{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# For Developers\n", "\n", "This notebook outlines design choices made in `fast_hdbscan` and is intended for\n", "developers who want to build upon (parts of) `fast_hdbscan` in their projects\n", "(for example, see [the fast_hbcc\n", "repository](https://github.com/vda-lab/fast_hbcc))." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import make_blobs\n", "\n", "sns.set(rc={\"figure.figsize\":(8,8)})\n", "\n", "X, y = make_blobs(centers=3, random_state=42)\n", "X[:, 1] -= X[:, 1].min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Main API\n", "\n", "`fast_hdbscan` exposes two scikit-learn-style cluster estimators (`HDBSCAN` and\n", "`BranchDetector`) and their respective function versions (`fast_hdbscan()`,\n", "`find_branch_sub_clusters()`) as its main API. This API is demonstrated in the\n", "[basic_usage](basic_usage.ipynb) and\n", "[detecting_branches](detecting_branches.ipynb) pages.\n", "\n", "## Building Blocks\n", "\n", "The HDBSCAN algorithm consists of two stages, that are each implemented as a\n", "single function: (1) computing the minimum spanning tree and (2) extracting\n", "clusters from a minimum spanning tree. Separating the algorithm into these\n", "stages enables re-use of the cluster extraction functionality on different\n", "minimum spanning trees. For example, to use different local density estimates or\n", "different minimum spanning trees construction algorithms.\n", "\n", "1. `fast_hdbscan.hdbscan.compute_minimum_spanning_tree` computes a Euclidean\n", " mutual reachability distance minimum spanning tree. It takes the data,\n", " optional sample weights, and a value for `min_samples` as input. Aside from the\n", " minimum spanning tree edges, the function also returns the `min_samples`-nearest neighbors and the points' core distances:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fast_hdbscan.hdbscan import compute_minimum_spanning_tree\n", "\n", "spanning_tree, neighbors, core_distances = compute_minimum_spanning_tree(\n", " X, min_samples=5, sample_weights=None\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Core distance colored points\n", "sns.scatterplot(x=X[:, 0], y=X[:, 1], hue=core_distances, palette=\"viridis\")\n", "\n", "# Dotted neighbor edges\n", "for row, children in enumerate(neighbors):\n", " for child in children:\n", " plt.plot(\n", " [X[row, 0], X[child, 0]],\n", " [X[row, 1], X[child, 1]],\n", " c=\"black\",\n", " linestyle=\":\",\n", " alpha=0.5,\n", " )\n", "\n", "# Solid minimum spanning tree edges\n", "for parent, child in spanning_tree[:, :2].astype(int):\n", " plt.plot(\n", " [X[parent, 0], X[child, 0]], [X[parent, 1], X[child, 1]], c=\"black\", alpha=0.5\n", " )\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. `fast_hdbscan.hdbscan.clusters_from_spanning_tree` extracts clusters from a\n", " minimum spanning tree. It takes the minimum spanning tree as input, together\n", " with the parameters that control cluster selection. It outputs the resulting\n", " cluster labels, membership strengths, the single linkage tree, the condensed\n", " cluster tree, and the sorted minimum spanning tree edges.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from fast_hdbscan.hdbscan import clusters_from_spanning_tree\n", "\n", "labels, probability, linkage_tree, condensed_tree, sorted_mst = (\n", " clusters_from_spanning_tree(\n", " spanning_tree, min_cluster_size=15, cluster_selection_method=\"eom\"\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(\n", " x=X[:, 0], y=X[:, 1], hue=labels, size=probability, palette=\"tab10\", legend=False\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The branch-detection functionality is also divided into two parts, implemented\n", "in the `core_graph` and `sub_clusters` modules. These modules are implemented\n", "independently of the branch detection functionality. Where the branch detector\n", "uses an eccentricity lens (i.e., a value for each data point), these modules can\n", "be used with any (preferably fairly smooth) lens.\n", "\n", "Broadly speaking, the `core_graph` module deals with finding clusters in a\n", "lens dimension while restricting connectivity to the minimum spanning tree and\n", "nearest neighbor edges. The `sub_clusters` module deals with finding such\n", "lensed-clusters within each detected HDBSCAN cluster.\n", "\n", "\n", "3. `fast_hdbscan.core_graph.core_graph_clusters` extracts lensed-clusters\n", " restricted to core graph connectivity. First, it creates a core graph with\n", " edges weighted by the maximum lens value of the points they connect. Second,\n", " it extract a minimum spanning tree using the lens weights. Finally, it calls\n", " `clusters_from_spanning_tree` to extract clusters from that minimum spanning\n", " tree. The output contains everything from `clusters_from_spanning_tree` and\n", " the constructed core graph in sparse CSR format. Should the function fail to\n", " create a minimum spanning tree because the core graph contains multiple\n", " connected components, then the component labels and empty linkage and core\n", " trees are returned." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from fast_hdbscan.core_graph import core_graph_clusters\n", "\n", "# use 1 / y as lens for demonstration\n", "lens = 1 / (X[:, 1] + 1)\n", "\n", "labels, probability, linkage_tree, condensed_tree, sorted_mst, graph = (\n", " core_graph_clusters(\n", " lens,\n", " neighbors,\n", " core_distances,\n", " spanning_tree,\n", " min_cluster_size=10,\n", " cluster_selection_method=\"eom\",\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# label-colored, lens-sized points\n", "sns.scatterplot(\n", " x=X[:, 0],\n", " y=X[:, 1],\n", " hue=labels,\n", " style=labels < 0,\n", " size=1 / lens,\n", " palette=\"tab10\",\n", " zorder=100,\n", ")\n", "\n", "# dotted lens-colored core_graph edges\n", "for parent, (start, end) in enumerate(zip(graph.indptr, graph.indptr[1:])):\n", " for child, weight in zip(graph.indices[start:end], graph.weights[start:end]):\n", " plt.plot(*X[[parent, child]].T, c=f\"{(1 / weight) / 20}\", linestyle=\":\")\n", "\n", "# solid lens-colored mst edges\n", "for parent, child, weight in sorted_mst:\n", " parent = int(parent)\n", " child = int(child)\n", " plt.plot(*X[[parent, child]].T, c=f\"{(1 / weight) / 20}\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. `fast_hdbscan.sub_clusters.SubClusterDetector` is the general base class for\n", " `BranchDetector`. It takes either an array with lens values at construction,\n", " or a callback to compute lens values within a cluster at `.fit(clusterer)`\n", " and computes lensed clusters within each HDBSCAN detected cluster. The class\n", " also exposes properties for the minimum spanning trees, single linkage trees,\n", " condensed cluster trees, and approximation graph.\n", "\n", "There are two use cases for the `SubClusterDetector`. Either directly with a pre-computed lens:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from fast_hdbscan import HDBSCAN\n", "from fast_hdbscan.sub_clusters import SubClusterDetector\n", "\n", "clusterer = HDBSCAN(min_cluster_size=5).fit(X)\n", "detector = SubClusterDetector(lens_values=lens, min_cluster_size=2).fit(clusterer)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4))\n", "plt.subplot(1, 2, 1)\n", "detector.approximation_graph_.plot(\n", " positions=X, node_size=40, node_color=\"sub_cluster_label\", edge_color=\"lens_value\"\n", ")\n", "plt.subplot(1, 2, 2)\n", "detector.condensed_trees_[1].plot()\n", "plt.title(\"Condensed tree for cluster 1\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or as a base class with a lens callback. This approach can deal with parameters\n", "on the lens function and provide aliases that make sense for the lens function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from typing import Literal\n", "\n", "\n", "def make_y_callback(offset):\n", " \"\"\"Takes the detector-specific parameters and returns a callback function.\"\"\"\n", "\n", " def y_callback(\n", " data, cluster_probability, neighbors, core_distances, min_spanning_tree, points\n", " ):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " data : np.ndarray\n", " Full clean data array.\n", " cluster_probability : np.ndarray\n", " Full clean array of cluster probabilities.\n", " neighbors : np.ndarray\n", " Within cluster neighbor array, with ids relabelled to 0, ..., num_points_in_cluster.\n", " core_distances : np.ndarray\n", " Within cluster core distance array.\n", " points : np.ndarray\n", " List of clean data point ids for the current cluster.\n", " \"\"\"\n", " return 1 / (data[points, 1] + offset)\n", "\n", " return y_callback\n", "\n", "\n", "class YDetector(SubClusterDetector):\n", " def __init__(\n", " self,\n", " y_offset: float = 1, # detector-specific parameter\n", " min_cluster_size: int | None = None,\n", " max_cluster_size: int | None = None,\n", " allow_single_cluster: bool | None = None,\n", " cluster_selection_method: Literal[\"eom\", \"leaf\"] | None = None,\n", " cluster_selection_epsilon: float = 0.0,\n", " cluster_selection_persistence: float = 0.0,\n", " propagate_labels: bool = False,\n", " ):\n", " super().__init__(\n", " min_cluster_size=min_cluster_size,\n", " max_cluster_size=max_cluster_size,\n", " allow_single_cluster=allow_single_cluster,\n", " cluster_selection_method=cluster_selection_method,\n", " cluster_selection_epsilon=cluster_selection_epsilon,\n", " cluster_selection_persistence=cluster_selection_persistence,\n", " propagate_labels=propagate_labels,\n", " )\n", " self.y_offset = y_offset\n", "\n", " def fit(self, clusterer, labels=None, probabilities=None, sample_weight=None):\n", " super().fit(\n", " clusterer,\n", " labels,\n", " probabilities,\n", " sample_weight,\n", " make_y_callback(self.y_offset),\n", " )\n", " self.y_values_ = self.lens_values_ # add y_values_ alias for lens_values_\n", " return self\n", "\n", " # Override to specify lens and sub_cluster names.\n", " @property\n", " def approximation_graph_(self):\n", " \"\"\"See :class:`~hdbscan.plots.ApproximationGraph` for documentation.\"\"\"\n", " return super()._make_approximation_graph(\n", " lens_name=\"y_value\", sub_cluster_name=\"y_cluster\"\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "detector = YDetector(min_cluster_size=2).fit(clusterer)\n", "\n", "plt.figure(figsize=(8, 4))\n", "plt.subplot(1, 2, 1)\n", "detector.approximation_graph_.plot(\n", " positions=X, node_size=40, node_color=\"y_cluster_label\", edge_color=\"y_value\"\n", ")\n", "plt.subplot(1, 2, 2)\n", "detector.condensed_trees_[1].plot()\n", "plt.title(\"Condensed tree for cluster 1\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "work", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }