From 98126cdb09bb1851a030f149555632c876bfec7f Mon Sep 17 00:00:00 2001 From: d-schindler <60650591+d-schindler@users.noreply.github.com> Date: Thu, 4 Apr 2024 16:26:36 +0200 Subject: [PATCH] implemented data clustering --- examples/Example_7_data_clustering.ipynb | 247 +++++++++++++++++++++++ src/pygenstability/__init__.py | 1 + src/pygenstability/data_clustering.py | 242 ++++++++++++++++++++++ 3 files changed, 490 insertions(+) create mode 100644 examples/Example_7_data_clustering.ipynb create mode 100644 src/pygenstability/data_clustering.py diff --git a/examples/Example_7_data_clustering.ipynb b/examples/Example_7_data_clustering.ipynb new file mode 100644 index 0000000..4a047ac --- /dev/null +++ b/examples/Example_7_data_clustering.ipynb @@ -0,0 +1,247 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example 7: Multiscale data clustering with PyGenStability" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pygenstability as pgs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We generate two circles with multiscale structure." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.utils import shuffle\n", + "\n", + "def generate_circles(n_samples_out=300,n_groups_out=3,gap_out=np.pi/15,n_samples_in=300,n_groups_in=3,gap_in=np.pi/8,offset_in=np.pi/7,factor=0.5, noise=0.03,with_shuffle=True,seed=0):\n", + " \"\"\"Generate two circles with multiscale structure.\n", + " \n", + " Code adapted from: https://github.com/scikit-learn/scikit-learn/blob/f07e0138bfee41cd2c0a5d0251dc3fe03e6e1084/sklearn/datasets/_samples_generator.py#L738\n", + "\n", + " \"\"\"\n", + "\n", + " rng = np.random.default_rng(seed)\n", + "\n", + " # generate outer circle that is split into groups\n", + " linspace_out = []\n", + " for i in range(n_groups_out):\n", + " linspace_out += list(np.linspace(i* 2/n_groups_out * np.pi + gap_out/2, (i+1) * 2/n_groups_out * np.pi - gap_out/2, int(n_samples_out/n_groups_out), endpoint=False))\n", + " outer_circ_x = np.cos(linspace_out)\n", + " outer_circ_y = np.sin(linspace_out)\n", + "\n", + " # generate inner circle that is split into groups\n", + " linspace_in = []\n", + " for j in range(n_groups_out):\n", + " linspace_in += list(np.linspace(j* 2/n_groups_in * np.pi + gap_in/2, (j+1) * 2/n_groups_in * np.pi - gap_in/2, int(n_samples_in/n_groups_in), endpoint=False)+offset_in)\n", + " inner_circ_x = np.cos(linspace_in) * factor\n", + " inner_circ_y = np.sin(linspace_in) * factor\n", + "\n", + " # combine circles\n", + " X = np.vstack(\n", + " [np.append(outer_circ_x, inner_circ_x), np.append(outer_circ_y, inner_circ_y)]\n", + " ).T\n", + "\n", + " # create group labels\n", + " y = np.zeros(n_samples_out+n_samples_in)\n", + " for i in range(n_groups_in):\n", + " y[int(i*n_samples_in/n_groups_in):int((i+1)*n_samples_in/n_groups_in)] = i\n", + " for i in range(n_groups_out):\n", + " y[int(n_samples_in+i*n_samples_out/n_groups_out):int(n_samples_in+(i+1)*n_samples_out/n_groups_out)] = i+n_groups_in\n", + "\n", + " # add noise to data\n", + " if noise is not None:\n", + " X += rng.normal(scale=noise, size=X.shape)\n", + "\n", + " # shuffle data\n", + " if with_shuffle:\n", + " X, y = shuffle(X,y,random_state=seed)\n", + " \n", + " return X, y\n", + "\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = generate_circles()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# define coordinates for plotting\n", + "x_coord = X[:,0]\n", + "y_coord = X[:,1]\n", + "\n", + "# plot\n", + "fig, ax = plt.subplots(1,figsize=(10,10))\n", + "scatter = ax.scatter(x_coord,y_coord,s=20, c=y, zorder=10, cmap=\"tab20\")\n", + "ax.set(xlabel=\"X1\", ylabel=\"X2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can run multiscale data clustering with PyGenStability, where first a geometric graph is constructed from the data that gets than analysed with Markov Stability." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 50/50 [00:00<00:00, 86.81it/s]\n", + "100%|██████████| 50/50 [00:33<00:00, 1.50it/s]\n", + "100%|██████████| 50/50 [00:00<00:00, 125.18it/s]\n" + ] + } + ], + "source": [ + "# apply multiscale data clustering to synthetic data\n", + "clustering = pgs.DataClustering(\n", + " metric=\"euclidean\",\n", + " graph_method=\"cknn\",\n", + " k=5,\n", + " delta=1.0,\n", + " constructor=\"linearized\",\n", + " min_scale=-3.0,\n", + " max_scale=0.0,\n", + " n_scale=50,)\n", + "results = clustering.fit(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# summary plot for PyGenStability scan \n", + "clustering.plot_scan()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We plot the (non-trivial) robust partitions found by PyGenStability and recover the ground truth partitions at the two different scales." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot robust partitions\n", + "clustering.plot_robust_partitions(x_coord=x_coord,y_coord=y_coord)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pygenstability", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/pygenstability/__init__.py b/src/pygenstability/__init__.py index 2e6ee8c..7d6a336 100644 --- a/src/pygenstability/__init__.py +++ b/src/pygenstability/__init__.py @@ -7,3 +7,4 @@ from pygenstability.plotting import * from pygenstability.pygenstability import evaluate_NVI from pygenstability.pygenstability import run +from pygenstability.data_clustering import DataClustering diff --git a/src/pygenstability/data_clustering.py b/src/pygenstability/data_clustering.py new file mode 100644 index 0000000..f0bece2 --- /dev/null +++ b/src/pygenstability/data_clustering.py @@ -0,0 +1,242 @@ +"""Construct geometric graphs from data for multiscale clustering.""" + +import numpy as np + +from scipy.spatial.distance import pdist, squareform +from scipy.sparse.csgraph import minimum_spanning_tree +from scipy.sparse import csr_matrix + +from pygenstability.pygenstability import run as pgs_run +from pygenstability.plotting import plot_scan as pgs_plot_scan + + +def compute_kNN(D, k=5): + """Computes kNN graph.""" + + N = D.shape[0] + + # get k nearest neighbours for each point + k_neighbours = np.argsort(D, axis=1)[:, 1 : k + 1] + + # initialise adjacency matrix + A = np.zeros((N, N)) + + # build kNN graph + for i in range(N): + for neighbour in k_neighbours[i]: + A[i, neighbour] = D[i, neighbour] + A[neighbour, i] = A[i, neighbour] + + return A + + +def compute_CkNN(D, k=5, delta=1): + """Computes CkNN graph.""" + # obtain rescaled distance matrix, see CkNN paper + darray_n_nbrs = np.partition(D, k)[:, [k]] + ratio_matrix = D / np.sqrt(darray_n_nbrs.dot(darray_n_nbrs.T)) + # threshold rescaled distance matrix by delta + A = D * (ratio_matrix < delta) + return A + + +class GraphConstruction: + """Graph construction.""" + + def __init__( + self, + metric="euclidean", + method="cknn", + k=5, + delta=1.0, + distance_threshold=np.inf, + ): + # parameters + self.metric = metric + self.method = method + self.k = k + self.delta = delta + self.distance_threshold = distance_threshold + + # attributes + self.adjacency_ = csr_matrix + + def fit(self, X): + """Construct graph from samples-by-features matrix.""" + + # compute normalised distance matrix + D = squareform(pdist(X, metric=self.metric)) + D_norm = D / np.amax(D) + + # compute normalised similarity matrix + S = 1 - D_norm + + # sparsify distance matrix with CkNN or kNN method + if self.method == "cknn": + sparse = compute_CkNN(D_norm, self.k, self.delta) + + elif self.method == "knn": + sparse = compute_kNN(D_norm, self.k) + + # undirected distance backbone is given by sparse graph and MST + mst = minimum_spanning_tree(D_norm) + backbone = np.array((mst + mst.T + sparse + sparse.T) > 0, dtype=int) + + # apply distance threshold to backbone + backbone *= np.array(D <= self.distance_threshold, dtype=int) + + # adjacency matrix has weights of similarity matrix + self.adjacency_ = S * backbone + + return self.adjacency_ + + +class DataClustering(GraphConstruction): + """Data clustering.""" + + def __init__( + self, + metric="euclidean", + graph_method="cknn", + k=5, + delta=1.0, + distance_threshold=np.inf, + constructor="linearized", + min_scale=-3.0, + max_scale=0.0, + n_scale=50, + log_scale=True, + scales=None, + n_tries=100, + with_NVI=True, + n_NVI=20, + with_postprocessing=True, + with_ttprime=True, + with_spectral_gap=True, + exp_comp_mode="spectral", + result_file="results.pkl", + n_workers=4, + tqdm_disable=False, + with_optimal_scales=True, + optimal_scales_kwargs=None, + ms_method="louvain", + constructor_kwargs=None, + ): + + # initialise parameters for graph construction + super().__init__( + metric=metric, + method=graph_method, + k=k, + delta=delta, + distance_threshold=distance_threshold, + ) + + # initialise parameters for PyGenStability + self.constructor = constructor + self.min_scale = min_scale + self.max_scale = max_scale + self.n_scale = n_scale + self.log_scale = log_scale + self.scales = scales + self.n_tries = n_tries + self.with_NVI = with_NVI + self.n_NVI = n_NVI + self.with_postprocessing = with_postprocessing + self.with_ttprime = with_ttprime + self.with_spectral_gap = with_spectral_gap + self.exp_comp_mode = exp_comp_mode + self.result_file = result_file + self.n_workers = n_workers + self.tqdm_disable = tqdm_disable + self.with_optimal_scales = with_optimal_scales + self.optimal_scales_kwargs = optimal_scales_kwargs + self.MS_method = ms_method + self.constructor_kwargs = constructor_kwargs + + # attributes + self.adjacency_ = csr_matrix + self.results_ = {} + self.labels_ = [] + + def fit(self, X): + + # construct graph + self.adjacency_ = csr_matrix(super().fit(X)) + + # adapt optimal scales parameters + if self.optimal_scales_kwargs is None: + self.optimal_scales_kwargs = {"kernel_size": int(0.2 * self.n_scale)} + + # run PyGenStability + self.results_ = pgs_run( + self.adjacency_, + self.constructor, + self.min_scale, + self.max_scale, + self.n_scale, + self.log_scale, + self.scales, + self.n_tries, + self.with_NVI, + self.n_NVI, + self.with_postprocessing, + self.with_ttprime, + self.with_spectral_gap, + self.exp_comp_mode, + self.result_file, + self.n_workers, + self.tqdm_disable, + self.with_optimal_scales, + self.optimal_scales_kwargs, + self.MS_method, + self.constructor_kwargs, + ) + + # store labels of robust partitions + for i in self.results_["selected_partitions"]: + + # only store non-trivial robust partitions + robust_partition = self.results_["community_id"][i] + if not np.allclose(robust_partition, np.zeros(self.adjacency_.shape[0])): + self.labels_.append(robust_partition) + + return self.results_ + + def plot_scan(self): + """Plot PyGenStability scan.""" + if self.results_ is None: + return + + pgs_plot_scan(self.results_) + + def plot_robust_partitions( + self, x_coord, y_coord, edge_width=1, node_size=20, cmap="tab20" + ): + """Plot robust partitions.""" + + import matplotlib.pyplot as plt + + for m, partition in enumerate(self.labels_): + + # plot + _, ax = plt.subplots(1, figsize=(10, 10)) + + # plot edges + for i in range(self.adjacency_.shape[0]): + for j in range(i + 1, self.adjacency_.shape[0]): + if self.adjacency_[i, j] > 0: + ax.plot( + [x_coord[i], x_coord[j]], + [y_coord[i], y_coord[j]], + color="black", + alpha=0.5, + linewidth=edge_width, + ) + + # plot nodes + ax.scatter(x_coord, y_coord, s=node_size, c=partition, zorder=10, cmap=cmap) + + # set labels + ax.set(xlabel="x", ylabel="y", title=f"Robust Partion {m+1}") + plt.show()