{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering of scikit-learn toy data sets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Go to:\n", " \n", " - [Notebook configuration](scikit_learn_datasets.ipynb#Notebook-configuration)\n", " - [Data set generation](scikit_learn_datasets.ipynb#Data-set-generation)\n", " \n", " - CommonNN clustering using ...\n", " - [... point coordiantes](scikit_learn_datasets.ipynb#CommonNN-clustering-using-data-point-coordiantes-as-input)\n", " - [... pre-computed distances](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-distances)\n", " - [... pre-computed neighbourhoods](scikit_learn_datasets.ipynb#CommonNN-clustering-with-pre-computed-neighbourhoods)\n", " - [... pre-computed sorted neighbourhoods](scikit_learn_datasets.ipynb#Common-nearest-neighbours-clustering-with-pre-computed-sorted-neighbourhoods)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notebook configuration" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.888075Z", "start_time": "2021-10-01T10:35:14.807916Z" } }, "outputs": [], "source": [ "import sys\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sklearn\n", "from sklearn import datasets\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn.neighbors import KDTree\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "import cnnclustering\n", "from cnnclustering import cluster, hooks\n", "from cnnclustering import _types, _fit" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.895060Z", "start_time": "2021-10-01T10:35:16.890170Z" } }, "outputs": [], "source": [ "# Optional helper functionality from the benchmark module\n", "# https://github.com/janjoswig/CommonNNClustering-Benchmark \n", "sys.path.insert(0, \"../benchmark\")\n", "import helper_base" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print Python and package version information:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.901386Z", "start_time": "2021-10-01T10:35:16.897096Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python: 3.8.8 (default, Mar 11 2021, 08:58:19) [GCC 8.3.0]\n", "Packages:\n", " matplotlib: 3.3.4\n", " numpy: 1.20.1\n", " sklearn: 0.24.1\n", " cnnclustering: 0.4.3\n" ] } ], "source": [ "# Version information\n", "print(\"Python: \", *sys.version.split(\"\\n\"))\n", "\n", "print(\"Packages:\")\n", "for package in [mpl, np, sklearn, cnnclustering]:\n", " print(f\" {package.__name__}: {package.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use [Matplotlib](https://matplotlib.org/) to create plots. The `matplotlibrc` file in the root directory of the `CommonNNClustering` repository is used to customize the appearance of the plots." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.912478Z", "start_time": "2021-10-01T10:35:16.903568Z" } }, "outputs": [], "source": [ "# Matplotlib configuration\n", "mpl.rc_file(\n", " \"../../matplotlibrc\",\n", " use_default_template=False\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.920775Z", "start_time": "2021-10-01T10:35:16.914551Z" } }, "outputs": [], "source": [ "# Axis property defaults for the plots\n", "ax_props = {\n", " \"xlabel\": None,\n", " \"ylabel\": None,\n", " \"xlim\": (-2.5, 2.5),\n", " \"ylim\": (-2.5, 2.5),\n", " \"xticks\": (),\n", " \"yticks\": (),\n", " \"aspect\": \"equal\"\n", "}\n", "\n", "# Line plot property defaults\n", "line_props = {\n", " \"linewidth\": 0,\n", " \"marker\": '.',\n", "}" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-11T13:48:26.641740Z", "start_time": "2019-09-11T13:48:26.638371Z" } }, "source": [ "## Data set generation" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-09-11T13:48:56.480391Z", "start_time": "2019-09-11T13:48:56.477467Z" } }, "source": [ "To see the common-nearest-neighbours (CommonNN) clustering in action, let's have a look at a handful of basic 2D data sets from scikit-learn (like here in the [scikit-learn documentation](https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html)). We will cluster the data sets starting from different input data formats using the provided defaults. For more details see also the [Advanced usage](advanced_usage.ipynb) tutorial." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.929116Z", "start_time": "2021-10-01T10:35:16.922500Z" } }, "outputs": [], "source": [ "# Data set generation parameters\n", "np.random.seed(0)\n", "n_samples = 2000" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.955361Z", "start_time": "2021-10-01T10:35:16.930831Z" } }, "outputs": [], "source": [ "# Data set generation\n", "# Fit all datasets to the same value range\n", "# using `data = StandardScaler().fit_transform(data)`\n", "\n", "# circles\n", "noisy_circles, _ = datasets.make_circles(\n", " n_samples=n_samples,\n", " factor=.5,\n", " noise=.05\n", " )\n", "noisy_circles = StandardScaler().fit_transform(noisy_circles)\n", "\n", "# moons\n", "noisy_moons, _ = datasets.make_moons(\n", " n_samples=n_samples,\n", " noise=.05\n", " )\n", "noisy_moons = StandardScaler().fit_transform(noisy_moons)\n", "\n", "# blobs\n", "blobs, _ = datasets.make_blobs(\n", " n_samples=n_samples,\n", " random_state=8\n", " )\n", "blobs = StandardScaler().fit_transform(blobs)\n", "\n", "# None\n", "no_structure = np.random.rand(\n", " n_samples, 2\n", " )\n", "no_structure = StandardScaler().fit_transform(no_structure)\n", "\n", "# aniso\n", "random_state = 170\n", "X, y = datasets.make_blobs(\n", " n_samples=n_samples,\n", " random_state=random_state\n", " )\n", "\n", "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n", "aniso = np.dot(X, transformation)\n", "aniso = StandardScaler().fit_transform(aniso)\n", "\n", "# varied\n", "varied, _ = datasets.make_blobs(\n", " n_samples=n_samples,\n", " cluster_std=[1.0, 2.5, 0.5],\n", " random_state=random_state\n", " )\n", "varied = StandardScaler().fit_transform(varied)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:16.962677Z", "start_time": "2021-10-01T10:35:16.958045Z" } }, "outputs": [], "source": [ "# Define cluster parameters\n", "dsets = [ # \"name\", set, **parameters\n", " ('circles', noisy_circles, {\n", " 'radius_cutoff': 0.5,\n", " 'cnn_cutoff': 20,\n", " 'member_cutoff': 100,\n", " 'max_clusters': None\n", " }),\n", " ('moons', noisy_moons, {\n", " 'radius_cutoff': 0.5,\n", " 'cnn_cutoff': 20,\n", " 'member_cutoff': 2,\n", " 'max_clusters': None\n", " }),\n", " ('varied', varied, {\n", " 'radius_cutoff': 0.28,\n", " 'cnn_cutoff': 20,\n", " 'member_cutoff': 20,\n", " 'max_clusters': None\n", " }),\n", " ('aniso', aniso, {\n", " 'radius_cutoff': 0.29,\n", " 'cnn_cutoff': 30,\n", " 'member_cutoff': 5,\n", " 'max_clusters': None\n", " }),\n", " ('blobs', blobs, {\n", " 'radius_cutoff': 0.4,\n", " 'cnn_cutoff': 20,\n", " 'member_cutoff': 2,\n", " 'max_clusters': None\n", " }),\n", " ('None', no_structure, {\n", " 'radius_cutoff': 0.5,\n", " 'cnn_cutoff': 20,\n", " 'member_cutoff': 1,\n", " 'max_clusters': None\n", " }),\n", " ]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:17.284040Z", "start_time": "2021-10-01T10:35:16.964484Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the original data sets\n", "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, *_) in enumerate(dsets): \n", " Ax[count].plot(data[:, 0], data[:, 1], **line_props)\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering using data point coordiantes as input" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:18.770507Z", "start_time": "2021-10-01T10:35:17.285736Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.162\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.155\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.205\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.159\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.269\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.135\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", "\n", " # Default clustering initialisation\n", " clustering = cluster.Clustering(data)\n", "\n", " # Calculate neighbours brute force\n", " clustering.fit(**params)\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation without specifying anything else, the obtained `Clustering` object aggregates the needed clustering components, assuming that it got point coordinates as a sequence of sequences. The neighbourhood of a specific point will be collected brute-force by computing the (Euclidean) distances to all other points and comparing them to the radius cutoff. This will be the slowest possible approach but it has fairly conservative memory usage." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:18.774739Z", "start_time": "2021-10-01T10:35:18.771897Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtComponentsMemoryview,\n", " fitter=FitterExtBFS(\n", " ngetter=NeighboursGetterExtBruteForce(\n", " dgetter=DistanceGetterExtMetric(\n", " metric=MetricExtEuclideanReduced\n", " ),\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorCPPUnorderedSet,\n", " nb=NeighboursExtVectorCPPUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by default (\"coordinates\" recipe)\n", "print(helper_base.indent_at_parens(str(clustering)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering with pre-computed distances" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:20.024033Z", "start_time": "2021-10-01T10:35:18.776264Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.077\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.093\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.118\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.087\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.201\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.074\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", " \n", " # Default clustering initialisation\n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute distances and choose the corresponding recipe \n", " distances = pairwise_distances(data)\n", " clustering_dist = cluster.Clustering(\n", " distances,\n", " registered_recipe_key=\"distances\"\n", " ) \n", " \n", " # Use pre-computed distances\n", " clustering_dist.fit(**params)\n", " clustering._labels = clustering_dist._labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation in terms of a dense distance matrix, the \"distances\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will be collected brute-force by looking up distances from the input data. This will be somewhat faster as no distances need to be calculated during the clustering but it has a high memory demand. It also allows to leverage smart external methods for the task of the distance calculation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:20.028330Z", "start_time": "2021-10-01T10:35:20.025635Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtComponentsMemoryview,\n", " fitter=FitterExtBFS(\n", " ngetter=NeighboursGetterExtBruteForce(\n", " dgetter=DistanceGetterExtMetric(\n", " metric=MetricExtPrecomputed\n", " ),\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorCPPUnorderedSet,\n", " nb=NeighboursExtVectorCPPUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(helper_base.indent_at_parens(str(clustering_dist)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CommonNN clustering with pre-computed neighbourhoods" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:21.128677Z", "start_time": "2021-10-01T10:35:20.029597Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.036\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.052\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.064\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.039\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.149\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.032\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", " \n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute neighbourhoods and choose the corresponding recipe\n", " tree = KDTree(data)\n", " neighbourhoods = tree.query_radius(\n", " data, r=params[\"radius_cutoff\"], return_distance=False\n", " )\n", " \n", " clustering_neighbourhoods = cluster.Clustering(\n", " neighbourhoods,\n", " preparation_hook=hooks.prepare_neighbourhoods,\n", " registered_recipe_key=\"neighbourhoods\"\n", " )\n", " \n", " # Use pre-computed neighbourhoods\n", " clustering_neighbourhoods.fit(**params)\n", " clustering._labels = clustering_neighbourhoods._labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *raw* input data is presented to a `Clustering` on creation in terms of pre-computed neighbourhoods, the \"neighbourhoods\" recipe can be chosen to make the obtained `Clustering` object aggregate the needed clustering components. The neighbourhood of a specific point will looked up from the input data. This will be considerably faster and it has a lower memory demand compared to the \"distances\" case. It also allows to leverage smart external methods for the task of the neighbourhood calculation.\n", "\n", "Note, that the \"neighbourhoods\" recipe requires the *raw* neighbourhoods in the concrete format of a matrix in which the neighbourhoods of individual points are padded to the length of the largest neighbourhood. If neighbourhoods are presented in terms of a sequence of sequences (with varying length) as one would get from a tree query to `sklearn.neighbors.KDTree`, this can be transformed into the suitable format using the preparation hook `hooks.prepare_neighbourhoods`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:21.133193Z", "start_time": "2021-10-01T10:35:21.130254Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtNeighbourhoodsMemoryview,\n", " fitter=FitterExtBFS(\n", " ngetter=NeighboursGetterExtLookup(\n", " sorted=False,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVectorCPPUnorderedSet,\n", " nb=NeighboursExtVectorCPPUnorderedSet,\n", " checker=SimilarityCheckerExtSwitchContains,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(helper_base.indent_at_parens(str(clustering_neighbourhoods)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Common-nearest-neighbours clustering with pre-computed sorted neighbourhoods" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:21.974270Z", "start_time": "2021-10-01T10:35:21.134473Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 100 None 2 0.500 0.000 00:00:0.003\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 2 None 2 0.500 0.000 00:00:0.004\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.280 20 20 None 3 0.338 0.114 00:00:0.006\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.290 30 5 None 3 0.319 0.050 00:00:0.004\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.400 20 2 None 3 0.334 0.001 00:00:0.011\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n", "-----------------------------------------------------------------------------------------------\n", "#points r c min max #clusters %largest %noise time \n", "2000 0.500 20 1 None 1 1.000 0.000 00:00:0.004\n", "-----------------------------------------------------------------------------------------------\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "Ax = ax.flatten()\n", "\n", "for count, (name, data, params) in enumerate(dsets):\n", "\n", " clustering = cluster.Clustering(data) \n", " \n", " # Pre-compute and sort neighbourhoods and choose the corresponding recipe\n", " tree = KDTree(data)\n", " neighbourhoods = tree.query_radius(\n", " data, r=params[\"radius_cutoff\"], return_distance=False\n", " )\n", "\n", " for n in neighbourhoods:\n", " n.sort()\n", "\n", " # Custom initialisation using a clustering builder\n", " clustering_neighbourhoods_sorted = cluster.Clustering(\n", " neighbourhoods,\n", " preparation_hook=hooks.prepare_neighbourhoods,\n", " registered_recipe_key=\"sorted_neighbourhoods\"\n", " )\n", " \n", " # Use pre-computed neighbourhoods\n", " clustering_neighbourhoods_sorted.fit(**params)\n", " clustering._labels = clustering_neighbourhoods_sorted._labels\n", " print()\n", "\n", " clustering.evaluate(ax=Ax[count], annotate_pos=\"random\")\n", " Ax[count].set(**ax_props)\n", " Ax[count].set_title(f'{name}', fontsize=10, pad=4)\n", " \n", "fig.subplots_adjust(\n", " left=0, right=1, bottom=0, top=1, wspace=0.1, hspace=0.3 \n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pre-computed neighbourhood information can be additionally sorted. While this has the same memory demand as using unsorted neighbourhoods, it offers the fastest clustering. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-10-01T10:35:21.978554Z", "start_time": "2021-10-01T10:35:21.975762Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering(\n", " input_data=InputDataExtNeighbourhoodsMemoryview,\n", " fitter=FitterExtBFS(\n", " ngetter=NeighboursGetterExtLookup(\n", " sorted=True,\n", " selfcounting=True\n", " ),\n", " na=NeighboursExtVector,\n", " nb=NeighboursExtVector,\n", " checker=SimilarityCheckerExtScreensorted,\n", " queue=QueueExtFIFOQueue\n", " ),\n", " predictor=None\n", " )\n" ] } ], "source": [ "# Clustering components used by the \"distance\" recipe\n", "print(helper_base.indent_at_parens(str(clustering_neighbourhoods_sorted)))" ] } ], "metadata": { "kernelspec": { "display_name": "cnnclustering38", "language": "python", "name": "cnnclustering38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "164.986px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }