.. _sec_api_types: _types ======= This module provides a set of types that can be used as building block in the aggregation of a :class:`~cnnclustering.cluster.Clustering` object. Go to: * :ref:`Cluster parameters ` * :ref:`Cluster labels ` * :ref:`Input data ` * :ref:`Neighbours ` * :ref:`Neighbours getter ` * :ref:`Distance getter ` * :ref:`Metrics ` * :ref:`Similarity Checker ` * :ref:`Queues ` .. _sec_api_cnnclustering_types_cluster_params: Cluster parameters ------------------ .. autoclass:: cnnclustering._types.ClusterParameters :members: to_dict .. _sec_api_cnnclustering_types_labels: Cluster labels -------------- .. autoclass:: cnnclustering._types.Labels :members: from_sequence, sort_by_size .. _sec_api_cnnclustering_types_input_data: Input data ---------- Types used as input data to a clustering have to adhere to the input data interface which is defined through :class:`~cnnclustering._types.InputDataExtInterface` for Cython extension types. For pure Python types the input data interface is defined through the abstract base class :class:`~cnnclustering._types.InputDataInputData` and the specialised abstract classes * :class:`~cnnclustering._types.InputData` * :class:`~cnnclustering._types.InputDataComponents` * :class:`~cnnclustering._types.InputDataPairwiseDistances` * :class:`~cnnclustering._types.InputDataPairwiseDistancesComputer` * :class:`~cnnclustering._types.InputDataNeighbourhoods` * :class:`~cnnclustering._types.InputDataNeighbourhoodsComputer` | .. autoclass:: cnnclustering._types.InputDataExtInterface :members: .. autoclass:: cnnclustering._types.InputData :members: .. autoclass:: cnnclustering._types.InputDataComponents :members: .. autoclass:: cnnclustering._types.InputDataPairwiseDistances :members: .. autoclass:: cnnclustering._types.InputDataPairwiseDistancesComputer :members: .. autoclass:: cnnclustering._types.InputDataNeighbourhoods :members: .. autoclass:: cnnclustering._types.InputDataNeighbourhoodsComputer :members: .. autoclass:: cnnclustering._types.InputDataExtComponentsMemoryview :members: .. autoclass:: cnnclustering._types.InputDataExtDistancesLinearMemoryview :members: .. autoclass:: cnnclustering._types.InputDataExtNeighbourhoodsMemoryview :members: .. autoclass:: cnnclustering._types.InputDataNeighbourhoodsSequence :members: .. autoclass:: cnnclustering._types.InputDataSklearnKDTree :members: .. _sec_api_cnnclustering_types_neighbours: Neighbour containers -------------------- .. autoclass:: cnnclustering._types.NeighboursExtInterface :members: .. autoclass:: cnnclustering._types.Neighbours :members: .. autoclass:: cnnclustering._types.NeighboursExtVector :members: .. autoclass:: cnnclustering._types.NeighboursExtCPPSet :members: .. autoclass:: cnnclustering._types.NeighboursExtCPPUnorderedSet :members: .. autoclass:: cnnclustering._types.NeighboursExtVectorCPPUnorderedSet :members: .. autoclass:: cnnclustering._types.NeighboursList :members: .. autoclass:: cnnclustering._types.NeighboursSet :members: .. _sec_api_cnnclustering_types_neighbours_getter: Neighbours getter ----------------- .. autoclass:: cnnclustering._types.NeighboursGetterExtInterface :members: .. autoclass:: cnnclustering._types.NeighboursGetter :members: .. autoclass:: cnnclustering._types.NeighboursGetterExtBruteForce :members: .. autoclass:: cnnclustering._types.NeighboursGetterExtLookup :members: .. autoclass:: cnnclustering._types.NeighboursGetterBruteForce :members: .. autoclass:: cnnclustering._types.NeighboursGetterLookup :members: .. autoclass:: cnnclustering._types.NeighboursGetterRecomputeLookup :members: .. _sec_api_cnnclustering_types_distance_getter: Distance getter --------------- .. autoclass:: cnnclustering._types.DistanceGetterExtInterface :members: .. autoclass:: cnnclustering._types.DistanceGetter :members: .. autoclass:: cnnclustering._types.DistanceGetterExtMetric :members: .. autoclass:: cnnclustering._types.DistanceGetterExtLookup :members: .. autoclass:: cnnclustering._types.DistanceGetterMetric :members: .. autoclass:: cnnclustering._types.DistanceGetterLookup :members: .. _sec_api_cnnclustering_types_metric: Metrics ------- .. autoclass:: cnnclustering._types.MetricExtInterface :members: .. autoclass:: cnnclustering._types.Metric :members: .. autoclass:: cnnclustering._types.MetricExtDummy :members: .. autoclass:: cnnclustering._types.MetricExtPrecomputed :members: .. autoclass:: cnnclustering._types.MetricExtEuclidean :members: .. autoclass:: cnnclustering._types.MetricExtEuclideanReduced :members: .. autoclass:: cnnclustering._types.MetricExtEuclideanPeriodicReduced :members: .. autoclass:: cnnclustering._types.MetricDummy :members: .. autoclass:: cnnclustering._types.MetricEuclidean :members: .. autoclass:: cnnclustering._types.MetricEuclideanReduced :members: .. _sec_api_cnnclustering_types_similarity_checker: Similarity checker ------------------ .. autoclass:: cnnclustering._types.SimilarityCheckerExtInterface :members: .. autoclass:: cnnclustering._types.SimilarityChecker :members: .. autoclass:: cnnclustering._types.SimilarityCheckerExtContains :members: .. autoclass:: cnnclustering._types.SimilarityCheckerExtSwitchContains :members: .. autoclass:: cnnclustering._types.SimilarityCheckerExtScreensorted :members: .. autoclass:: cnnclustering._types.SimilarityCheckerContains :members: .. autoclass:: cnnclustering._types.SimilarityCheckerSwitchContains :members: .. _sec_api_cnnclustering_types_queue: | Queues ------ Queues can be optionally used by a fitter, e.g. * :class:`~cnnclustering._fit.FitterExtBFS` * :class:`~cnnclustering._fit.FitterBFS` | .. autoclass:: cnnclustering._types.QueueExtInterface :members: | .. autoclass:: cnnclustering._types.Queue :members: | .. autoclass:: cnnclustering._types.QueueExtLIFOVector :members: | .. autoclass:: cnnclustering._types.QueueExtFIFOQueue :members: | .. autoclass:: cnnclustering._types.QueueFIFODeque :members: