U ÑtœdH ã@sèdZddlmZddlmZddlmZddlmZddlmZddlmZddlmZdd lm Z dd lm Z dd lm Z dd lm Z dd l m Z ddlmZddlmZddlmZddlmZddlmZddlmZddlTdS)aû This package implements the Leiden algorithm in ``C++`` and exposes it to python. It relies on ``(python-)igraph`` for it to function. Besides the relative flexibility of the implementation, it also scales well, and can be run on graphs of millions of nodes (as long as they can fit in memory). Each method is represented by a different class, all of whom derive from :class:`~leidenalg.VertexPartition.MutableVertexPartition`. In addition, multiplex graphs are supported as layers, which also supports multislice representations. Examples -------- The simplest example just finds a partition using modularity >>> G = ig.Graph.Tree(100, 3) >>> partition = la.find_partition(G, la.ModularityVertexPartition) Alternatively, one can access the different optimisation routines individually and construct partitions oneself. These partitions can then be optimised by constructing an :class:`Optimiser` object and running :func:`~Optimiser.optimise_partition`. >>> G = ig.Graph.Tree(100, 3) >>> partition = la.CPMVertexPartition(G, resolution_parameter = 0.1) >>> optimiser = la.Optimiser() >>> diff = optimiser.optimise_partition(partition) The :class:`Optimiser` class contains also the different subroutines that are used internally by :func:`~Optimiser.optimise_partition`. In addition, through the Optimiser class there are various options available for changing some of the optimisation procedure which can affect both speed and quality, which are not immediately available in :func:`leidenalg.find_partition`. é)Ú ALL_COMMS)ÚALL_NEIGH_COMMS)Ú RAND_COMM)ÚRAND_NEIGH_COMM)Ú MOVE_NODES)Ú MERGE_NODES)Úfind_partition)Úfind_partition_multiplex)Úfind_partition_temporal)Úslices_to_layers)Útime_slices_to_layers)Ú Optimiser)ÚModularityVertexPartition)ÚSurpriseVertexPartition)ÚSignificanceVertexPartition)ÚRBERVertexPartition)ÚRBConfigurationVertexPartition)ÚCPMVertexPartition)Ú*N)Ú__doc__Z functionsrrrrrrrr r r r r ZVertexPartitionrrrrrrÚversion©rrúK/home/sam/Atlas/atlas_env/lib/python3.8/site-packages/leidenalg/__init__.pyÚs&!