    &n, &p, &m,
                                    &directed,
-                                   &loops))
+                                   &loops,
+                                   &edge_labeled))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n, "vertex count");
@@ -2360,10 +2361,18 @@ PyObject *igraphmodule_Graph_Erdos_Renyi(PyTypeObject * type,
 
   if (m == -1) {
     /* GNP model */
-    retval = igraph_erdos_renyi_game_gnp(&g, n, p, PyObject_IsTrue(directed), PyObject_IsTrue(loops));
+    retval = igraph_erdos_renyi_game_gnp(
+      &g, n, p, PyObject_IsTrue(directed),
+      PyObject_IsTrue(loops) ? IGRAPH_LOOPS_SW : IGRAPH_SIMPLE_SW,
+      PyObject_IsTrue(edge_labeled)
+    );
   } else {
     /* GNM model */
-    retval = igraph_erdos_renyi_game_gnm(&g, n, m, PyObject_IsTrue(directed), PyObject_IsTrue(loops), /* multiple = */ 0);
+    retval = igraph_erdos_renyi_game_gnm(
+      &g, n, m, PyObject_IsTrue(directed),
+      PyObject_IsTrue(loops) ? IGRAPH_LOOPS_SW : IGRAPH_SIMPLE_SW,
+      PyObject_IsTrue(edge_labeled)
+    );
   }
 
   if (retval) {
@@ -3408,15 +3417,20 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   Py_ssize_t n1, n2, m = -1;
   double p = -1.0;
   igraph_neimode_t neimode = IGRAPH_ALL;
-  PyObject *directed_o = Py_False, *neimode_o = NULL;
+  PyObject *directed_o = Py_False, *neimode_o = NULL, *edge_labeled_o = Py_False;
+  PyObject *edge_types_o = Py_None;
   igraph_vector_bool_t vertex_types;
+  igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
   PyObject *vertex_types_o;
   igraph_error_t retval;
 
-  static char *kwlist[] = { "n1", "n2", "p", "m", "directed", "neimode", NULL };
+  static char *kwlist[] = {
+    "n1", "n2", "p", "m", "directed", "neimode", "allowed_edge_types", "edge_labeled", NULL
+  };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|dnOO", kwlist,
-                                   &n1, &n2, &p, &m, &directed_o, &neimode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "nn|dnOOOO", kwlist,
+                                   &n1, &n2, &p, &m, &directed_o, &neimode_o,
+                                   &edge_types_o, &edge_labeled_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(n1, "number of vertices in first partition");
@@ -3436,6 +3450,9 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   if (igraphmodule_PyObject_to_neimode_t(neimode_o, &neimode))
     return NULL;
 
+  if (igraphmodule_PyObject_to_edge_type_sw_t(edge_types_o, &allowed_edge_types))
+    return NULL;
+
   if (igraph_vector_bool_init(&vertex_types, n1+n2)) {
     igraphmodule_handle_igraph_error();
     return NULL;
@@ -3444,13 +3461,14 @@ PyObject *igraphmodule_Graph_Random_Bipartite(PyTypeObject * type,
   if (m == -1) {
     /* GNP model */
     retval = igraph_bipartite_game_gnp(
-      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode
+      &g, &vertex_types, n1, n2, p, PyObject_IsTrue(directed_o), neimode,
+      allowed_edge_types, PyObject_IsTrue(edge_labeled_o)
     );
   } else {
     /* GNM model */
     retval = igraph_bipartite_game_gnm(
       &g, &vertex_types, n1, n2, m, PyObject_IsTrue(directed_o), neimode,
-      /* multiple = */ 0
+      allowed_edge_types, PyObject_IsTrue(edge_labeled_o)
     );
   }
 
@@ -6026,17 +6044,17 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
                                                     self, PyObject * args,
                                                     PyObject * kwds)
 {
-  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", NULL };
+  static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", "max_results", NULL };
   igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_integer_t from;
   igraph_vs_t to;
-  igraph_integer_t minlen, maxlen;
-  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None;
+  igraph_integer_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
+  PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None, *max_results_o = Py_None;
   PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOO", kwlist, &from_o,
-        &to_o, &minlen_o, &maxlen_o, &mode_o))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|OOOOO", kwlist, &from_o,
+        &to_o, &minlen_o, &maxlen_o, &mode_o, &max_results_o))
     return NULL;
 
   if (igraphmodule_PyObject_to_neimode_t(mode_o, &mode))
@@ -6054,13 +6072,16 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   if (igraphmodule_PyObject_to_vs_t(to_o, &to, &self->g, 0, 0))
     return NULL;
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results))
+    return NULL;
+
   if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     igraph_vs_destroy(&to);
     return NULL;
   }
 
-  if (igraph_get_all_simple_paths(&self->g, &res, from, to, minlen, maxlen, mode)) {
+  if (igraph_get_all_simple_paths(&self->g, &res, from, to, mode, minlen, maxlen, max_results)) {
     igraphmodule_handle_igraph_error();
     igraph_vector_int_list_destroy(&res);
     igraph_vs_destroy(&to);
@@ -6578,7 +6599,7 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
     return NULL;
   }
 
-  if (igraph_rewire(&self->g, n, allowed_edge_types)) {
+  if (igraph_rewire(&self->g, n, allowed_edge_types, /* rewiring_stats = */ NULL)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
@@ -7484,7 +7505,7 @@ typedef struct {
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
+    const igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
@@ -7859,16 +7880,23 @@ PyObject *igraphmodule_Graph_simple_cycles(
   PyObject *output_o = Py_None;
   PyObject *min_cycle_length_o = Py_None;
   PyObject *max_cycle_length_o = Py_None;
+  PyObject *max_results_o = Py_None;
 
   // argument defaults: no cycle limits
   igraph_integer_t mode = IGRAPH_OUT;
   igraph_integer_t min_cycle_length = -1;
   igraph_integer_t max_cycle_length = -1;
+  igraph_integer_t max_results = IGRAPH_UNLIMITED;
   igraph_bool_t use_edges = false;
 
-  static char *kwlist[] = { "mode", "min", "max", "output", NULL };
+  static char *kwlist[] = { "mode", "min", "max", "output", "max_results", NULL };
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist, &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o))
+  if (
+    !PyArg_ParseTupleAndKeywords(
+      args, kwds, "|OOOOO", kwlist,
+      &mode_o, &min_cycle_length_o, &max_cycle_length_o, &output_o, &max_results_o
+    )
+  )
     return NULL;
 
   if (mode_o != Py_None && igraphmodule_PyObject_to_integer_t(mode_o, &mode))
@@ -7880,6 +7908,9 @@ PyObject *igraphmodule_Graph_simple_cycles(
   if (max_cycle_length_o != Py_None && igraphmodule_PyObject_to_integer_t(max_cycle_length_o, &max_cycle_length))
     return NULL;
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results))
+    return NULL;
+
   if (igraphmodule_PyObject_to_vpath_or_epath(output_o, &use_edges))
     return NULL;
 
@@ -7896,7 +7927,11 @@ PyObject *igraphmodule_Graph_simple_cycles(
   }
 
   if (igraph_simple_cycles(
-    &self->g, use_edges ? NULL :  &vertices, use_edges ? &edges : NULL, mode, min_cycle_length, max_cycle_length
+    &self->g,
+    use_edges ? NULL :  &vertices,
+    use_edges ? &edges : NULL,
+    mode, min_cycle_length, max_cycle_length,
+    max_results
   )) {
     igraph_vector_int_list_destroy(&vertices);
     igraph_vector_int_list_destroy(&edges);
@@ -10355,16 +10390,16 @@ PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
     return NULL;
 
   if (vids) {
-    igraph_vector_int_t vidsvec;
-    if (igraphmodule_PyObject_to_vid_list(vids, &vidsvec, &self->g)) {
+    igraph_vs_t vs;
+    if (igraphmodule_PyObject_to_vs_t(vids, &vs, &self->g, NULL, NULL)) {
       return NULL;
     }
-    if (igraph_isoclass_subgraph(&self->g, &vidsvec, &isoclass)) {
-      igraph_vector_int_destroy(&vidsvec);
+    if (igraph_isoclass_subgraph(&self->g, vs, &isoclass)) {
+      igraph_vs_destroy(&vs);
       igraphmodule_handle_igraph_error();
       return NULL;
     }
-    igraph_vector_int_destroy(&vidsvec);
+    igraph_vs_destroy(&vs);
   } else {
     if (igraph_isoclass(&self->g, &isoclass)) {
       igraphmodule_handle_igraph_error();
@@ -12687,13 +12722,15 @@ PyObject *igraphmodule_Graph_vertex_coloring_greedy(
 PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
                                      PyObject * args, PyObject * kwds)
 {
-  static char *kwlist[] = { "min", "max", NULL };
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
   PyObject *list;
+  PyObject *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_int_t max_results;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
-                                   &min_size, &max_size))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
+                                   &min_size, &max_size, &max_results_o))
     return NULL;
 
   if (min_size >= 0) {
@@ -12708,12 +12745,16 @@ PyObject *igraphmodule_Graph_cliques(igraphmodule_GraphObject * self,
     max_size = -1;
   }
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&res, 0)) {
     igraphmodule_handle_igraph_error();
     return NULL;
   }
 
-  if (igraph_cliques(&self->g, &res, min_size, max_size)) {
+  if (igraph_cliques(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -12803,25 +12844,30 @@ PyObject *igraphmodule_Graph_maximum_bipartite_matching(igraphmodule_GraphObject
  */
 PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
     PyObject* args, PyObject* kwds) {
-  static char* kwlist[] = { "min", "max", "file", NULL };
-  PyObject *list, *file = Py_None;
+  static char* kwlist[] = { "min", "max", "file", "max_results", NULL };
+  PyObject *list, *file = Py_None, *max_results_o = Py_None;
   Py_ssize_t min = 0, max = 0;
   igraph_vector_int_list_t res;
   igraphmodule_filehandle_t filehandle;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min, &max, &file))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnOO", kwlist, &min, &max, &file, &max_results_o))
     return NULL;
 
   CHECK_SSIZE_T_RANGE(min, "minimum size");
   CHECK_SSIZE_T_RANGE(max, "maximum size");
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (file == Py_None) {
     if (igraph_vector_int_list_init(&res, 0)) {
       PyErr_SetString(PyExc_MemoryError, "");
       return NULL;
     }
 
-    if (igraph_maximal_cliques(&self->g, &res, min, max)) {
+    if (igraph_maximal_cliques(&self->g, &res, min, max, max_results)) {
       igraph_vector_int_list_destroy(&res);
       return igraphmodule_handle_igraph_error();
     }
@@ -12835,7 +12881,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
       return igraphmodule_handle_igraph_error();
     }
     if (igraph_maximal_cliques_file(&self->g,
-          igraphmodule_filehandle_get(&filehandle), min, max)) {
+          igraphmodule_filehandle_get(&filehandle), min, max, max_results)) {
       igraphmodule_filehandle_destroy(&filehandle);
       return igraphmodule_handle_igraph_error();
     }
@@ -12865,13 +12911,14 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
                                                      * self, PyObject * args,
                                                      PyObject * kwds)
 {
-  static char *kwlist[] = { "min", "max", NULL };
-  PyObject *list;
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
+  PyObject *list, *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_integer_t max_results = IGRAPH_UNLIMITED;
 
-  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nn", kwlist,
-                                   &min_size, &max_size))
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
+                                   &min_size, &max_size, &max_results_o))
     return NULL;
 
   if (min_size >= 0) {
@@ -12886,12 +12933,16 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
     max_size = -1;
   }
 
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
+
   if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_independent_vertex_sets(&self->g, &res, min_size, max_size)) {
+  if (igraph_independent_vertex_sets(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -12929,17 +12980,39 @@ PyObject *igraphmodule_Graph_largest_independent_vertex_sets(
  * \brief Find all maximal independent vertex sets in a graph
  */
 PyObject *igraphmodule_Graph_maximal_independent_vertex_sets(
-  igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
+  igraphmodule_GraphObject *self, PyObject* args, PyObject *kwds
 ) {
-  PyObject *list;
+  static char *kwlist[] = { "min", "max", "max_results", NULL };
+  PyObject *list, *max_results_o = Py_None;
+  Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
+
+  if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist, &min_size, &max_size, &max_results_o))
+    return NULL;
+
+  if (min_size >= 0) {
+    CHECK_SSIZE_T_RANGE(min_size, "minimum size");
+  } else {
+    min_size = -1;
+  }
+
+  if (max_size >= 0) {
+    CHECK_SSIZE_T_RANGE(max_size, "maximum size");
+  } else {
+    max_size = -1;
+  }
+
+  if (igraphmodule_PyObject_to_max_results_t(max_results_o, &max_results)) {
+    return NULL;
+  }
 
   if (igraph_vector_int_list_init(&res, 0)) {
     PyErr_SetString(PyExc_MemoryError, "");
     return NULL;
   }
 
-  if (igraph_maximal_independent_vertex_sets(&self->g, &res)) {
+  if (igraph_maximal_independent_vertex_sets(&self->g, &res, min_size, max_size, max_results)) {
     igraph_vector_int_list_destroy(&res);
     return igraphmodule_handle_igraph_error();
   }
@@ -14660,13 +14733,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   // interface to igraph_erdos_renyi_game
   {"Erdos_Renyi", (PyCFunction) igraphmodule_Graph_Erdos_Renyi,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "Erdos_Renyi(n, p, m, directed=False, loops=False)\n--\n\n"
+   "Erdos_Renyi(n, p, m, directed=False, loops=False, edge_labeled=False)\n--\n\n"
    "Generates a graph based on the Erdős-Rényi model.\n\n"
    "@param n: the number of vertices.\n"
    "@param p: the probability of edges. If given, C{m} must be missing.\n"
    "@param m: the number of edges. If given, C{p} must be missing.\n"
    "@param directed: whether to generate a directed graph.\n"
-   "@param loops: whether self-loops are allowed.\n"},
+   "@param loops: whether self-loops are allowed.\n"
+   "@param edge_labeled: whether to sample uniformly from the set of\n"
+   "  I{ordered} edge lists. Use C{False} to recover the classic\n"
+   "  Erdős-Rényi model.\n"
+  },
 
   /* interface to igraph_famous */
     {"Famous", (PyCFunction) igraphmodule_Graph_Famous,
@@ -14838,7 +14915,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /* interface to igraph_bipartite_game */
   {"_Random_Bipartite", (PyCFunction) igraphmodule_Graph_Random_Bipartite,
    METH_VARARGS | METH_CLASS | METH_KEYWORDS,
-   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\")\n--\n\n"
+   "_Random_Bipartite(n1, n2, p=None, m=None, directed=False, neimode=\"all\", allowed_edge_types=\"simple\", edge_labeled=False)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.Random_Bipartite()\n\n"},
 
@@ -16064,7 +16141,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"_get_all_simple_paths",
    (PyCFunction) igraphmodule_Graph_get_all_simple_paths,
    METH_VARARGS | METH_KEYWORDS,
-   "_get_all_simple_paths(v, to=None, cutoff=-1, mode=\"out\")\n--\n\n"
+   "_get_all_simple_paths(v, to=None, minlen=0, maxlen=-1, mode=\"out\", max_results=None)\n--\n\n"
    "Internal function, undocumented.\n\n"
    "@see: Graph.get_all_simple_paths()\n\n"
   },
@@ -18518,14 +18595,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   /********************************/
   {"cliques", (PyCFunction) igraphmodule_Graph_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "cliques(min=0, max=0)\n--\n\n"
+   "cliques(min=0, max=0, max_results=None)\n--\n\n"
    "Returns some or all cliques of the graph as a list of tuples.\n\n"
    "A clique is a complete subgraph -- a set of vertices where an edge\n"
    "is present between any two of them (excluding loops)\n\n"
    "@param min: the minimum size of cliques to be returned. If zero or\n"
    "  negative, no lower bound will be used.\n"
    "@param max: the maximum size of cliques to be returned. If zero or\n"
-   "  negative, no upper bound will be used."},
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
+  },
   {"largest_cliques", (PyCFunction) igraphmodule_Graph_largest_cliques,
    METH_NOARGS,
    "largest_cliques()\n--\n\n"
@@ -18537,7 +18617,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  L{maximal_cliques()} for the maximal cliques"},
   {"maximal_cliques", (PyCFunction) igraphmodule_Graph_maximal_cliques,
    METH_VARARGS | METH_KEYWORDS,
-   "maximal_cliques(min=0, max=0, file=None)\n--\n\n"
+   "maximal_cliques(min=0, max=0, file=None, max_results=None)\n--\n\n"
    "Returns the maximal cliques of the graph as a list of tuples.\n\n"
    "A maximal clique is a clique which can't be extended by adding any other\n"
    "vertex to it. A maximal clique is not necessarily one of the largest\n"
@@ -18551,6 +18631,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "@param file: a file object or the name of the file to write the results\n"
    "  to. When this argument is C{None}, the maximal cliques will be returned\n"
    "  as a list of lists.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
    "@return: the maximal cliques of the graph as a list of lists, or C{None}\n"
    "  if the C{file} argument was given."
    "@see: L{largest_cliques()} for the largest cliques."},
@@ -18563,14 +18645,17 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   {"independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_independent_vertex_sets,
    METH_VARARGS | METH_KEYWORDS,
-   "independent_vertex_sets(min=0, max=0)\n--\n\n"
+   "independent_vertex_sets(min=0, max=0, max_results=None)\n--\n\n"
    "Returns some or all independent vertex sets of the graph as a list of tuples.\n\n"
    "Two vertices are independent if there is no edge between them. Members\n"
    "of an independent vertex set are mutually independent.\n\n"
    "@param min: the minimum size of sets to be returned. If zero or\n"
    "  negative, no lower bound will be used.\n"
    "@param max: the maximum size of sets to be returned. If zero or\n"
-   "  negative, no upper bound will be used."},
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n"
+  },
   {"largest_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_largest_independent_vertex_sets,
    METH_NOARGS,
@@ -18585,8 +18670,8 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "  (nonextendable) independent vertex sets"},
   {"maximal_independent_vertex_sets",
    (PyCFunction) igraphmodule_Graph_maximal_independent_vertex_sets,
-   METH_NOARGS,
-   "maximal_independent_vertex_sets()\n--\n\n"
+   METH_VARARGS | METH_KEYWORDS,
+   "maximal_independent_vertex_sets(min=0, max=0, max_results=None)\n--\n\n"
    "Returns the maximal independent vertex sets of the graph as a list of tuples.\n\n"
    "A maximal independent vertex set is an independent vertex set\n"
    "which can't be extended by adding any other vertex to it. A maximal\n"
@@ -18595,6 +18680,12 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
    "B{Reference}: S. Tsukiyama, M. Ide, H. Ariyoshi and I. Shirawaka: A new\n"
    "algorithm for generating all the maximal independent sets.\n"
    "I{SIAM J Computing}, 6:505-517, 1977.\n\n"
+   "@param min: the minimum size of sets to be returned. If zero or\n"
+   "  negative, no lower bound will be used.\n"
+   "@param max: the maximum size of sets to be returned. If zero or\n"
+   "  negative, no upper bound will be used.\n"
+   "@param max_results: the maximum number of results to return. C{None}\n"
+   "  means no limit on the number of results.\n\n"
    "@see: L{largest_independent_vertex_sets()} for the largest independent\n"
    "  vertex sets\n"
   },
diff --git a/src/igraph/__init__.py b/src/igraph/__init__.py
index 70ac18c62..6a4e189b9 100644
--- a/src/igraph/__init__.py
+++ b/src/igraph/__init__.py
@@ -708,7 +708,7 @@ def es(self):
 
     ###########################
     # Paths/traversals
-    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
+    def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out", max_results=None):
         """Calculates all the simple paths from a given node to some other nodes
         (or all of them) in a graph.
 
@@ -730,11 +730,13 @@ def get_all_simple_paths(self, v, to=None, minlen=0, maxlen=-1, mode="out"):
         @param mode: the directionality of the paths. C{\"in\"} means to calculate
           incoming paths, C{\"out\"} means to calculate outgoing paths, C{\"all\"} means
           to calculate both ones.
+        @param max_results: the maximum number of results to return. C{None} means
+          no limit on the number of results.
         @return: all of the simple paths from the given node to every other
           reachable node in the graph in a list. Note that in case of mode=C{\"in\"},
           the vertices in a path are returned in reversed order!
         """
-        return self._get_all_simple_paths(v, to, minlen, maxlen, mode)
+        return self._get_all_simple_paths(v, to, minlen, maxlen, mode, max_results)
 
     def path_length_hist(self, directed=True):
         """Returns the path length histogram of the graph
diff --git a/src/igraph/io/bipartite.py b/src/igraph/io/bipartite.py
index 24750d911..1268dc0bf 100644
--- a/src/igraph/io/bipartite.py
+++ b/src/igraph/io/bipartite.py
@@ -117,7 +117,8 @@ def _construct_full_bipartite_graph(
 
 
 def _construct_random_bipartite_graph(
-    cls, n1, n2, p=None, m=None, directed=False, neimode="all", *args, **kwds
+    cls, n1, n2, p=None, m=None, directed=False, neimode="all",
+    allowed_edge_types="simple", edge_labeled=False, *args, **kwds
 ):
     """Generates a random bipartite graph with the given number of vertices and
     edges (if m is given), or with the given number of vertices and the given
@@ -140,13 +141,23 @@ def _construct_random_bipartite_graph(
       edges will always point from type 1 to type 2. If it is C{"in"}, edges
       will always point from type 2 to type 1. This argument is ignored for
       undirected graphs.
+    @param allowed_edge_types: controls whether multi-edges are allowed
+      during the generation process. Possible values are:
+
+        - C{"simple"}: simple graphs (no self-loops)
+        - C{"multi"}: multi-edges allowed
+
+    @param edge_labeled: whether to sample uniformly from the set of
+      I{ordered} edge lists. Use C{False} to recover the classic random
+      bipartite model.
     """
     if p is None:
         p = -1
     if m is None:
         m = -1
     result, types = cls._Random_Bipartite(
-        n1, n2, p, m, directed, neimode, *args, **kwds
+        n1, n2, p, m, directed, neimode, allowed_edge_types, edge_labeled,
+        *args, **kwds
     )
     result.vs["type"] = types
     return result
diff --git a/tests/test_cliques.py b/tests/test_cliques.py
index b5801a5a1..40c0f9ea3 100644
--- a/tests/test_cliques.py
+++ b/tests/test_cliques.py
@@ -1,5 +1,7 @@
 import unittest
 
+from math import inf
+
 from igraph import Graph
 
 from .utils import temporary_file
@@ -59,9 +61,25 @@ def testCliques(self):
                 [1, 2, 4, 5],
             ],
         }
+
         for (lo, hi), exp in tests.items():
             self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi))))
 
+        for (lo, hi), exp in tests.items():
+            self.assertEqual(sorted(exp), sorted(map(sorted, self.g.cliques(lo, hi, max_results=inf))))
+
+        for (lo, hi), exp in tests.items():
+            observed = [sorted(cl) for cl in self.g.cliques(lo, hi, max_results=10)]
+            for cl in observed:
+                self.assertTrue(cl in exp)
+
+        for (lo, hi), _ in tests.items():
+            self.assertEqual([], self.g.cliques(lo, hi, max_results=0))
+
+        for (lo, hi), _ in tests.items():
+            with self.assertRaises(ValueError):
+                self.g.cliques(lo, hi, max_results=-2)
+
     def testLargestCliques(self):
         self.assertEqual(
             sorted(map(sorted, self.g.largest_cliques())), [[1, 2, 3, 4], [1, 2, 4, 5]]
diff --git a/vendor/source/igraph b/vendor/source/igraph
index 780c73d06..fa546047d 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit 780c73d06ebabb5c935a6eda6be52b7bc921135a
+Subproject commit fa546047defd4d8f369fc7eb28a855ad5c430c63

From 64b3e20a776aa2dcb194ce0daecae9c043a94fa8 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:40:08 +0200
Subject: [PATCH 666/681] chore: replace deprecated igraph_integer_t with
 igraph_int_t

---
 src/_igraph/arpackobject.c    |   2 +-
 src/_igraph/attributes.c      |  62 ++++++++---------
 src/_igraph/attributes.h      |   2 +-
 src/_igraph/bfsiter.c         |  12 ++--
 src/_igraph/convert.c         |  64 ++++++++---------
 src/_igraph/convert.h         |  16 ++---
 src/_igraph/dfsiter.c         |  14 ++--
 src/_igraph/edgeobject.c      |  24 +++----
 src/_igraph/edgeobject.h      |   6 +-
 src/_igraph/edgeseqobject.c   |  16 ++---
 src/_igraph/graphobject.c     | 126 +++++++++++++++++-----------------
 src/_igraph/igraphmodule.c    |   6 +-
 src/_igraph/indexing.c        |  18 ++---
 src/_igraph/vertexobject.c    |  16 ++---
 src/_igraph/vertexobject.h    |   6 +-
 src/_igraph/vertexseqobject.c |  20 +++---
 src/igraph/utils.py           |   2 +-
 vendor/source/igraph          |   2 +-
 18 files changed, 207 insertions(+), 207 deletions(-)

diff --git a/src/_igraph/arpackobject.c b/src/_igraph/arpackobject.c
index 86de32363..69d8841ab 100644
--- a/src/_igraph/arpackobject.c
+++ b/src/_igraph/arpackobject.c
@@ -115,7 +115,7 @@ static PyObject* igraphmodule_ARPACKOptions_getattr(
 static int igraphmodule_ARPACKOptions_setattr(
   igraphmodule_ARPACKOptionsObject* self, char* attrname,
   PyObject* value) {
-  igraph_integer_t igraph_int;
+  igraph_int_t igraph_int;
 
   if (value == 0) {
     PyErr_SetString(PyExc_TypeError, "attribute can not be deleted");
diff --git a/src/_igraph/attributes.c b/src/_igraph/attributes.c
index cb543030f..1bc39a0eb 100644
--- a/src/_igraph/attributes.c
+++ b/src/_igraph/attributes.c
@@ -183,7 +183,7 @@ int igraphmodule_PyObject_matches_attribute_record(PyObject* object, igraph_attr
   return 0;
 }
 
-int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* vid) {
+int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_int_t* vid) {
   igraphmodule_i_attribute_struct* attrs = ATTR_STRUCT(graph);
   PyObject* o_vid = NULL;
 
@@ -351,7 +351,7 @@ static igraph_error_t igraphmodule_i_attribute_init(
   igraph_t *graph, const igraph_attribute_record_list_t *attr
 ) {
   igraphmodule_i_attribute_struct* attrs;
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
 
   attrs = (igraphmodule_i_attribute_struct*)calloc(1, sizeof(igraphmodule_i_attribute_struct));
   if (!attrs) {
@@ -517,11 +517,11 @@ static igraph_error_t igraphmodule_i_attribute_copy(igraph_t *to, const igraph_t
 
 /* Adding vertices */
 static igraph_error_t igraphmodule_i_attribute_add_vertices(
-  igraph_t *graph, igraph_integer_t nv, const igraph_attribute_record_list_t *attr
+  igraph_t *graph, igraph_int_t nv, const igraph_attribute_record_list_t *attr
 ) {
   /* Extend the end of every value in the vertex hash with nv pieces of None */
   PyObject *key, *value, *dict;
-  igraph_integer_t i, j, k, num_attr_entries;
+  igraph_int_t i, j, k, num_attr_entries;
   igraph_attribute_record_t *attr_rec;
   igraph_vector_bool_t added_attrs;
   Py_ssize_t pos = 0;
@@ -690,7 +690,7 @@ static igraph_error_t igraphmodule_i_attribute_add_vertices(
 /* Permuting vertices */
 static igraph_error_t igraphmodule_i_attribute_permute_vertices(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos = 0;
 
@@ -748,7 +748,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(
   /* Extend the end of every value in the edge hash with ne pieces of None */
   PyObject *key, *value, *dict;
   Py_ssize_t pos = 0;
-  igraph_integer_t i, j, k, ne, num_attr_entries;
+  igraph_int_t i, j, k, ne, num_attr_entries;
   igraph_vector_bool_t added_attrs;
   igraph_attribute_record_t *attr_rec;
 
@@ -904,7 +904,7 @@ static igraph_error_t igraphmodule_i_attribute_add_edges(
 /* Permuting edges */
 static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *graph,
     igraph_t *newgraph, const igraph_vector_int_t *idx) {
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
   PyObject *key, *value, *dict, *newdict, *newlist, *o;
   Py_ssize_t pos=0;
 
@@ -961,14 +961,14 @@ static igraph_error_t igraphmodule_i_attribute_permute_edges(const igraph_t *gra
  */
 static PyObject* igraphmodule_i_ac_func(PyObject* values,
     const igraph_vector_int_list_t *merges, PyObject* func) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
 
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
@@ -1044,14 +1044,14 @@ static PyObject* igraphmodule_i_ac_builtin_func(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_sum(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, sum = 0.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1087,14 +1087,14 @@ static PyObject* igraphmodule_i_ac_sum(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_prod(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 1.0, prod = 1.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1131,13 +1131,13 @@ static PyObject* igraphmodule_i_ac_prod(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_first(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     item = n > 0 ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[0]) : Py_None;
     if (item == 0) {
@@ -1164,7 +1164,7 @@ static PyObject* igraphmodule_i_ac_first(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_random(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item, *num;
   PyObject *random_module = PyImport_ImportModule("random");
   PyObject *random_func;
@@ -1181,7 +1181,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     if (n > 0) {
       num = PyObject_CallObject(random_func, 0);
@@ -1192,7 +1192,7 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
       }
 
       item = PyList_GetItem(
-        values, VECTOR(*v)[(igraph_integer_t)(n * PyFloat_AsDouble(num))]
+        values, VECTOR(*v)[(igraph_int_t)(n * PyFloat_AsDouble(num))]
       );
       if (item == 0) {
         Py_DECREF(random_func);
@@ -1227,13 +1227,13 @@ static PyObject* igraphmodule_i_ac_random(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_last(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t n = igraph_vector_int_size(v);
+    igraph_int_t n = igraph_vector_int_size(v);
 
     item = (n > 0) ? PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[n-1]) : Py_None;
     if (item == 0) {
@@ -1261,14 +1261,14 @@ static PyObject* igraphmodule_i_ac_last(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_mean(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
     igraph_real_t num = 0.0, mean = 0.0;
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
 
     for (j = 0; j < n; ) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1307,13 +1307,13 @@ static PyObject* igraphmodule_i_ac_mean(PyObject* values,
  */
 static PyObject* igraphmodule_i_ac_median(PyObject* values,
     const igraph_vector_int_list_t *merges) {
-  igraph_integer_t i, len = igraph_vector_int_list_size(merges);
+  igraph_int_t i, len = igraph_vector_int_list_size(merges);
   PyObject *res, *list, *item;
 
   res = PyList_New(len);
   for (i = 0; i < len; i++) {
     igraph_vector_int_t *v = igraph_vector_int_list_get_ptr(merges, i);
-    igraph_integer_t j, n = igraph_vector_int_size(v);
+    igraph_int_t j, n = igraph_vector_int_size(v);
     list = PyList_New(n);
     for (j = 0; j < n; j++) {
       item = PyList_GetItem(values, (Py_ssize_t)VECTOR(*v)[j]);
@@ -1874,7 +1874,7 @@ igraph_error_t igraphmodule_i_get_numeric_vertex_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_vector_size(value);
+    igraph_int_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_VIT_SIZE(it)));
@@ -1921,12 +1921,12 @@ igraph_error_t igraphmodule_i_get_string_vertex_attr(const igraph_t *graph,
     igraph_strvector_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_strvector_size(value);
+    igraph_int_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, i + IGRAPH_VIT_SIZE(it)));
     while (!IGRAPH_VIT_END(it)) {
-      igraph_integer_t v = IGRAPH_VIT_GET(it);
+      igraph_int_t v = IGRAPH_VIT_GET(it);
       char* str;
 
       result = PyList_GetItem(list, v);
@@ -1982,7 +1982,7 @@ igraph_error_t igraphmodule_i_get_boolean_vertex_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_vit_t it;
-    igraph_integer_t i = igraph_vector_bool_size(value);
+    igraph_int_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_vit_create(graph, vs, &it));
     IGRAPH_FINALLY(igraph_vit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_VIT_SIZE(it)));
@@ -2023,7 +2023,7 @@ igraph_error_t igraphmodule_i_get_numeric_edge_attr(const igraph_t *graph,
     igraph_vector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_vector_size(value);
+    igraph_int_t i = igraph_vector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_resize(value, i + IGRAPH_EIT_SIZE(it)));
@@ -2074,7 +2074,7 @@ igraph_error_t igraphmodule_i_get_string_edge_attr(const igraph_t *graph,
     igraph_strvector_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_strvector_size(value);
+    igraph_int_t i = igraph_strvector_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_strvector_resize(value, IGRAPH_EIT_SIZE(it)));
@@ -2133,7 +2133,7 @@ igraph_error_t igraphmodule_i_get_boolean_edge_attr(const igraph_t *graph,
     igraph_vector_bool_destroy(&newvalue);
   } else {
     igraph_eit_t it;
-    igraph_integer_t i = igraph_vector_bool_size(value);
+    igraph_int_t i = igraph_vector_bool_size(value);
     IGRAPH_CHECK(igraph_eit_create(graph, es, &it));
     IGRAPH_FINALLY(igraph_eit_destroy, &it);
     IGRAPH_CHECK(igraph_vector_bool_resize(value, i + IGRAPH_EIT_SIZE(it)));
diff --git a/src/_igraph/attributes.h b/src/_igraph/attributes.h
index 6d3da9c90..d02d55239 100644
--- a/src/_igraph/attributes.h
+++ b/src/_igraph/attributes.h
@@ -83,7 +83,7 @@ int igraphmodule_attribute_name_check(PyObject* obj);
 void igraphmodule_initialize_attribute_handler(void);
 void igraphmodule_index_vertex_names(igraph_t *graph, igraph_bool_t force);
 void igraphmodule_invalidate_vertex_name_index(igraph_t *graph);
-int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_integer_t* id);
+int igraphmodule_get_vertex_id_by_name(igraph_t *graph, PyObject* o, igraph_int_t* id);
 
 PyObject* igraphmodule_create_or_get_edge_attribute_values(const igraph_t* graph,
     const char* name);
diff --git a/src/_igraph/bfsiter.c b/src/_igraph/bfsiter.c
index 15ddf86e3..c8b814f88 100644
--- a/src/_igraph/bfsiter.c
+++ b/src/_igraph/bfsiter.c
@@ -44,7 +44,7 @@ PyTypeObject* igraphmodule_BFSIterType;
  */
 PyObject* igraphmodule_BFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_BFSIterObject* self;
-  igraph_integer_t no_of_nodes, r;
+  igraph_int_t no_of_nodes, r;
 
   self = (igraphmodule_BFSIterObject*) PyType_GenericNew(igraphmodule_BFSIterType, 0, 0);
   if (!self) {
@@ -162,10 +162,10 @@ static PyObject* igraphmodule_BFSIter_iter(igraphmodule_BFSIterObject* self) {
 
 static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self) {
   if (!igraph_dqueue_int_empty(&self->queue)) {
-    igraph_integer_t vid = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t dist = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t parent = igraph_dqueue_int_pop(&self->queue);
-    igraph_integer_t i, n;
+    igraph_int_t vid = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t dist = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t parent = igraph_dqueue_int_pop(&self->queue);
+    igraph_int_t i, n;
 
     if (igraph_neighbors(self->graph, &self->neis, vid, self->mode, /* loops = */ 0, /* multiple = */ 0)) {
       igraphmodule_handle_igraph_error();
@@ -174,7 +174,7 @@ static PyObject* igraphmodule_BFSIter_iternext(igraphmodule_BFSIterObject* self)
 
     n = igraph_vector_int_size(&self->neis);
     for (i = 0; i < n; i++) {
-      igraph_integer_t neighbor = VECTOR(self->neis)[i];
+      igraph_int_t neighbor = VECTOR(self->neis)[i];
       if (self->visited[neighbor] == 0) {
         self->visited[neighbor] = 1;
         if (igraph_dqueue_int_push(&self->queue, neighbor) ||
diff --git a/src/_igraph/convert.c b/src/_igraph/convert.c
index dbeedaf78..a36d0558d 100644
--- a/src/_igraph/convert.c
+++ b/src/_igraph/convert.c
@@ -951,7 +951,7 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
 }
 
 /**
- * \brief Converts a PyLong to an igraph \c igraph_integer_t
+ * \brief Converts a PyLong to an igraph \c igraph_int_t
  *
  * Raises suitable Python exceptions when needed.
  *
@@ -962,7 +962,7 @@ int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
+int PyLong_to_integer_t(PyObject* obj, igraph_int_t* v) {
   if (IGRAPH_INTEGER_SIZE == 64) {
     /* here the assumption is that sizeof(long long) == 64 bits; anyhow, this
      * is the widest integer type that we can convert a PyLong to so we cannot
@@ -987,7 +987,7 @@ int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
 }
 
 /**
- * \brief Converts a Python object to an igraph \c igraph_integer_t
+ * \brief Converts a Python object to an igraph \c igraph_int_t
  *
  * Raises suitable Python exceptions when needed.
  *
@@ -995,9 +995,9 @@ int PyLong_to_integer_t(PyObject* obj, igraph_integer_t* v) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
+int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_int_t *v) {
   int retval;
-  igraph_integer_t num;
+  igraph_int_t num;
 
   if (object == NULL) {
   } else if (PyLong_Check(object)) {
@@ -1024,7 +1024,7 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
 }
 
 /**
- * \brief Converts a Python object to an igraph \c igraph_integer_t when it is
+ * \brief Converts a Python object to an igraph \c igraph_int_t when it is
  * used as a limit on the number of results for some function.
  * 
  * This is different from \ref igraphmodule_PyObject_to_integer_t such that it
@@ -1037,9 +1037,9 @@ int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v) {
  * \param v the result is stored here
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v) {
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_int_t *v) {
   int retval;
-  igraph_integer_t num;
+  igraph_int_t num;
 
   if (object != NULL) {
     if (object == Py_None) {
@@ -1131,7 +1131,7 @@ int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v, igraph
   PyObject *item, *it;
   Py_ssize_t size_hint;
   int ok;
-  igraph_integer_t number;
+  igraph_int_t number;
 
   if (PyBaseString_Check(list)) {
     /* It is highly unlikely that a string (although it is a sequence) will
@@ -1330,7 +1330,7 @@ int igraphmodule_PyObject_float_to_vector_t(PyObject *list, igraph_vector_t *v)
  */
 int igraphmodule_PyObject_to_vector_int_t(PyObject *list, igraph_vector_int_t *v) {
   PyObject *it = 0, *item;
-  igraph_integer_t value = 0;
+  igraph_int_t value = 0;
   Py_ssize_t i, j, k;
   int ok;
 
@@ -1492,13 +1492,13 @@ int igraphmodule_PyObject_to_vector_bool_t(PyObject *list,
 
 /**
  * \ingroup python_interface_conversion
- * \brief Converts an igraph \c igraph_integer_t to a Python integer
+ * \brief Converts an igraph \c igraph_int_t to a Python integer
  *
- * \param value the \c igraph_integer_t value to be converted
+ * \param value the \c igraph_int_t value to be converted
  * \return the Python integer as a \c PyObject*, or \c NULL if an
  * error occurred
  */
-PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_int_t value) {
 #if IGRAPH_INTEGER_SIZE == 32
   /* minimum size of a long is 32 bits so we are okay */
   return PyLong_FromLong(value);
@@ -1506,7 +1506,7 @@ PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value) {
   /* minimum size of a long long is 64 bits so we are okay */
   return PyLong_FromLongLong(value);
 #else
-#  error "Unknown igraph_integer_t size"
+#  error "Unknown igraph_int_t size"
 #endif
 }
 
@@ -1645,10 +1645,10 @@ PyObject* igraphmodule_vector_int_t_to_PyList(const igraph_vector_int_t *v) {
  * \param v the \c igraph_vector_int_t containing the vector to be converted
  * \return the Python integer list as a \c PyObject*, or \c NULL if an error occurred
  */
-PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue) {
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_int_t nanvalue) {
   PyObject *list, *item;
   Py_ssize_t n, i;
-  igraph_integer_t val;
+  igraph_int_t val;
 
   n = igraph_vector_int_size(v);
   if (n < 0) {
@@ -1829,7 +1829,7 @@ int igraphmodule_PyObject_to_edgelist(
 ) {
   PyObject *item, *i1, *i2, *it, *expected;
   int ok;
-  igraph_integer_t idx1=0, idx2=0;
+  igraph_int_t idx1=0, idx2=0;
 
   if (PyBaseString_Check(list)) {
     /* It is highly unlikely that a string (although it is a sequence) will
@@ -1844,13 +1844,13 @@ int igraphmodule_PyObject_to_edgelist(
    * detail that we don't want to commit ourselves to */
   if (PyMemoryView_Check(list)) {
     item = PyObject_GetAttrString(list, "itemsize");
-    expected = PyLong_FromSize_t(sizeof(igraph_integer_t));
+    expected = PyLong_FromSize_t(sizeof(igraph_int_t));
     ok = item && PyObject_RichCompareBool(item, expected, Py_EQ);
     Py_XDECREF(expected);
     Py_XDECREF(item);
     if (!ok) {
       PyErr_SetString(
-        PyExc_TypeError, "item size of buffer must match the size of igraph_integer_t"
+        PyExc_TypeError, "item size of buffer must match the size of igraph_int_t"
       );
       return 1;
     }
@@ -2004,7 +2004,7 @@ int igraphmodule_attrib_to_vector_t(PyObject *o, igraphmodule_GraphObject *self,
     /* Check whether the attribute exists and is numeric */
     igraph_attribute_type_t at;
     igraph_attribute_elemtype_t et;
-    igraph_integer_t n;
+    igraph_int_t n;
     char *name = PyUnicode_CopyAsString(o);
 
     if (attr_type == ATTRIBUTE_TYPE_VERTEX) {
@@ -2117,7 +2117,7 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
 
   if (PyUnicode_Check(o)) {
     igraph_vector_t* dummy = 0;
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     if (igraphmodule_attrib_to_vector_t(o, self, &dummy, attr_type)) {
       return 1;
@@ -2145,7 +2145,7 @@ int igraphmodule_attrib_to_vector_int_t(PyObject *o, igraphmodule_GraphObject *s
     }
 
     for (i = 0; i < n; i++) {
-      VECTOR(*result)[i] = (igraph_integer_t) VECTOR(*dummy)[i];
+      VECTOR(*result)[i] = (igraph_int_t) VECTOR(*dummy)[i];
     }
 
     igraph_vector_destroy(dummy); free(dummy);
@@ -2210,7 +2210,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
     return 0;
 
   if (PyUnicode_Check(o)) {
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     /* First, check if the attribute is a "real" boolean */
     igraph_attribute_type_t at;
@@ -2884,7 +2884,7 @@ int igraphmodule_PyObject_to_matrix_int_t_with_minimum_column_count(
 ) {
   Py_ssize_t nr, nc, n, i, j;
   PyObject *row, *item;
-  igraph_integer_t value;
+  igraph_int_t value;
 
   /* calculate the matrix dimensions */
   if (!PySequence_Check(o) || PyUnicode_Check(o)) {
@@ -3403,7 +3403,7 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
  *               if we don't need name lookups.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
+int igraphmodule_PyObject_to_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph) {
   if (o == 0) {
     PyErr_SetString(PyExc_TypeError, "only non-negative integers, strings or igraph.Vertex objects can be converted to vertex IDs");
     return 1;
@@ -3462,7 +3462,7 @@ int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *g
  *               if we don't need name lookups.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph) {
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph) {
   if (o == 0 || o == Py_None) {
     return 0;
   } else {
@@ -3484,7 +3484,7 @@ int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, ig
 int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result, igraph_t* graph) {
     PyObject *iterator;
     PyObject *item;
-    igraph_integer_t vid;
+    igraph_int_t vid;
 
     if (PyBaseString_Check(o)) {
       /* exclude strings; they are iterable but cannot yield meaningful vertex IDs */
@@ -3548,8 +3548,8 @@ int igraphmodule_PyObject_to_vid_list(PyObject* o, igraph_vector_int_t* result,
  * \return 0 if everything was OK, 1 otherwise
  */
 int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
-    igraph_t *graph, igraph_bool_t *return_single, igraph_integer_t *single_vid) {
-  igraph_integer_t vid;
+    igraph_t *graph, igraph_bool_t *return_single, igraph_int_t *single_vid) {
+  igraph_int_t vid;
   igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
@@ -3666,9 +3666,9 @@ int igraphmodule_PyObject_to_vs_t(PyObject *o, igraph_vs_t *vs,
  *               if we don't want to handle tuples.
  * \return 0 if everything was OK, 1 otherwise
  */
-int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph) {
+int igraphmodule_PyObject_to_eid(PyObject *o, igraph_int_t *eid, igraph_t *graph) {
   int retval;
-  igraph_integer_t vid1, vid2;
+  igraph_int_t vid1, vid2;
 
   if (!o) {
     PyErr_SetString(PyExc_TypeError,
@@ -3770,7 +3770,7 @@ int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *g
  */
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
                   igraph_bool_t *return_single) {
-  igraph_integer_t eid;
+  igraph_int_t eid;
   igraph_vector_int_t vector;
 
   if (o == 0 || o == Py_None) {
diff --git a/src/_igraph/convert.h b/src/_igraph/convert.h
index a8259a8db..39fbf5619 100644
--- a/src/_igraph/convert.h
+++ b/src/_igraph/convert.h
@@ -100,11 +100,11 @@ int igraphmodule_PyObject_to_vconn_nei_t(PyObject *o, igraph_vconn_nei_t *result
 
 /* Conversion from PyObject to igraph types */
 
-int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_integer_t *v);
+int igraphmodule_PyObject_to_integer_t(PyObject *object, igraph_int_t *v);
 int igraphmodule_PyObject_to_real_t(PyObject *object, igraph_real_t *v);
 int igraphmodule_PyObject_to_igraph_t(PyObject *o, igraph_t **result);
 
-int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_integer_t *v);
+int igraphmodule_PyObject_to_max_results_t(PyObject *object, igraph_int_t *v);
 
 int igraphmodule_PyObject_to_vector_t(PyObject *list, igraph_vector_t *v,
 		igraph_bool_t need_non_negative);
@@ -138,14 +138,14 @@ int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t(PyObject *it,
 		igraph_vector_ptr_t *v);
 int igraphmodule_append_PyIter_of_graphs_to_vector_ptr_t_with_type(PyObject *it,
 		igraph_vector_ptr_t *v, PyTypeObject **g_type);
-int igraphmodule_PyObject_to_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
-int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_integer_t *vid, igraph_t *graph);
+int igraphmodule_PyObject_to_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph);
+int igraphmodule_PyObject_to_optional_vid(PyObject *o, igraph_int_t *vid, igraph_t *graph);
 int igraphmodule_PyObject_to_vid_list(PyObject *o, igraph_vector_int_t *vids, igraph_t *graph);
 int igraphmodule_PyObject_to_vs_t(
   PyObject *o, igraph_vs_t *vs, igraph_t *graph,
-  igraph_bool_t *return_single, igraph_integer_t *single_vid
+  igraph_bool_t *return_single, igraph_int_t *single_vid
 );
-int igraphmodule_PyObject_to_eid(PyObject *o, igraph_integer_t *eid, igraph_t *graph);
+int igraphmodule_PyObject_to_eid(PyObject *o, igraph_int_t *eid, igraph_t *graph);
 int igraphmodule_PyObject_to_es_t(PyObject *o, igraph_es_t *es, igraph_t *graph,
 				  igraph_bool_t *return_single);
 int igraphmodule_PyObject_to_attribute_values(PyObject *o,
@@ -174,7 +174,7 @@ int igraphmodule_attrib_to_vector_bool_t(PyObject *o, igraphmodule_GraphObject *
 
 /* Conversion from igraph types to PyObjects */
 
-PyObject* igraphmodule_integer_t_to_PyObject(igraph_integer_t value);
+PyObject* igraphmodule_integer_t_to_PyObject(igraph_int_t value);
 PyObject* igraphmodule_real_t_to_PyObject(igraph_real_t value, igraphmodule_conv_t type);
 
 PyObject* igraphmodule_vector_bool_t_to_PyList(const igraph_vector_bool_t *v);
@@ -185,7 +185,7 @@ PyObject* igraphmodule_vector_int_t_pair_to_PyList(const igraph_vector_int_t *v1
         const igraph_vector_int_t *v2);
 PyObject* igraphmodule_vector_int_t_to_PyList_of_fixed_length_tuples(
         const igraph_vector_int_t *v, Py_ssize_t tuple_len);
-PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_integer_t nanvalue);
+PyObject* igraphmodule_vector_int_t_to_PyList_with_nan(const igraph_vector_int_t *v, const igraph_int_t nanvalue);
 PyObject* igraphmodule_vector_ptr_t_to_PyList(const igraph_vector_ptr_t *v,
         igraphmodule_conv_t type);
 PyObject* igraphmodule_vector_int_ptr_t_to_PyList(const igraph_vector_ptr_t *v);
diff --git a/src/_igraph/dfsiter.c b/src/_igraph/dfsiter.c
index dbb203f8c..08a7fedea 100644
--- a/src/_igraph/dfsiter.c
+++ b/src/_igraph/dfsiter.c
@@ -44,7 +44,7 @@ PyTypeObject* igraphmodule_DFSIterType;
  */
 PyObject* igraphmodule_DFSIter_new(igraphmodule_GraphObject *g, PyObject *root, igraph_neimode_t mode, igraph_bool_t advanced) {
   igraphmodule_DFSIterObject* self;
-  igraph_integer_t no_of_nodes, r;
+  igraph_int_t no_of_nodes, r;
 
   self = (igraphmodule_DFSIterObject*) PyType_GenericNew(igraphmodule_DFSIterType, 0, 0);
   if (!self) {
@@ -162,7 +162,7 @@ static PyObject* igraphmodule_DFSIter_iter(igraphmodule_DFSIterObject* self) {
 static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self) {
   /* the design is to return the top of the stack and then proceed until
    * we have found an unvisited neighbor and push that on top */
-  igraph_integer_t parent_out, dist_out, vid_out;
+  igraph_int_t parent_out, dist_out, vid_out;
   igraph_bool_t any = false;
 
   /* nothing on the stack, end of iterator */
@@ -181,13 +181,13 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
 
   /* look for neighbors until we find one or until we have exhausted the graph */
   while (!any && !igraph_stack_int_empty(&self->stack)) {
-    igraph_integer_t parent = igraph_stack_int_pop(&self->stack);
-    igraph_integer_t dist = igraph_stack_int_pop(&self->stack);
-    igraph_integer_t vid = igraph_stack_int_pop(&self->stack);
+    igraph_int_t parent = igraph_stack_int_pop(&self->stack);
+    igraph_int_t dist = igraph_stack_int_pop(&self->stack);
+    igraph_int_t vid = igraph_stack_int_pop(&self->stack);
     igraph_stack_int_push(&self->stack, vid);
     igraph_stack_int_push(&self->stack, dist);
     igraph_stack_int_push(&self->stack, parent);
-    igraph_integer_t i, n;
+    igraph_int_t i, n;
 
     /* the values above are returned at at this stage. However, we must
      * prepare for the next iteration by putting the next unvisited
@@ -199,7 +199,7 @@ static PyObject* igraphmodule_DFSIter_iternext(igraphmodule_DFSIterObject* self)
 
     n = igraph_vector_int_size(&self->neis);
     for (i = 0; i < n; i++) {
-      igraph_integer_t neighbor = VECTOR(self->neis)[i];
+      igraph_int_t neighbor = VECTOR(self->neis)[i];
       /* new neighbor, push the next item onto the stack */
       if (self->visited[neighbor] == 0) {
         any = 1;
diff --git a/src/_igraph/edgeobject.c b/src/_igraph/edgeobject.c
index 26cefc72c..0f5e54171 100644
--- a/src/_igraph/edgeobject.c
+++ b/src/_igraph/edgeobject.c
@@ -54,7 +54,7 @@ int igraphmodule_Edge_Check(PyObject* obj) {
  *   exception and returns zero if the edge object is invalid.
  */
 int igraphmodule_Edge_Validate(PyObject* obj) {
-  igraph_integer_t n;
+  igraph_int_t n;
   igraphmodule_EdgeObject *self;
   igraphmodule_GraphObject *graph;
 
@@ -98,7 +98,7 @@ int igraphmodule_Edge_Validate(PyObject* obj) {
  * changes, your existing edge objects will point to elsewhere
  * (or they might even get invalidated).
  */
-PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
+PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_int_t idx) {
   return PyObject_CallFunction((PyObject*) igraphmodule_EdgeType, "On", gref, (Py_ssize_t) idx);
 }
 
@@ -110,7 +110,7 @@ PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t
 static int igraphmodule_Edge_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "graph", "eid", NULL };
   PyObject *g, *index_o = Py_None;
-  igraph_integer_t eid;
+  igraph_int_t eid;
   igraph_t *graph;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
@@ -400,7 +400,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    igraph_integer_t i, n = igraph_ecount(&o->g);
+    igraph_int_t i, n = igraph_ecount(&o->g);
     result = PyList_New(n);
     for (i = 0; i < n; i++) {
       if (i != self->idx) {
@@ -437,7 +437,7 @@ int igraphmodule_Edge_set_attribute(igraphmodule_EdgeObject* self, PyObject* k,
  */
 PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
@@ -456,7 +456,7 @@ PyObject* igraphmodule_Edge_get_from(igraphmodule_EdgeObject* self, void* closur
  */
 PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return NULL;
@@ -474,7 +474,7 @@ PyObject* igraphmodule_Edge_get_source_vertex(igraphmodule_EdgeObject* self, voi
  */
 PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
     return NULL;
@@ -493,7 +493,7 @@ PyObject* igraphmodule_Edge_get_to(igraphmodule_EdgeObject* self, void* closure)
  */
 PyObject* igraphmodule_Edge_get_target_vertex(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
     return NULL;
@@ -515,9 +515,9 @@ PyObject* igraphmodule_Edge_get_index(igraphmodule_EdgeObject* self, void* closu
 
 /**
  * \ingroup python_interface_edge
- * Returns the edge index as an igraph_integer_t
+ * Returns the edge index as an igraph_int_t
  */
-igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self) {
+igraph_int_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self) {
   return self->idx;
 }
 
@@ -527,7 +527,7 @@ igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_Edge
  */
 PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *from_o, *to_o, *result;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self)) {
@@ -562,7 +562,7 @@ PyObject* igraphmodule_Edge_get_tuple(igraphmodule_EdgeObject* self, void* closu
  */
 PyObject* igraphmodule_Edge_get_vertex_tuple(igraphmodule_EdgeObject* self, void* closure) {
   igraphmodule_GraphObject *o = self->gref;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *from_o, *to_o;
 
   if (!igraphmodule_Edge_Validate((PyObject*)self))
diff --git a/src/_igraph/edgeobject.h b/src/_igraph/edgeobject.h
index f42862fe3..039a6e20f 100644
--- a/src/_igraph/edgeobject.h
+++ b/src/_igraph/edgeobject.h
@@ -34,7 +34,7 @@
 typedef struct {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   long hash;
 } igraphmodule_EdgeObject;
 
@@ -43,7 +43,7 @@ extern PyTypeObject* igraphmodule_EdgeType;
 int igraphmodule_Edge_register_type(void);
 
 int igraphmodule_Edge_Check(PyObject* obj);
-PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-igraph_integer_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
+PyObject* igraphmodule_Edge_New(igraphmodule_GraphObject *gref, igraph_int_t idx);
+igraph_int_t igraphmodule_Edge_get_index_as_igraph_integer(igraphmodule_EdgeObject* self);
 
 #endif
diff --git a/src/_igraph/edgeseqobject.c b/src/_igraph/edgeseqobject.c
index 4e188ae2c..13f4364f9 100644
--- a/src/_igraph/edgeseqobject.c
+++ b/src/_igraph/edgeseqobject.c
@@ -109,7 +109,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
     igraph_es_all(&es, IGRAPH_EDGEORDER_ID);
   } else if (PyLong_Check(esobj)) {
     /* We selected a single edge */
-    igraph_integer_t idx;
+    igraph_int_t idx;
 
     if (igraphmodule_PyObject_to_integer_t(esobj, &idx)) {
       return -1;
@@ -124,7 +124,7 @@ int igraphmodule_EdgeSeq_init(igraphmodule_EdgeSeqObject *self, PyObject *args,
   } else {
    /* We selected multiple edges */
     igraph_vector_int_t v;
-    igraph_integer_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
+    igraph_int_t n = igraph_ecount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_int_t(esobj, &v)) {
       return -1;
     }
@@ -173,7 +173,7 @@ void igraphmodule_EdgeSeq_dealloc(igraphmodule_EdgeSeqObject* self) {
  */
 Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
   igraph_t *g;
-  igraph_integer_t result;
+  igraph_int_t result;
 
   g = &GET_GRAPH(self);
 
@@ -192,7 +192,7 @@ Py_ssize_t igraphmodule_EdgeSeq_sq_length(igraphmodule_EdgeSeqObject* self) {
 PyObject* igraphmodule_EdgeSeq_sq_item(igraphmodule_EdgeSeqObject* self,
                        Py_ssize_t i) {
   igraph_t *g;
-  igraph_integer_t idx = -1;
+  igraph_int_t idx = -1;
 
   if (!self->gref) {
     return NULL;
@@ -433,7 +433,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t es;
   Py_ssize_t i, j, n;
-  igraph_integer_t no_of_edges;
+  igraph_int_t no_of_edges;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_EDGE];
@@ -570,7 +570,7 @@ int igraphmodule_EdgeSeq_set_attribute_values_mapping(igraphmodule_EdgeSeqObject
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      igraph_integer_t n2 = igraph_ecount(&gr->g);
+      igraph_int_t n2 = igraph_ecount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
         igraph_vector_int_destroy(&es);
@@ -682,7 +682,7 @@ PyObject* igraphmodule_EdgeSeq_find(igraphmodule_EdgeSeqObject *self, PyObject *
 PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject *args) {
   igraphmodule_EdgeSeqObject *result;
   igraphmodule_GraphObject *gr;
-  igraph_integer_t igraph_idx;
+  igraph_int_t igraph_idx;
   igraph_bool_t working_on_whole_graph = igraph_es_is_all(&self->es);
   igraph_vector_int_t v, v2;
   Py_ssize_t i, j, n, m;
@@ -786,7 +786,7 @@ PyObject* igraphmodule_EdgeSeq_select(igraphmodule_EdgeSeqObject *self, PyObject
 
       for (; i < n; i++) {
         PyObject *item2 = PyTuple_GetItem(args, i);
-        igraph_integer_t idx;
+        igraph_int_t idx;
 
         if (item2 == 0) {
           Py_DECREF(result);
diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index b24c589d6..8be4bcbdb 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -196,7 +196,7 @@ int igraphmodule_Graph_init(igraphmodule_GraphObject * self,
   void* ptr = 0;
   Py_ssize_t n = 0;
   igraph_vector_int_t edges_vector;
-  igraph_integer_t vcount;
+  igraph_int_t vcount;
   igraph_bool_t edges_vector_owned = false;
   int retval = 0;
 
@@ -876,7 +876,7 @@ PyObject *igraphmodule_Graph_diversity(igraphmodule_GraphObject * self,
   igraph_vector_t res, *weights = 0;
   igraph_vs_t vs;
   igraph_bool_t return_single = false;
-  igraph_integer_t no_of_nodes;
+  igraph_int_t no_of_nodes;
 
   static char *kwlist[] = { "vertices", "weights", NULL };
 
@@ -1076,7 +1076,7 @@ PyObject *igraphmodule_Graph_maxdegree(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   PyObject *dmode_o = Py_None;
   PyObject *loops = Py_False;
-  igraph_integer_t res;
+  igraph_int_t res;
   igraph_vs_t vs;
   igraph_bool_t return_single = false;
 
@@ -1332,7 +1332,7 @@ PyObject *igraphmodule_Graph_neighbors(igraphmodule_GraphObject * self,
   igraph_neimode_t dmode = IGRAPH_ALL;
   igraph_loops_t loops = IGRAPH_LOOPS;
   igraph_bool_t multiple = 1;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", "loops", "multiple", NULL };
@@ -1388,7 +1388,7 @@ PyObject *igraphmodule_Graph_incident(igraphmodule_GraphObject * self,
   PyObject *list, *dmode_o = Py_None, *index_o, *loops_o = Py_True;
   igraph_neimode_t dmode = IGRAPH_OUT;
   igraph_loops_t loops = IGRAPH_LOOPS;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   igraph_vector_int_t res;
 
   static char *kwlist[] = { "vertex", "mode", "loops", NULL };
@@ -1512,7 +1512,7 @@ PyObject *igraphmodule_Graph_are_adjacent(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "v1", "v2", NULL };
   PyObject *v1, *v2;
-  igraph_integer_t idx1, idx2;
+  igraph_int_t idx1, idx2;
   igraph_bool_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist, &v1, &v2))
@@ -1543,8 +1543,8 @@ PyObject *igraphmodule_Graph_get_eid(igraphmodule_GraphObject * self,
   PyObject *v1, *v2;
   PyObject *directed = Py_True;
   PyObject *error = Py_True;
-  igraph_integer_t idx1, idx2;
-  igraph_integer_t res;
+  igraph_int_t idx1, idx2;
+  igraph_int_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|OO", kwlist, &v1, &v2,
                                    &directed, &error))
@@ -1721,7 +1721,7 @@ PyObject *igraphmodule_Graph_farthest_points(igraphmodule_GraphObject * self,
   PyObject *dir = Py_True, *vcount_if_unconnected = Py_True;
   PyObject *weights_o = Py_None;
   igraph_vector_t *weights = 0;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   igraph_real_t len;
 
   static char *kwlist[] = { "directed", "unconn", "weights", NULL };
@@ -2079,7 +2079,7 @@ PyObject *igraphmodule_Graph_Barabasi(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n;
   float power = 1.0f, zero_appeal = 1.0f;
-  igraph_integer_t m = 1;
+  igraph_int_t m = 1;
   igraph_vector_int_t outseq;
   igraph_bool_t has_outseq = false;
   igraph_t *start_from = 0;
@@ -3502,7 +3502,7 @@ PyObject *igraphmodule_Graph_Recent_Degree(PyTypeObject * type,
   igraph_t g;
   Py_ssize_t n, window = 0;
   float power = 0.0f, zero_appeal = 0.0f;
-  igraph_integer_t m = 0;
+  igraph_int_t m = 0;
   igraph_vector_int_t outseq;
   igraph_bool_t has_outseq = false;
   PyObject *m_obj, *outpref = Py_False, *directed = Py_False;
@@ -4456,7 +4456,7 @@ PyObject *igraphmodule_Graph_biconnected_components(igraphmodule_GraphObject *se
   igraph_vector_int_list_t components;
   igraph_vector_int_t points;
   igraph_bool_t return_articulation_points;
-  igraph_integer_t no;
+  igraph_int_t no;
   PyObject *result_o, *aps=Py_False;
 
   static char* kwlist[] = {"return_articulation_points", NULL};
@@ -4635,7 +4635,7 @@ PyObject *igraphmodule_Graph_bipartite_projection_size(igraphmodule_GraphObject
         PyObject* args, PyObject* kwds) {
   PyObject *types_o = Py_None;
   igraph_vector_bool_t* types = 0;
-  igraph_integer_t vcount1, vcount2, ecount1, ecount2;
+  igraph_int_t vcount1, vcount2, ecount1, ecount2;
 
   static char* kwlist[] = {"types", NULL};
 
@@ -4932,7 +4932,7 @@ PyObject *igraphmodule_Graph_connected_components(
   static char *kwlist[] = { "mode", NULL };
   igraph_connectedness_t mode = IGRAPH_STRONG;
   igraph_vector_int_t res1, res2;
-  igraph_integer_t no;
+  igraph_int_t no;
   PyObject *list, *mode_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|O", kwlist, &mode_o))
@@ -5409,8 +5409,8 @@ PyObject *igraphmodule_Graph_edge_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", NULL };
   PyObject *checks = Py_True, *source_o = Py_None, *target_o = Py_None;
-  igraph_integer_t source = -1, target = -1;
-  igraph_integer_t res;
+  igraph_int_t source = -1, target = -1;
+  igraph_int_t res;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist, &source_o, &target_o, &checks))
     return NULL;
@@ -5599,7 +5599,7 @@ PyObject *igraphmodule_Graph_get_shortest_path(
   static char *kwlist[] = { "v", "to", "weights", "mode", "output", "algorithm", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
            *algorithm_o=Py_None;
@@ -5683,7 +5683,7 @@ typedef struct {
 } igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_get_shortest_path_astar_callback(
-  igraph_real_t *result, igraph_integer_t from, igraph_integer_t to,
+  igraph_real_t *result, igraph_int_t from, igraph_int_t to,
   void *extra
 ) {
   igraphmodule_i_Graph_get_shortest_path_astar_callback_data_t* data =
@@ -5735,7 +5735,7 @@ PyObject *igraphmodule_Graph_get_shortest_path_astar(
   static char *kwlist[] = { "v", "to", "heuristics", "weights", "mode", "output", NULL };
   igraph_vector_t *weights=0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from, to;
+  igraph_int_t from, to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
            *heuristics_o;
@@ -5806,7 +5806,7 @@ PyObject *igraphmodule_Graph_get_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_t *weights = NULL;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraphmodule_shortest_path_algorithm_t algorithm = IGRAPHMODULE_SHORTEST_PATH_ALGORITHM_AUTO;
-  igraph_integer_t from, no_of_target_nodes;
+  igraph_int_t from, no_of_target_nodes;
   igraph_vs_t to;
   PyObject *list, *mode_o=Py_None, *weights_o=Py_None,
            *output_o=Py_None, *from_o = Py_None, *to_o=Py_None,
@@ -5916,7 +5916,7 @@ PyObject *igraphmodule_Graph_get_all_shortest_paths(igraphmodule_GraphObject *
   igraph_vector_int_list_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
+  igraph_int_t from;
   igraph_vs_t to;
   PyObject *list, *from_o, *mode_o=Py_None, *to_o=Py_None, *weights_o=Py_None;
 
@@ -5976,9 +5976,9 @@ PyObject *igraphmodule_Graph_get_k_shortest_paths(
   igraph_vector_int_list_t res;
   igraph_vector_t *weights = 0;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
-  igraph_integer_t to;
-  igraph_integer_t k = 1;
+  igraph_int_t from;
+  igraph_int_t to;
+  igraph_int_t k = 1;
   PyObject *list, *from_o, *to_o;
   PyObject *output_o = Py_None, *mode_o = Py_None, *weights_o = Py_None, *k_o = NULL;
   igraph_bool_t use_edges = false;
@@ -6047,9 +6047,9 @@ PyObject *igraphmodule_Graph_get_all_simple_paths(igraphmodule_GraphObject *
   static char *kwlist[] = { "v", "to", "minlen", "maxlen", "mode", "max_results", NULL };
   igraph_vector_int_list_t res;
   igraph_neimode_t mode = IGRAPH_OUT;
-  igraph_integer_t from;
+  igraph_int_t from;
   igraph_vs_t to;
-  igraph_integer_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
+  igraph_int_t minlen, maxlen, max_results = IGRAPH_UNLIMITED;
   PyObject *list, *from_o, *mode_o = Py_None, *to_o = Py_None, *max_results_o = Py_None;
   PyObject *minlen_o = Py_None, *maxlen_o = Py_None;
 
@@ -6582,7 +6582,7 @@ PyObject *igraphmodule_Graph_rewire(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "n", "allowed_edge_types", NULL };
   PyObject *n_o = Py_None, *allowed_edge_types_o = Py_None;
-  igraph_integer_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
+  igraph_int_t n = 10 * igraph_ecount(&self->g); /* TODO overflow check */
   igraph_edge_type_sw_t allowed_edge_types = IGRAPH_SIMPLE_SW;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist, &n_o, &allowed_edge_types_o)) {
@@ -7063,7 +7063,7 @@ PyObject *igraphmodule_Graph_subcomponent(igraphmodule_GraphObject * self,
   static char *kwlist[] = { "v", "mode", NULL };
   igraph_vector_int_t res;
   igraph_neimode_t mode = IGRAPH_ALL;
-  igraph_integer_t from;
+  igraph_int_t from;
   PyObject *list = NULL, *mode_o = Py_None, *from_o = Py_None;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O|O", kwlist, &from_o, &mode_o))
@@ -7341,7 +7341,7 @@ PyObject *igraphmodule_Graph_vertex_connectivity(igraphmodule_GraphObject *self,
         PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "source", "target", "checks", "neighbors", NULL };
   PyObject *checks = Py_True, *neis = Py_None, *source_o = Py_None, *target_o = Py_None;
-  igraph_integer_t source = -1, target = -1, res;
+  igraph_int_t source = -1, target = -1, res;
   igraph_vconn_nei_t neighbors = IGRAPH_VCONN_NEI_ERROR;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOO", kwlist,
@@ -7505,7 +7505,7 @@ typedef struct {
 } igraphmodule_i_Graph_motifs_randesu_callback_data_t;
 
 igraph_error_t igraphmodule_i_Graph_motifs_randesu_callback(const igraph_t *graph,
-    const igraph_vector_int_t *vids, igraph_integer_t isoclass, void* extra) {
+    const igraph_vector_int_t *vids, igraph_int_t isoclass, void* extra) {
   igraphmodule_i_Graph_motifs_randesu_callback_data_t* data =
     (igraphmodule_i_Graph_motifs_randesu_callback_data_t*)extra;
   PyObject* vector;
@@ -7676,7 +7676,7 @@ PyObject *igraphmodule_Graph_motifs_randesu_estimate(igraphmodule_GraphObject *s
 
   if (PyLong_Check(sample)) {
     /* samples chosen randomly */
-    igraph_integer_t ns;
+    igraph_int_t ns;
     if (igraphmodule_PyObject_to_integer_t(sample, &ns)) {
       igraph_vector_destroy(&cut_prob);
       return NULL;
@@ -7772,7 +7772,7 @@ PyObject *igraphmodule_Graph_fundamental_cycles(
   PyObject *start_vid_o = Py_None;
   PyObject *weights_o = Py_None;
   PyObject *result_o;
-  igraph_integer_t cutoff = -1, start_vid = -1;
+  igraph_int_t cutoff = -1, start_vid = -1;
   igraph_vector_int_list_t result;
   igraph_vector_t *weights = 0;
 
@@ -7826,7 +7826,7 @@ PyObject *igraphmodule_Graph_minimum_cycle_basis(
   PyObject *use_cycle_order_o = Py_True;
   PyObject *weights_o = Py_None;
   PyObject *result_o;
-  igraph_integer_t cutoff = -1;
+  igraph_int_t cutoff = -1;
   igraph_vector_int_list_t result;
   igraph_vector_t *weights;
 
@@ -7883,10 +7883,10 @@ PyObject *igraphmodule_Graph_simple_cycles(
   PyObject *max_results_o = Py_None;
 
   // argument defaults: no cycle limits
-  igraph_integer_t mode = IGRAPH_OUT;
-  igraph_integer_t min_cycle_length = -1;
-  igraph_integer_t max_cycle_length = -1;
-  igraph_integer_t max_results = IGRAPH_UNLIMITED;
+  igraph_int_t mode = IGRAPH_OUT;
+  igraph_int_t min_cycle_length = -1;
+  igraph_int_t max_cycle_length = -1;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
   igraph_bool_t use_edges = false;
 
   static char *kwlist[] = { "mode", "min", "max", "output", "max_results", NULL };
@@ -8128,7 +8128,7 @@ PyObject *igraphmodule_Graph_layout_star(igraphmodule_GraphObject* self,
 
   igraph_matrix_t m;
   PyObject *result_o, *order_o = Py_None, *center_o = Py_None;
-  igraph_integer_t center = 0;
+  igraph_int_t center = 0;
   igraph_vector_int_t* order = 0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OO", kwlist,
@@ -8188,7 +8188,7 @@ PyObject *igraphmodule_Graph_layout_kamada_kawai(igraphmodule_GraphObject *
   igraph_matrix_t m;
   igraph_bool_t use_seed = false;
   igraph_error_t ret;
-  igraph_integer_t maxiter;
+  igraph_int_t maxiter;
   Py_ssize_t dim = 2;
   igraph_real_t kkconst;
   double epsilon = 0.0;
@@ -8755,7 +8755,7 @@ PyObject *igraphmodule_Graph_layout_lgl(igraphmodule_GraphObject * self,
   igraph_matrix_t m;
   PyObject *result_o, *root_o = Py_None;
   Py_ssize_t maxiter = 150;
-  igraph_integer_t proot = -1;
+  igraph_int_t proot = -1;
   double maxdelta, area, coolexp, repulserad, cellsize;
 
   maxdelta = igraph_vcount(&self->g);
@@ -9169,7 +9169,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           use_seed,
           dist,
           (igraph_real_t)min_dist,
-          (igraph_integer_t)epochs,
+          (igraph_int_t)epochs,
           distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
@@ -9183,7 +9183,7 @@ PyObject *igraphmodule_Graph_layout_umap(
           use_seed,
           dist,
           (igraph_real_t)min_dist,
-          (igraph_integer_t)epochs,
+          (igraph_int_t)epochs,
           distances_are_weights)) {
       if (dist) {
         igraph_vector_destroy(dist); free(dist);
@@ -9544,7 +9544,7 @@ PyObject *igraphmodule_Graph_Read_DIMACS(PyTypeObject * type,
 {
   igraphmodule_GraphObject *self;
   igraphmodule_filehandle_t fobj;
-  igraph_integer_t source = 0, target = 0;
+  igraph_int_t source = 0, target = 0;
   igraph_vector_t capacity;
   igraph_t g;
   PyObject *fname = NULL, *directed = Py_False, *capacity_obj;
@@ -9895,7 +9895,7 @@ PyObject *igraphmodule_Graph_write_dimacs(igraphmodule_GraphObject * self,
                                           PyObject * args, PyObject * kwds)
 {
   PyObject *capacity_obj = Py_None, *fname = NULL, *source_o, *target_o;
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraphmodule_filehandle_t fobj;
   igraph_vector_t* capacity = 0;
 
@@ -10381,7 +10381,7 @@ PyObject *igraphmodule_Graph_count_automorphisms(
 PyObject *igraphmodule_Graph_isoclass(igraphmodule_GraphObject * self,
                                       PyObject * args, PyObject * kwds)
 {
-  igraph_integer_t isoclass = 0;
+  igraph_int_t isoclass = 0;
   PyObject *vids = 0;
   char *kwlist[] = { "vertices", NULL };
 
@@ -10582,7 +10582,7 @@ igraph_error_t igraphmodule_i_Graph_isomorphic_vf2_callback_fn(
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
     const igraph_t *graph1, const igraph_t *graph2,
-    const igraph_integer_t cand1, const igraph_integer_t cand2,
+    const igraph_int_t cand1, const igraph_int_t cand2,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
@@ -10606,7 +10606,7 @@ igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_node_compat_fn(
 
 igraph_bool_t igraphmodule_i_Graph_isomorphic_vf2_edge_compat_fn(
     const igraph_t *graph1, const igraph_t *graph2,
-    const igraph_integer_t cand1, const igraph_integer_t cand2,
+    const igraph_int_t cand1, const igraph_int_t cand2,
     void* extra) {
   igraphmodule_i_Graph_isomorphic_vf2_callback_data_t* data =
     (igraphmodule_i_Graph_isomorphic_vf2_callback_data_t*)extra;
@@ -10781,7 +10781,7 @@ PyObject *igraphmodule_Graph_isomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_isomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t res = 0;
+  igraph_int_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o=Py_None, *color2_o=Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -11119,7 +11119,7 @@ PyObject *igraphmodule_Graph_subisomorphic_vf2(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_count_subisomorphisms_vf2(igraphmodule_GraphObject *self,
   PyObject *args, PyObject *kwds) {
-  igraph_integer_t res = 0;
+  igraph_int_t res = 0;
   PyObject *o = Py_None;
   PyObject *color1_o = Py_None, *color2_o = Py_None;
   PyObject *edge_color1_o=Py_None, *edge_color2_o=Py_None;
@@ -11721,7 +11721,7 @@ PyObject *igraphmodule_Graph_bfs(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "vid", "mode", NULL };
   PyObject *l1, *l2, *l3, *result_o, *mode_o = Py_None, *vid_o;
-  igraph_integer_t vid;
+  igraph_int_t vid;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_vector_int_t vids;
   igraph_vector_int_t layers;
@@ -11887,7 +11887,7 @@ PyObject *igraphmodule_Graph_dominator(igraphmodule_GraphObject * self,
 {
   static char *kwlist[] = { "vid", "mode", NULL };
   PyObject *list = Py_None, *mode_o = Py_None, *root_o;
-  igraph_integer_t root;
+  igraph_int_t root;
   igraph_vector_int_t dom;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_error_t res;
@@ -11941,7 +11941,7 @@ PyObject *igraphmodule_Graph_maxflow_value(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t res;
-  igraph_integer_t v1, v2;
+  igraph_int_t v1, v2;
   igraph_maxflow_stats_t stats;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO|O", kwlist,
@@ -11980,7 +11980,7 @@ PyObject *igraphmodule_Graph_maxflow(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *flow_o, *cut_o, *partition_o, *v1_o, *v2_o;
   igraph_vector_t capacity_vector;
   igraph_real_t res;
-  igraph_integer_t v1, v2;
+  igraph_int_t v1, v2;
   igraph_vector_t flow;
   igraph_vector_int_t cut, partition;
   igraph_maxflow_stats_t stats;
@@ -12066,7 +12066,7 @@ PyObject *igraphmodule_Graph_all_st_cuts(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraph_vector_int_list_t cuts, partition1s;
   PyObject *source_o, *target_o;
   PyObject *cuts_o, *partition1s_o;
@@ -12117,7 +12117,7 @@ PyObject *igraphmodule_Graph_all_st_mincuts(igraphmodule_GraphObject * self,
                                          PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   igraph_real_t value;
   igraph_vector_int_list_t cuts, partition1s;
   igraph_vector_t capacity_vector;
@@ -12184,7 +12184,7 @@ PyObject *igraphmodule_Graph_mincut_value(igraphmodule_GraphObject * self,
   PyObject *capacity_object = Py_None, *v1_o = Py_None, *v2_o = Py_None;
   igraph_vector_t capacity_vector;
   igraph_real_t res, mincut;
-  igraph_integer_t n, v1 = -1, v2 = -1;
+  igraph_int_t n, v1 = -1, v2 = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
                                    &v1_o, &v2_o, &capacity_object))
@@ -12265,7 +12265,7 @@ PyObject *igraphmodule_Graph_mincut(igraphmodule_GraphObject * self,
   igraph_vector_t capacity_vector;
   igraph_real_t value;
   igraph_vector_int_t partition, partition2, cut;
-  igraph_integer_t source = -1, target = -1;
+  igraph_int_t source = -1, target = -1;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOO", kwlist,
                                    &source_o, &target_o, &capacity_object))
@@ -12406,7 +12406,7 @@ PyObject *igraphmodule_Graph_st_mincut(igraphmodule_GraphObject * self,
                                        PyObject * args, PyObject * kwds)
 {
   static char *kwlist[] = { "source", "target", "capacity", NULL };
-  igraph_integer_t source, target;
+  igraph_int_t source, target;
   PyObject *cut_o, *part_o, *part2_o, *result_o;
   PyObject *source_o, *target_o, *capacity_o = Py_None;
   igraph_vector_t capacity_vector;
@@ -12895,7 +12895,7 @@ PyObject *igraphmodule_Graph_maximal_cliques(igraphmodule_GraphObject * self,
  */
 PyObject *igraphmodule_Graph_clique_number(igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null))
 {
-  igraph_integer_t i;
+  igraph_int_t i;
 
   if (igraph_clique_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
@@ -12915,7 +12915,7 @@ PyObject *igraphmodule_Graph_independent_vertex_sets(igraphmodule_GraphObject
   PyObject *list, *max_results_o = Py_None;
   Py_ssize_t min_size = 0, max_size = 0;
   igraph_vector_int_list_t res;
-  igraph_integer_t max_results = IGRAPH_UNLIMITED;
+  igraph_int_t max_results = IGRAPH_UNLIMITED;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|nnO", kwlist,
                                    &min_size, &max_size, &max_results_o))
@@ -13028,7 +13028,7 @@ PyObject *igraphmodule_Graph_maximal_independent_vertex_sets(
 PyObject *igraphmodule_Graph_independence_number(
   igraphmodule_GraphObject *self, PyObject* Py_UNUSED(_null)
 ) {
-  igraph_integer_t i;
+  igraph_int_t i;
 
   if (igraph_independence_number(&self->g, &i)) {
     return igraphmodule_handle_igraph_error();
@@ -13773,7 +13773,7 @@ PyObject *igraphmodule_Graph_community_leiden(igraphmodule_GraphObject *self,
   igraph_vector_t *edge_weights = NULL, *node_weights = NULL, *node_in_weights = NULL;
   igraph_vector_int_t *membership = NULL;
   igraph_bool_t start = true;
-  igraph_integer_t nb_clusters = 0;
+  igraph_int_t nb_clusters = 0;
   igraph_real_t quality = 0.0;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "|OOOdOdOn", kwlist,
@@ -14048,7 +14048,7 @@ PyObject *igraphmodule_Graph_random_walk(igraphmodule_GraphObject * self,
 
   static char *kwlist[] = { "start", "steps", "mode", "stuck", "weights", "return_type", NULL };
   PyObject *start_o, *mode_o = Py_None, *stuck_o = Py_None, *weights_o = Py_None, *return_type_o = Py_None;
-  igraph_integer_t start;
+  igraph_int_t start;
   Py_ssize_t steps = 10;
   igraph_neimode_t mode = IGRAPH_OUT;
   igraph_random_walk_stuck_t stuck = IGRAPH_RANDOM_WALK_STUCK_RETURN;
diff --git a/src/_igraph/igraphmodule.c b/src/_igraph/igraphmodule.c
index 7c4a09191..cd57da92a 100644
--- a/src/_igraph/igraphmodule.c
+++ b/src/_igraph/igraphmodule.c
@@ -669,7 +669,7 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   static char* kwlist[] = { "comm1", "comm2", NULL };
   PyObject *comm1_o, *comm2_o;
   igraph_vector_int_t comm1, comm2;
-  igraph_integer_t distance12, distance21;
+  igraph_int_t distance12, distance21;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "OO", kwlist,
       &comm1_o, &comm2_o))
@@ -694,7 +694,7 @@ PyObject* igraphmodule_split_join_distance(PyObject *self,
   igraph_vector_int_destroy(&comm1);
   igraph_vector_int_destroy(&comm2);
 
-  /* sizeof(Py_ssize_t) is most likely the same as sizeof(igraph_integer_t),
+  /* sizeof(Py_ssize_t) is most likely the same as sizeof(igraph_int_t),
    * but even if it isn't, we cast explicitly so we are safe */
   return Py_BuildValue("nn", (Py_ssize_t)distance12, (Py_ssize_t)distance21);
 }
@@ -1070,7 +1070,7 @@ PyObject* PyInit__igraph(void)
   igraph_error_t retval;
 
   /* Prevent linking 64-bit igraph to 32-bit Python */
-  PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_integer_t) >= sizeof(Py_ssize_t));
+  PY_IGRAPH_ASSERT_AT_BUILD_TIME(sizeof(igraph_int_t) >= sizeof(Py_ssize_t));
 
   /* Check if the module is already initialized (possibly in another Python
    * interpreter. If so, bail out as we don't support this. */
diff --git a/src/_igraph/indexing.c b/src/_igraph/indexing.c
index f5f30884b..8da3f600e 100644
--- a/src/_igraph/indexing.c
+++ b/src/_igraph/indexing.c
@@ -31,8 +31,8 @@
 /***************************************************************************/
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pair(
-    igraph_t* graph, igraph_integer_t from, igraph_integer_t to, PyObject* values) {
-  igraph_integer_t eid;
+    igraph_t* graph, igraph_int_t from, igraph_int_t to, PyObject* values) {
+  igraph_int_t eid;
   PyObject* result;
 
   /* Retrieving a single edge */
@@ -53,14 +53,14 @@ static PyObject* igraphmodule_i_Graph_adjmatrix_indexing_get_value_for_vertex_pa
 }
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values);
 
 PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
         PyObject* row_index, PyObject* column_index, PyObject* attr_name) {
     PyObject *result = 0, *values;
     igraph_vs_t vs1, vs2;
-    igraph_integer_t vid1 = -1, vid2 = -1;
+    igraph_int_t vid1 = -1, vid2 = -1;
     char* attr;
 
     if (igraphmodule_PyObject_to_vs_t(row_index, &vs1, graph, 0, &vid1))
@@ -131,10 +131,10 @@ PyObject* igraphmodule_Graph_adjmatrix_get_index(igraph_t* graph,
 }
 
 static PyObject* igraphmodule_i_Graph_adjmatrix_get_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values) {
   igraph_vector_int_t eids;
-  igraph_integer_t eid, i, n, v;
+  igraph_int_t eid, i, n, v;
   igraph_vit_t vit;
   PyObject *result = 0, *item;
 
@@ -263,12 +263,12 @@ void igraphmodule_i_Graph_adjmatrix_set_index_data_destroy(
 }
 
 static int igraphmodule_i_Graph_adjmatrix_set_index_row(igraph_t* graph,
-    igraph_integer_t from, igraph_vs_t* to, igraph_neimode_t neimode,
+    igraph_int_t from, igraph_vs_t* to, igraph_neimode_t neimode,
     PyObject* values, PyObject* new_value,
     igraphmodule_i_Graph_adjmatrix_set_index_data_t* data) {
   PyObject *iter = 0, *item;
   igraph_vit_t vit;
-  igraph_integer_t v, v1, v2, eid;
+  igraph_int_t v, v1, v2, eid;
   igraph_bool_t deleting, ok = true;
 
   /* Check whether new_value is an iterable (and not a string). If not,
@@ -423,7 +423,7 @@ int igraphmodule_Graph_adjmatrix_set_index(igraph_t* graph,
   PyObject *values;
   igraph_vs_t vs1, vs2;
   igraph_vit_t vit;
-  igraph_integer_t vid1 = -1, vid2 = -1, eid = -1;
+  igraph_int_t vid1 = -1, vid2 = -1, eid = -1;
   igraph_bool_t ok = true;
   igraphmodule_i_Graph_adjmatrix_set_index_data_t data;
   char* attr;
diff --git a/src/_igraph/vertexobject.c b/src/_igraph/vertexobject.c
index 5905a50a7..0c1ad31e9 100644
--- a/src/_igraph/vertexobject.c
+++ b/src/_igraph/vertexobject.c
@@ -54,7 +54,7 @@ int igraphmodule_Vertex_Check(PyObject* obj) {
  *   exception and returns zero if the vertex object is invalid.
  */
 int igraphmodule_Vertex_Validate(PyObject* obj) {
-  igraph_integer_t n;
+  igraph_int_t n;
   igraphmodule_VertexObject *self;
   igraphmodule_GraphObject *graph;
 
@@ -98,7 +98,7 @@ int igraphmodule_Vertex_Validate(PyObject* obj) {
  * changes, your existing vertex objects will point to elsewhere
  * (or they might even get invalidated).
  */
-PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx) {
+PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_int_t idx) {
   return PyObject_CallFunction((PyObject*) igraphmodule_VertexType, "On", gref, (Py_ssize_t) idx);
 }
 
@@ -110,7 +110,7 @@ PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer
 static int igraphmodule_Vertex_init(igraphmodule_EdgeObject *self, PyObject *args, PyObject *kwds) {
   static char *kwlist[] = { "graph", "vid", NULL };
   PyObject *g, *index_o = Py_None;
-  igraph_integer_t vid;
+  igraph_int_t vid;
   igraph_t *graph;
 
   if (!PyArg_ParseTupleAndKeywords(args, kwds, "O!|O", kwlist,
@@ -531,7 +531,7 @@ int igraphmodule_Vertex_set_attribute(igraphmodule_VertexObject* self, PyObject*
   /* result is NULL, check whether there was an error */
   if (!PyErr_Occurred()) {
     /* no, there wasn't, so we must simply add the attribute */
-    igraph_integer_t i, n = igraph_vcount(&o->g);
+    igraph_int_t i, n = igraph_vcount(&o->g);
     result = PyList_New(n);
     for (i = 0; i < n; i++) {
       if (i != self->idx) {
@@ -572,9 +572,9 @@ PyObject* igraphmodule_Vertex_get_index(igraphmodule_VertexObject* self, void* c
 
 /**
  * \ingroup python_interface_vertex
- * Returns the vertex index as an igraph_integer_t
+ * Returns the vertex index as an igraph_int_t
  */
-igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self) {
+igraph_int_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self) {
   return self->idx;
 }
 
@@ -618,7 +618,7 @@ static PyObject* _convert_to_edge_list(igraphmodule_VertexObject* vertex, PyObje
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GetItem(obj, i);
     PyObject* edge;
-    igraph_integer_t idx_int;
+    igraph_int_t idx_int;
 
     if (!idx) {
       return NULL;
@@ -663,7 +663,7 @@ static PyObject* _convert_to_vertex_list(igraphmodule_VertexObject* vertex, PyOb
   for (i = 0; i < n; i++) {
     PyObject* idx = PyList_GetItem(obj, i);
     PyObject* v;
-    igraph_integer_t idx_int;
+    igraph_int_t idx_int;
 
     if (!idx) {
       return NULL;
diff --git a/src/_igraph/vertexobject.h b/src/_igraph/vertexobject.h
index ef8ce9e7b..21f1be9b7 100644
--- a/src/_igraph/vertexobject.h
+++ b/src/_igraph/vertexobject.h
@@ -35,7 +35,7 @@ typedef struct
 {
   PyObject_HEAD
   igraphmodule_GraphObject* gref;
-  igraph_integer_t idx;
+  igraph_int_t idx;
   long hash;
 } igraphmodule_VertexObject;
 
@@ -44,8 +44,8 @@ extern PyTypeObject* igraphmodule_VertexType;
 int igraphmodule_Vertex_register_type(void);
 
 int igraphmodule_Vertex_Check(PyObject* obj);
-PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_integer_t idx);
-igraph_integer_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
+PyObject* igraphmodule_Vertex_New(igraphmodule_GraphObject *gref, igraph_int_t idx);
+igraph_int_t igraphmodule_Vertex_get_index_igraph_integer(igraphmodule_VertexObject* self);
 PyObject* igraphmodule_Vertex_update_attributes(PyObject* self, PyObject* args, PyObject* kwds);
 
 #endif
diff --git a/src/_igraph/vertexseqobject.c b/src/_igraph/vertexseqobject.c
index d511cd1d0..4e4f66e59 100644
--- a/src/_igraph/vertexseqobject.c
+++ b/src/_igraph/vertexseqobject.c
@@ -106,7 +106,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     igraph_vs_all(&vs);
   } else if (PyLong_Check(vsobj)) {
     /* We selected a single vertex */
-    igraph_integer_t idx;
+    igraph_int_t idx;
 
     if (igraphmodule_PyObject_to_integer_t(vsobj, &idx)) {
       return -1;
@@ -120,7 +120,7 @@ int igraphmodule_VertexSeq_init(igraphmodule_VertexSeqObject *self,
     igraph_vs_1(&vs, idx);
   } else {
     igraph_vector_int_t v;
-    igraph_integer_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
+    igraph_int_t n = igraph_vcount(&((igraphmodule_GraphObject*)g)->g);
     if (igraphmodule_PyObject_to_vector_int_t(vsobj, &v))
       return -1;
     if (!igraph_vector_int_isininterval(&v, 0, n-1)) {
@@ -168,7 +168,7 @@ void igraphmodule_VertexSeq_dealloc(igraphmodule_VertexSeqObject* self) {
  */
 Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self) {
   igraph_t *g;
-  igraph_integer_t result;
+  igraph_int_t result;
 
   if (!self->gref) {
     return -1;
@@ -190,7 +190,7 @@ Py_ssize_t igraphmodule_VertexSeq_sq_length(igraphmodule_VertexSeqObject* self)
 PyObject* igraphmodule_VertexSeq_sq_item(igraphmodule_VertexSeqObject* self,
                      Py_ssize_t i) {
   igraph_t *g;
-  igraph_integer_t idx = -1;
+  igraph_int_t idx = -1;
 
   if (!self->gref) {
     return NULL;
@@ -260,7 +260,7 @@ PyObject* igraphmodule_VertexSeq_attribute_names(igraphmodule_VertexSeqObject* s
 PyObject* igraphmodule_VertexSeq_get_attribute_values(igraphmodule_VertexSeqObject* self, PyObject* o) {
   igraphmodule_GraphObject *gr = self->gref;
   PyObject *result=0, *values, *item;
-  igraph_integer_t i, n;
+  igraph_int_t i, n;
 
   if (!igraphmodule_attribute_name_check(o))
     return 0;
@@ -409,7 +409,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
   PyObject *dict, *list, *item;
   igraphmodule_GraphObject *gr;
   igraph_vector_int_t vs;
-  igraph_integer_t i, j, n, no_of_nodes;
+  igraph_int_t i, j, n, no_of_nodes;
 
   gr = self->gref;
   dict = ATTR_STRUCT_DICT(&gr->g)[ATTRHASH_IDX_VERTEX];
@@ -540,7 +540,7 @@ int igraphmodule_VertexSeq_set_attribute_values_mapping(igraphmodule_VertexSeqOb
       /* We don't have attributes with the given name yet. Create an entry
        * in the dict, create a new list, fill with None for vertices not in the
        * sequence and copy the rest */
-      igraph_integer_t n2 = igraph_vcount(&gr->g);
+      igraph_int_t n2 = igraph_vcount(&gr->g);
       list = PyList_New(n2);
       if (list == 0) {
         igraph_vector_int_destroy(&vs);
@@ -605,7 +605,7 @@ PyObject* igraphmodule_VertexSeq_set_attribute_values(igraphmodule_VertexSeqObje
  */
 PyObject* igraphmodule_VertexSeq_find(igraphmodule_VertexSeqObject *self, PyObject *args) {
   PyObject *item;
-  igraph_integer_t i;
+  igraph_int_t i;
   Py_ssize_t n;
   igraph_vit_t vit;
 
@@ -683,7 +683,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
   PyObject *args) {
   igraphmodule_VertexSeqObject *result;
   igraphmodule_GraphObject *gr;
-  igraph_integer_t igraph_idx, i, j, n, m;
+  igraph_int_t igraph_idx, i, j, n, m;
   igraph_bool_t working_on_whole_graph = igraph_vs_is_all(&self->vs);
   igraph_vector_int_t v, v2;
 
@@ -787,7 +787,7 @@ PyObject* igraphmodule_VertexSeq_select(igraphmodule_VertexSeqObject *self,
 
       for (; i < n; i++) {
         PyObject *item2 = PyTuple_GetItem(args, i);
-        igraph_integer_t idx;
+        igraph_int_t idx;
         if (item2 == 0) {
           Py_DECREF(result);
           igraph_vector_int_destroy(&v);
diff --git a/src/igraph/utils.py b/src/igraph/utils.py
index 2116332ae..867d68870 100644
--- a/src/igraph/utils.py
+++ b/src/igraph/utils.py
@@ -75,7 +75,7 @@ def numpy_to_contiguous_memoryview(obj):
         dtype = int32
     else:
         raise TypeError(
-            f"size of igraph_integer_t in the C layer ({INTEGER_SIZE} bits) is not supported"
+            f"size of igraph_int_t in the C layer ({INTEGER_SIZE} bits) is not supported"
         )
 
     return memoryview(require(obj, dtype=dtype, requirements="AC"))
diff --git a/vendor/source/igraph b/vendor/source/igraph
index fa546047d..b9b573902 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit fa546047defd4d8f369fc7eb28a855ad5c430c63
+Subproject commit b9b573902ccbe393a78252ab5e94c7876ed92597

From f6e6bce784e478e4b105bf085a157f726a6ef5b5 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Fri, 19 Sep 2025 23:41:38 +0200
Subject: [PATCH 667/681] fix: fix signature of Graph.simple_cycles(), closes
 #856

---
 src/_igraph/graphobject.c | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/_igraph/graphobject.c b/src/_igraph/graphobject.c
index 8be4bcbdb..b6c14a340 100644
--- a/src/_igraph/graphobject.c
+++ b/src/_igraph/graphobject.c
@@ -17067,7 +17067,7 @@ struct PyMethodDef igraphmodule_Graph_methods[] = {
   },
   {"simple_cycles", (PyCFunction) igraphmodule_Graph_simple_cycles,
    METH_VARARGS | METH_KEYWORDS,
-   "simple_cycles(mode=None, min=-1, max=-1, output=\"epath\")\n--\n\n"
+   "simple_cycles(mode=None, min=-1, max=-1, output=\"vpath\")\n--\n\n"
    "Finds simple cycles in a graph\n\n"
    "@param mode: for directed graphs, specifies how the edge directions\n"
    "  should be taken into account. C{\"all\"} means that the edge directions\n"

From 6396ccbcecc3f745ae468a8dbd9994dfb50a126f Mon Sep 17 00:00:00 2001
From: Fabio Zanini <fabio.zanini@fastmail.fm>
Date: Wed, 24 Sep 2025 12:03:58 +1000
Subject: [PATCH 668/681] Make gallery example with iplotx

---
 doc/examples_sphinx-gallery/plot_iplotx.py | 63 ++++++++++++++++++++++
 doc/source/requirements.txt                |  1 +
 2 files changed, 64 insertions(+)
 create mode 100644 doc/examples_sphinx-gallery/plot_iplotx.py

diff --git a/doc/examples_sphinx-gallery/plot_iplotx.py b/doc/examples_sphinx-gallery/plot_iplotx.py
new file mode 100644
index 000000000..5c3c12c43
--- /dev/null
+++ b/doc/examples_sphinx-gallery/plot_iplotx.py
@@ -0,0 +1,63 @@
+"""
+.. _tutorials-iplotx:
+
+==============================
+Visualising graphs with iplotx
+==============================
+``iplotx`` (https://iplotx.readthedocs.io) is a library for visualisation of graphs/networks
+with direct compatibility with both igraph and NetworkX. It uses ``matplotlib`` behind the
+scenes so the results are compatible with the current igraph matplotlib backend and many
+additional chart types (e.g. bar charts, annotations).
+
+Compared to the standard visualisations shipped with igraph, ``iplotx`` offers:
+
+- More styling options
+- More consistent behaviour across DPI resolutions and backends
+- More consistent matplotlib artists for plot editing and animation
+
+"""
+
+import igraph as ig
+import iplotx as ipx
+
+# Construct a graph with 5 vertices
+n_vertices = 5
+edges = [(0, 1), (0, 2), (0, 3), (0, 4), (1, 2), (1, 3), (1, 4), (3, 4)]
+g = ig.Graph(n_vertices, edges)
+
+# Set attributes for the graph, nodes, and edges
+g["title"] = "Small Social Network"
+g.vs["name"] = [
+    "Daniel Morillas",
+    "Kathy Archer",
+    "Kyle Ding",
+    "Joshua Walton",
+    "Jana Hoyer",
+]
+g.vs["gender"] = ["M", "F", "F", "M", "F"]
+g.es["married"] = [False, False, False, False, False, False, False, True]
+
+# Set individual attributes
+g.vs[1]["name"] = "Kathy Morillas"
+g.es[0]["married"] = True
+
+# Plot using iplotx
+ipx.network(
+    g,
+    layout="circle",  # print nodes in a circular layout
+    vertex_marker="s",
+    vertex_size=45,
+    vertex_linewidth=2,
+    vertex_facecolor=[
+        "lightblue" if gender == "M" else "deeppink" for gender in g.vs["gender"]
+    ],
+    vertex_label_color=[
+        "black" if gender == "M" else "white" for gender in g.vs["gender"]
+    ],
+    vertex_edgecolor="black",
+    vertex_labels=[name.replace(" ", "\n") for name in g.vs["name"]],
+    edge_linewidth=[2 if married else 1 for married in g.es["married"]],
+    edge_color=["#7142cf" if married else "#AAA" for married in g.es["married"]],
+    edge_padding=3,
+    aspect=1.0,
+)
diff --git a/doc/source/requirements.txt b/doc/source/requirements.txt
index 9044d840b..ef825d09f 100644
--- a/doc/source/requirements.txt
+++ b/doc/source/requirements.txt
@@ -6,6 +6,7 @@ sphinx==7.4.7
 sphinx-gallery>=0.14.0
 sphinx-rtd-theme>=1.3.0
 pydoctor>=23.4.0
+iplotx>=0.6.8
 
 numpy
 scipy

From 44b5dda9e942ba82bb63c3be86e11e1fa7d6d67c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Sep 2025 18:06:37 +0000
Subject: [PATCH 669/681] build(deps): bump pypa/cibuildwheel from 3.0.1 to
 3.2.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.0.1 to 3.2.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.0.1...v3.2.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 4d9d6d4a3..b311e0df6 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -19,14 +19,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -47,7 +47,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -69,7 +69,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -132,7 +132,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.0.1
+        uses: pypa/cibuildwheel@v3.2.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From b851c776b49a37e30e8733d54d9fba7424ab0c1b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Tue, 30 Sep 2025 20:59:22 +0200
Subject: [PATCH 670/681] fix: exclude free-threaded Python 3.14 builds from CI

---
 .github/workflows/build.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index b311e0df6..d5874bd3c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -5,7 +5,8 @@ on: [push, pull_request]
 env:
   CIBW_ENVIRONMENT_PASS_LINUX: PYTEST_TIMEOUT
   CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test]' && python -m pytest -v tests"
-  CIBW_SKIP: "cp38-* pp38-*"
+  # Free-threaded builds excluded for Python 3.14 because they do not support the limited API
+  CIBW_SKIP: "cp38-* pp38-* cp314t-*"
   PYTEST_TIMEOUT: 60
 
 jobs:

From 2848d2a02aaef3ffcbd8672057982315fb3f3b95 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tam=C3=A1s=20Nepusz?= <ntamas@gmail.com>
Date: Wed, 1 Oct 2025 14:07:45 +0200
Subject: [PATCH 671/681] ci: skip Win32 build on CPython 3.14 because neither
 SciPy nor pandas have wheels for that version

---
 .github/workflows/build.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index d5874bd3c..968811ad1 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -247,7 +247,7 @@ jobs:
           CIBW_TEST_COMMAND: 'cd /d {project} && pip install --prefer-binary ".[${{ matrix.test_extra }}]" && python -m pytest tests'
           # Skip tests for Python 3.10 onwards because SciPy does not have
           # 32-bit wheels for Windows any more
-          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32"
+          CIBW_TEST_SKIP: "cp310-win32 cp311-win32 cp312-win32 cp313-win32 cp314-win32"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_BUILD_TYPE=RelWithDebInfo -DVCPKG_TARGET_TRIPLET=${{ matrix.vcpkg_arch }}-windows-static-md -DCMAKE_TOOLCHAIN_FILE=c:/vcpkg/scripts/buildsystems/vcpkg.cmake -A ${{ matrix.cmake_arch }}
           IGRAPH_EXTRA_LIBRARY_PATH: C:/vcpkg/installed/${{ matrix.vcpkg_arch }}-windows-static-md/lib/
           IGRAPH_STATIC_EXTENSION: True

From 65df5da9ef6d5282b3f6871b963d9361fe345ac8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Oct 2025 13:24:49 +0000
Subject: [PATCH 672/681] build(deps): bump pypa/cibuildwheel from 3.2.0 to
 3.2.1

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.0 to 3.2.1.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.0...v3.2.1)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 968811ad1..ddbfdca10 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -20,14 +20,14 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
           CIBW_ENABLE: pypy
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -48,7 +48,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -70,7 +70,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -133,7 +133,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -239,7 +239,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.0
+        uses: pypa/cibuildwheel@v3.2.1
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 8c55e236330c14249139843bc10eff95824b0400 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Oct 2025 13:38:15 +0200
Subject: [PATCH 673/681] doc: install iplotx when building documentation

---
 scripts/mkdoc.sh | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/scripts/mkdoc.sh b/scripts/mkdoc.sh
index 1d94d3c32..9309987f6 100755
--- a/scripts/mkdoc.sh
+++ b/scripts/mkdoc.sh
@@ -54,18 +54,18 @@ if [ ! -d ".venv" ]; then
   echo "Creating virtualenv..."
   ${PYTHON:-python3} -m venv .venv
 
-  # Install sphinx, matplotlib, pandas, scipy, wheel and pydoctor into the venv.
+  # Install documentation dependencies into the venv.
   # doc2dash is optional; it will be installed when -d is given
-  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme
+  .venv/bin/pip install -q -U pip wheel sphinx==7.4.7 matplotlib pandas scipy pydoctor sphinx-rtd-theme iplotx
 else
   # Upgrade pip in the virtualenv
   echo "Upgrading pip in virtualenv..."
   .venv/bin/pip install -q -U pip wheel
 fi
 
-# Make sure that Sphinx, PyDoctor (and maybe doc2dash) are up-to-date in the virtualenv
+# Make sure that documentation dependencies are up-to-date in the virtualenv
 echo "Making sure that all dependencies are up-to-date..."
-.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme
+.venv/bin/pip install -q -U sphinx==7.4.7 pydoctor sphinx-gallery sphinxcontrib-jquery sphinx-rtd-theme iplotx
 if [ x$DOC2DASH = x1 ]; then
   .venv/bin/pip install -U doc2dash
 fi

From b16f27618674dd1913007a52855b76075802cbf9 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Thu, 23 Oct 2025 13:38:34 +0200
Subject: [PATCH 674/681] chore: updated changelog, bumped version to 1.0.0

---
 CHANGELOG.md          | 30 ++++++++++++++++++++++++++++--
 src/igraph/version.py |  2 +-
 2 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 387957cd3..6b0c3a2b7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,32 @@
 # igraph Python interface changelog
 
-## [main]
+## [1.0.0] - 2025-10-23
+
+### Added
+
+- Added `Graph.Nearest_Neighbor_Graph()`.
+
+- Added `node_in_weights` argument to `Graph.community_leiden()`.
+
+- Added `align_layout()` to align the principal axes of a layout nicely
+  with screen dimensions.
+
+- Added `Graph.commnity_voronoi()`.
+
+- Added `Graph.commnity_fluid_communities()`.
+
+### Changed
+
+- The C core of igraph was updated to version 1.0.0.
+
+- Most layouts are now auto-aligned using `align_layout()`.
+
+### Miscellaneous
+
+- Documentation improvements.
+
+- This is the last version that supports Python 3.9 as it will reach its
+  end of life at the end of October 2025.
 
 ## [0.11.9] - 2025-06-11
 
@@ -727,7 +753,7 @@ Please refer to the commit logs at <https://github.com/igraph/python-igraph> for
 a list of changes affecting versions up to 0.8.3. Notable changes after 0.8.3
 are documented above.
 
-[main]: https://github.com/igraph/python-igraph/compare/0.11.9...main
+[1.0.0]: https://github.com/igraph/python-igraph/compare/0.11.9...1.0.0
 [0.11.9]: https://github.com/igraph/python-igraph/compare/0.11.8...0.11.9
 [0.11.8]: https://github.com/igraph/python-igraph/compare/0.11.7...0.11.8
 [0.11.7]: https://github.com/igraph/python-igraph/compare/0.11.6...0.11.7
diff --git a/src/igraph/version.py b/src/igraph/version.py
index fbd1c8748..b69224ddc 100644
--- a/src/igraph/version.py
+++ b/src/igraph/version.py
@@ -1,2 +1,2 @@
-__version_info__ = (0, 11, 9)
+__version_info__ = (1, 0, 0)
 __version__ = ".".join("{0}".format(x) for x in __version_info__)

From a3cfb93a30f9394876e097cc9f33bfa27863b48e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Oct 2025 14:07:32 +0000
Subject: [PATCH 675/681] build(deps): bump actions/upload-artifact from 4 to 5

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 5.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 08557bd16..f7ca8642e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
@@ -55,7 +55,7 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
@@ -77,7 +77,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
@@ -140,7 +140,7 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -181,7 +181,7 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-wasm
           path: ./dist/*.whl
@@ -252,7 +252,7 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -294,7 +294,7 @@ jobs:
           pip install '.[test]'
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v4
+      - uses: actions/upload-artifact@v5
         with:
           name: sdist
           path: dist/*.tar.gz

From fc0009308675592653d8a0b516e94b21fd34e726 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Nov 2025 13:06:34 +0000
Subject: [PATCH 676/681] build(deps): bump pypa/cibuildwheel from 3.2.1 to
 3.3.0

Bumps [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) from 3.2.1 to 3.3.0.
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/v3.2.1...v3.3.0)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.3.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index f7ca8642e..5e2ed8ba0 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -22,13 +22,13 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-manylinux_x86_64"
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_BUILD: "*-musllinux_x86_64"
@@ -49,7 +49,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (manylinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "yum install -y flex bison libxml2-devel zlib-devel cairo-devel && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -70,7 +70,7 @@ jobs:
           fetch-depth: 0
 
       - name: Build wheels (musllinux)
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "apk add flex bison libxml2-dev zlib-dev cairo-dev && pip install -U cmake pip setuptools wheel && python setup.py build_c_core"
           CIBW_ARCHS_LINUX: aarch64
@@ -133,7 +133,7 @@ jobs:
           cmake --install .
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_ARCHS_MACOS: "${{ matrix.wheel_arch }}"
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
@@ -238,7 +238,7 @@ jobs:
         shell: cmd
 
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.2.1
+        uses: pypa/cibuildwheel@v3.3.0
         env:
           CIBW_BEFORE_BUILD: "pip install -U setuptools && python setup.py build_c_core"
           CIBW_BUILD: "*-${{ matrix.wheel_arch }}"

From 863884c1b385111430ed32a789daa208c62484fd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 13:04:31 +0000
Subject: [PATCH 677/681] build(deps): bump actions/cache from 4 to 5

Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v4...v5)

---
updated-dependencies:
- dependency-name: actions/cache
  dependency-version: '5'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5e2ed8ba0..d91b9b17c 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -105,14 +105,14 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache C core dependencies
         id: cache-c-deps
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: ~/local
           key: deps-cache-v2-${{ runner.os }}-${{ matrix.cmake_arch }}-llvm${{ env.LLVM_VERSION }}
@@ -216,13 +216,13 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: vendor/install
           key: C-core-cache-${{ runner.os }}-${{ matrix.cmake_arch }}-${{ hashFiles('.git/modules/**/HEAD') }}
 
       - name: Cache VCPKG
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: C:/vcpkg/installed/
           key: vcpkg-${{ runner.os }}-${{ matrix.vcpkg_arch }}
@@ -268,7 +268,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: |
             vendor/install
@@ -314,7 +314,7 @@ jobs:
 
       - name: Cache installed C core
         id: cache-c-core
-        uses: actions/cache@v4
+        uses: actions/cache@v5
         with:
           path: |
             vendor/build

From 9938af92eb003608986d0fb389d4217e1f2bdcde Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Dec 2025 13:04:36 +0000
Subject: [PATCH 678/681] build(deps): bump actions/upload-artifact from 5 to 6

Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)

---
updated-dependencies:
- dependency-name: actions/upload-artifact
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/build.yml | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 5e2ed8ba0..460fbc27e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -34,7 +34,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_x86_64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-x86_64
           path: ./wheelhouse/*.whl
@@ -55,7 +55,7 @@ jobs:
           CIBW_ARCHS_LINUX: aarch64
           CIBW_BUILD: "*-manylinux_aarch64"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-aarch64-manylinux
           path: ./wheelhouse/*.whl
@@ -77,7 +77,7 @@ jobs:
           CIBW_BUILD: "*-musllinux_aarch64"
           CIBW_TEST_COMMAND: "cd {project} && pip install --prefer-binary '.[test-musl]' && python -m pytest -v tests"
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-linux-aarch64-musllinux
           path: ./wheelhouse/*.whl
@@ -140,7 +140,7 @@ jobs:
           CIBW_ENVIRONMENT: "LDFLAGS=-L$HOME/local/lib"
           IGRAPH_CMAKE_EXTRA_ARGS: -DCMAKE_OSX_ARCHITECTURES=${{ matrix.cmake_arch }} ${{ matrix.cmake_extra_args }} -DCMAKE_PREFIX_PATH=$HOME/local
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-macos-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -181,7 +181,7 @@ jobs:
           limit-access-to-actor: true
           wait-timeout-minutes: 5
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-wasm
           path: ./dist/*.whl
@@ -252,7 +252,7 @@ jobs:
           IGRAPH_EXTRA_LIBRARIES: libxml2,lzma,zlib,iconv,charset,bcrypt
           IGRAPH_EXTRA_DYNAMIC_LIBRARIES: wsock32,ws2_32
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: wheels-win-${{ matrix.wheel_arch }}
           path: ./wheelhouse/*.whl
@@ -294,7 +294,7 @@ jobs:
           pip install '.[test]'
           python -m pytest -v tests
 
-      - uses: actions/upload-artifact@v5
+      - uses: actions/upload-artifact@v6
         with:
           name: sdist
           path: dist/*.tar.gz

From 8d1b8112d841db8c44529105e5ffaebbb52405ec Mon Sep 17 00:00:00 2001
From: "Philipp A." <flying-sheep@web.de>
Date: Tue, 23 Dec 2025 12:14:43 +0100
Subject: [PATCH 679/681] fix: make `get_adjacency_sparse` compatible with
 scipy 1.13+

---
 src/igraph/adjacency.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index f941ec822..e4d2500e5 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -113,7 +113,7 @@ def _get_adjacency_sparse(self, attribute=None):
         weights = self.es[attribute]
 
     N = self.vcount()
-    mtx = sparse.csr_matrix((weights, list(zip(*edges))), shape=(N, N))
+    mtx = sparse.csr_matrix((weights, tuple(zip(*edges))), shape=(N, N))
 
     if not self.is_directed():
         mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T

From 0f5f673b8dae60ef3522a24835277d81b6dbe716 Mon Sep 17 00:00:00 2001
From: "Philipp A." <flying-sheep@web.de>
Date: Tue, 23 Dec 2025 12:28:21 +0100
Subject: [PATCH 680/681] fix for empty graph

---
 src/igraph/adjacency.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/igraph/adjacency.py b/src/igraph/adjacency.py
index e4d2500e5..3d42b0bb2 100644
--- a/src/igraph/adjacency.py
+++ b/src/igraph/adjacency.py
@@ -113,7 +113,8 @@ def _get_adjacency_sparse(self, attribute=None):
         weights = self.es[attribute]
 
     N = self.vcount()
-    mtx = sparse.csr_matrix((weights, tuple(zip(*edges))), shape=(N, N))
+    r, c = zip(*edges) if edges else ([], [])
+    mtx = sparse.csr_matrix((weights, (r, c)), shape=(N, N))
 
     if not self.is_directed():
         mtx = mtx + sparse.triu(mtx, 1).T + sparse.tril(mtx, -1).T

From 709b2c68e9efcccd672961ef04ef02e81ca64e19 Mon Sep 17 00:00:00 2001
From: Tamas Nepusz <ntamas@gmail.com>
Date: Sat, 27 Dec 2025 00:02:30 +0100
Subject: [PATCH 681/681] chore: updated C core to 1.0.1

---
 CHANGELOG.md         | 8 ++++++++
 vendor/source/igraph | 2 +-
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6b0c3a2b7..f2424f4fb 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,11 @@
 # igraph Python interface changelog
 
+## 1.0.1 - 2025-12-26
+
+### Changed
+
+- The C core of igraph was updated to version 1.0.1.
+
 ## [1.0.0] - 2025-10-23
 
 ### Added
@@ -21,6 +27,8 @@
 
 - Most layouts are now auto-aligned using `align_layout()`.
 
+- Dropped support for PyPy 3.9 and PyPy 3.10 as they are now EOL.
+
 ### Miscellaneous
 
 - Documentation improvements.
diff --git a/vendor/source/igraph b/vendor/source/igraph
index b9b573902..7b4ae766c 160000
--- a/vendor/source/igraph
+++ b/vendor/source/igraph
@@ -1 +1 @@
-Subproject commit b9b573902ccbe393a78252ab5e94c7876ed92597
+Subproject commit 7b4ae766cbdee6b2017aa5b76752457db2a2972f