{ "cells": [ { "cell_type": "markdown", "id": "dbaf538f", "metadata": {}, "source": [ "# Clustering tutorial \n", "\n", "This tutorial demonstrates the experimental clustering API for capymoa. \n", "Clustering data streams refers to grouping data points into clusters as the data continuously flows in, which normally includes two phases: \n", "\n", "\n", "1. **Online Step** \n", " 1. **Micro-Cluster Formation**: Incoming data points are incrementally processed and assigned to micro-clusters. Micro-clusters are small, temporary clusters that capture local density information and are typically represented by statistical summaries like centroid, weight, and radius.\n", "\n", " 2. **Micro-Cluster Maintenance**: The micro-clusters are periodically updated as new data arrives. This includes adjusting the micro-cluster centroids and merging or splitting clusters based on defined thresholds.\n", "\n", "2. **Offline Step**: Periodically or upon request, micro-clusters are aggregated into macro-clusters (or simply clusters) to provide a higher-level view of the data.\n", "\n", "This is an experimental API might change significantly in the near future. \n", "\n", "---\n", "\n", "*More information about CapyMOA can be found in* https://www.capymoa.org\n", "\n", "**last update on 31/07/2024**" ] }, { "cell_type": "markdown", "id": "f191e28d", "metadata": {}, "source": [ "## 1. Creating and using a clusterer\n", "\n", "- Example using `CluStream` and `kMeans` for the offline step\n", "- There is not evaluation included in the example below, just updating and plotting the cluster\n", "- The data is generated using `RandomRBFGeneratorDrift` \n", "- We use a visualization function to print the clustering state" ] }, { "cell_type": "code", "execution_count": 8, "id": "d81046ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 100 instances.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 200 instances.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 300 instances.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.base import MOAClusterer\n", "from capymoa.stream.generator import RandomRBFGeneratorDrift\n", "from moa.clusterers.clustream import Clustream, WithKmeans\n", "from capymoa.evaluation.visualization import plot_clustering_state\n", "\n", "stream = RandomRBFGeneratorDrift(number_of_attributes=2, number_of_centroids=10, number_of_drifting_centroids=1, magnitude_of_change=0.001)\n", "clustream = MOAClusterer(schema=stream.get_schema(), moa_learner=Clustream, CLI=\"-k 10\")\n", "\n", "instancesSeen = 0\n", "updateInterval = 100\n", "while stream.has_more_instances() and instancesSeen < 300:\n", " instance = stream.next_instance()\n", " clustream.train(instance)\n", " instancesSeen += 1\n", " if instancesSeen % updateInterval == 0:\n", " print(f\"Processed {instancesSeen} instances.\")\n", " plot_clustering_state(clustream)\n", " # by default, plot_clustering_state only shows the image and does not save it" ] }, { "cell_type": "code", "execution_count": 2, "id": "e7dedd4c-116a-4719-905d-8a75fc36f64e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[0.7027297664446033, 0.48436259505735557],\n", " [0.6974195023636138, 0.047132011643317165],\n", " [1.3843306797089867, -1.1195974718089243],\n", " [0.9332892269417015, 0.18965577888570828],\n", " [2.594958431363642, 0.542854884614332],\n", " [-0.2954762950409765, -1.7866300787093923],\n", " [0.08002810100754684, -0.2581958903238688],\n", " [2.0626324089260955, -0.3333113490459889],\n", " [-1.621637947418178, 0.4123311823612874],\n", " [1.288276092609038, 1.6268924464685357]]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[0.3965114566526662,\n", " 0.0,\n", " 0.47769918990450105,\n", " 0.326980164013242,\n", " 0.34897939568703773,\n", " 0.30856546943859814,\n", " 0.3562454982611787,\n", " 0.0,\n", " 0.0,\n", " 0.0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[243.0, 1.0, 7.0, 25.0, 3.0, 2.0, 16.0, 1.0, 1.0, 1.0]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display(clustream.get_clusters_centers())\n", "# display(clustream.get_clusters_radii())\n", "# display(clustream.get_clusters_weights())\n", "display(clustream.get_micro_clusters_centers())\n", "display(clustream.get_micro_clusters_radii())\n", "display(clustream.get_micro_clusters_weights())" ] }, { "cell_type": "markdown", "id": "c4d44444", "metadata": {}, "source": [ "## 2. Using the Clustering Evaluator\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "2d6ddaef", "metadata": {}, "outputs": [], "source": [ "from capymoa.evaluation import ClusteringEvaluator" ] }, { "cell_type": "code", "execution_count": 4, "id": "e722a7b7", "metadata": {}, "outputs": [], "source": [ "stream = RandomRBFGeneratorDrift(number_of_attributes=2, number_of_centroids=10, number_of_drifting_centroids=1, magnitude_of_change=0.001)\n", "clustream = MOAClusterer(schema=stream.get_schema(), moa_learner=Clustream, CLI=\"-k 10\")\n", "evaluator = ClusteringEvaluator(update_interval=50)" ] }, { "cell_type": "markdown", "id": "f2c64c25", "metadata": {}, "source": [ "### 2.1 Plot the clustering state on demand" ] }, { "cell_type": "code", "execution_count": 5, "id": "4e061611", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 157 instances. Saving the figure without showing it.\n" ] } ], "source": [ "while stream.has_more_instances() and evaluator.get_instances_seen() < 1000:\n", " instance = stream.next_instance()\n", " clustream.train(instance)\n", " evaluator.update(clustream)\n", " instancesSeen = evaluator.get_instances_seen()\n", " # purposefully arbitrary number\n", " if instancesSeen == 157:\n", " # can also skip show and only save\n", " print(f\"Processed {instancesSeen} instances. Saving the figure without showing it.\")\n", " plot_clustering_state(clustream, show_fig=False, save_fig=True, figure_name='save_fig_dont_show')\n" ] }, { "cell_type": "markdown", "id": "15817d70", "metadata": {}, "source": [ "### 2.2 Plot the clustering evolution (gif)\n", "\n", "- Passing `clean_up=False` to the `plot_clustering_evolution` function will keep the intermediate figures used to create the gif.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "92395ae6", "metadata": {}, "outputs": [], "source": [ "from capymoa.evaluation.visualization import plot_clustering_evolution\n", "plot_clustering_evolution(evaluator, clean_up=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }