From ac7e578fc1be2186d8485c40bfdd7bae1b574102 Mon Sep 17 00:00:00 2001 From: Maroua Bahri Date: Wed, 9 Oct 2024 02:11:08 +0200 Subject: [PATCH] docs: add autoML notebook with examples (#198) --- docs/tutorials.rst | 1 + notebooks/09_automl.ipynb | 454 ++++++++++++++++++++++++++++++ notebooks/settings_autoclass.json | 3 - 3 files changed, 455 insertions(+), 3 deletions(-) create mode 100644 notebooks/09_automl.ipynb diff --git a/docs/tutorials.rst b/docs/tutorials.rst index c0f506d4..2e7a092c 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -18,6 +18,7 @@ These tutorials will show you how to get started with the CapyMOA library. notebooks/06_advanced_API.ipynb notebooks/07_pipelines.ipynb notebooks/08_prediction_interval.ipynb + notebooks/09_automl.ipynb .. toctree:: :maxdepth: 1 diff --git a/notebooks/09_automl.ipynb b/notebooks/09_automl.ipynb new file mode 100644 index 00000000..77e88b46 --- /dev/null +++ b/notebooks/09_automl.ipynb @@ -0,0 +1,454 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Automated Machine Learning \n", + "\n", + "This notebook contains some basics for autoML using CapyMOA:\n", + "\n", + "* Implement a custom model selection procedure using CapyMOA.\n", + "* Perform hyperparameter optimization, and model selection using CapyMOA's AutoML\n", + " features.\n", + "\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", + "from util.nbmock import mock_datasets, is_nb_fast\n", + "\n", + "if is_nb_fast():\n", + " mock_datasets()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from capymoa.datasets import Electricity\n", + "from capymoa.evaluation import prequential_evaluation\n", + "from moa.streams import ConceptDriftStream\n", + "from capymoa.stream.drift import DriftStream\n", + "from capymoa.evaluation.visualization import plot_windowed_results\n", + "from capymoa.classifier import (\n", + " HoeffdingTree,\n", + " HoeffdingAdaptiveTree,\n", + " KNN,\n", + " NaiveBayes,\n", + " AdaptiveRandomForestClassifier,\n", + " StreamingRandomPatches,\n", + ")\n", + "\n", + "# Setup the data streams for our experiments:\n", + "stream = Electricity()\n", + "drift_stream = DriftStream(\n", + " moa_stream=ConceptDriftStream(),\n", + " CLI=\"\"\"\n", + " -s (generators.AgrawalGenerator -f 1) \n", + " -d (ConceptDriftStream \n", + " -s (generators.AgrawalGenerator -f 2)\n", + " -d (ConceptDriftStream -s (generators.AgrawalGenerator -f 3) \n", + " -d (generators.AgrawalGenerator -f 4) -p 30000 -w 0)\n", + " -p 20000 -w 0) \n", + " -p 10000 \n", + " -w 0\n", + "\"\"\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def print_summary(label: str, results):\n", + " print(\n", + " f\"{label.ljust(10)} Cumulative accuracy = {results.accuracy():.2f}, \"\n", + " f\"wall-clock time: {results.wallclock():.3f}\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9.1 Custom Model Selection\n", + "\n", + "In this section we manually define a method to select the best model based on\n", + "its accuracy on a given stream. First we define a list of models to be tried\n", + "and then we iterate over the stream to train and evaluate each model. The\n", + "model with the highest accuracy is selected as the best model." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Define a generic adaptive learning function\n", + "def stream_learning_model_selection(model_list, window_size, max_instances):\n", + " best_accuracy = 0 # The best accuracy score\n", + " all_results = {}\n", + " for model in model_list:\n", + " results = prequential_evaluation(\n", + " stream=stream,\n", + " learner=model,\n", + " window_size=window_size,\n", + " max_instances=max_instances,\n", + " )\n", + " all_results[model] = results\n", + " if results.cumulative.accuracy() > best_accuracy:\n", + " best_accuracy = results.cumulative.accuracy()\n", + " model_b = model\n", + "\n", + " print_summary(f\"Best ({model_b})\", all_results[model_b])\n", + " return all_results" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best (StreamingRandomPatches) Cumulative accuracy = 90.56, wall-clock time: 0.404\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Code to select the best performing model\n", + "schema = stream.get_schema()\n", + "ht = HoeffdingTree(schema)\n", + "knn = KNN(schema)\n", + "arf = AdaptiveRandomForestClassifier(schema, ensemble_size=5)\n", + "srp = StreamingRandomPatches(schema, ensemble_size=5)\n", + "nb = NaiveBayes(schema)\n", + "model_list = [ht, knn, arf, srp, nb]\n", + "\n", + "all_res = stream_learning_model_selection(model_list, 1000, 5000)\n", + "plot_windowed_results(*all_res.values(), metric=\"accuracy\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9.2 AutoML\n", + "\n", + "The following example shows how to use the AutoClass algorithm using CapyMOA.\n", + "\n", + "* ``base_classifiers`` is a list of classifier class types that will be candidates\n", + " for the AutoML algorithm. The AutoML algorithm will select the best classifier\n", + " based on its performance on the stream.\n", + "\n", + "* ``configuration_json`` is a json file that contains the configuration for the\n", + " AutoML algorithm. An example of the configuration file is shown below:\n", + "\n", + "\n", + "*Maroua Bahri, Nikolaos Georgantas. Autoclass: Automl for data stream\n", + "classification. In BigData, IEEE, 2023. https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10386362*" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + "\n", + " \"windowSize\" : 1000,\n", + " \"ensembleSize\" : 10,\n", + " \"newConfigurations\" : 10,\n", + " \"keepCurrentModel\" : true,\n", + " \"lambda\" : 0.05,\n", + " \"preventAlgorithmDeath\" : true,\n", + " \"keepGlobalIncumbent\" : true,\n", + " \"keepAlgorithmIncumbents\" : true,\n", + " \"keepInitialConfigurations\" : true,\n", + " \"useTestEnsemble\" : true,\n", + " \"resetProbability\" : 0.01,\n", + " \"numberOfCores\" : 1,\n", + " \"performanceMeasureMaximisation\": true,\n", + "\n", + " \"algorithms\": [\n", + " {\n", + " \"algorithm\": \"moa.classifiers.lazy.kNN\",\n", + " \"parameters\": [\n", + " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", + " ]\n", + " }\n", + " ,\n", + " {\n", + " \"algorithm\": \"moa.classifiers.trees.HoeffdingTree\",\n", + " \"parameters\": [\n", + " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", + " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", + " ]\n", + " }\n", + " ,\n", + " {\n", + " \"algorithm\": \"moa.classifiers.lazy.kNNwithPAWandADWIN\",\n", + " \"parameters\": [\n", + " {\"parameter\": \"k\", \"type\":\"integer\", \"value\":10, \"range\":[2,30]}\n", + " ]\n", + " }\n", + " ,\n", + " {\n", + " \"algorithm\": \"moa.classifiers.trees.HoeffdingAdaptiveTree\",\n", + " \"parameters\": [\n", + " {\"parameter\": \"g\", \"type\":\"integer\", \"value\":200, \"range\":[10, 200]},\n", + " {\"parameter\": \"c\", \"type\":\"float\", \"value\":0.01, \"range\":[0, 1]}\n", + " ]\n", + " }\n", + "\n", + " ]\n", + "}\n", + "\n" + ] + } + ], + "source": [ + "with open(\"./settings_autoclass.json\", \"r\") as f:\n", + " settings = f.read()\n", + " print(settings)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AutoClass Cumulative accuracy = 88.52, wall-clock time: 23.960\n" + ] + } + ], + "source": [ + "from capymoa.evaluation import prequential_evaluation\n", + "from capymoa.automl import AutoClass\n", + "\n", + "max_instances = 20000\n", + "window_size = 2500\n", + "\n", + "schema = stream.get_schema()\n", + "autoclass = AutoClass(\n", + " schema=schema,\n", + " configuration_json=\"./settings_autoclass.json\",\n", + " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", + ")\n", + "results_autoclass = prequential_evaluation(\n", + " stream=stream,\n", + " learner=autoclass,\n", + " window_size=window_size,\n", + " max_instances=max_instances,\n", + ")\n", + "print_summary(\"AutoClass\", results_autoclass)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We compare the performance of the AutoML algorithm against basic\n", + "classifiers:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HT Cumulative accuracy = 85.61, wall-clock time: 0.094\n", + "HAT Cumulative accuracy = 87.08, wall-clock time: 0.134\n", + "KNN Cumulative accuracy = 85.47, wall-clock time: 1.422\n", + "NB Cumulative accuracy = 77.23, wall-clock time: 0.050\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ht = HoeffdingTree(schema)\n", + "hat = HoeffdingAdaptiveTree(schema)\n", + "knn = KNN(schema)\n", + "nb = NaiveBayes(schema)\n", + "\n", + "results_ht = prequential_evaluation(\n", + " stream, ht, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_hat = prequential_evaluation(\n", + " stream, hat, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_knn = prequential_evaluation(\n", + " stream, knn, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_nb = prequential_evaluation(\n", + " stream, nb, window_size=window_size, max_instances=max_instances\n", + ")\n", + "\n", + "print_summary(\"HT\", results_ht)\n", + "print_summary(\"HAT\", results_hat)\n", + "print_summary(\"KNN\", results_knn)\n", + "print_summary(\"NB\", results_nb)\n", + "plot_windowed_results(\n", + " results_ht,\n", + " results_knn,\n", + " results_hat,\n", + " results_nb,\n", + " results_autoclass,\n", + " metric=\"accuracy\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9.3 AutoML with Concept Drift\n", + "\n", + "We test the same algorithms on a data stream with simulated concept drift:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HT Cumulative accuracy = 78.82, wall-clock time: 0.198\n", + "HAT Cumulative accuracy = 78.24, wall-clock time: 0.174\n", + "KNN Cumulative accuracy = 67.14, wall-clock time: 4.366\n", + "NB Cumulative accuracy = 60.29, wall-clock time: 0.055\n", + "AutoClass Cumulative accuracy = 84.84, wall-clock time: 60.880\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from capymoa.evaluation import prequential_evaluation\n", + "from capymoa.automl import AutoClass\n", + "\n", + "max_instances = 40000\n", + "window_size = 4000\n", + "\n", + "ht = HoeffdingTree(schema=drift_stream.get_schema())\n", + "hat = HoeffdingAdaptiveTree(schema=drift_stream.get_schema())\n", + "knn = KNN(schema=drift_stream.get_schema())\n", + "nb = NaiveBayes(schema=drift_stream.get_schema())\n", + "autoclass = AutoClass(\n", + " schema=drift_stream.get_schema(),\n", + " configuration_json=\"./settings_autoclass.json\",\n", + " base_classifiers=[KNN, HoeffdingAdaptiveTree, HoeffdingTree],\n", + ")\n", + "\n", + "results_ht = prequential_evaluation(\n", + " drift_stream, ht, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_hat = prequential_evaluation(\n", + " drift_stream, hat, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_knn = prequential_evaluation(\n", + " drift_stream, knn, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_nb = prequential_evaluation(\n", + " drift_stream, nb, window_size=window_size, max_instances=max_instances\n", + ")\n", + "results_autoclass = prequential_evaluation(\n", + " drift_stream, autoclass, window_size=window_size, max_instances=max_instances\n", + ")\n", + "\n", + "print_summary(\"HT\", results_ht)\n", + "print_summary(\"HAT\", results_hat)\n", + "print_summary(\"KNN\", results_knn)\n", + "print_summary(\"NB\", results_nb)\n", + "print_summary(\"AutoClass\", results_autoclass)\n", + "plot_windowed_results(\n", + " results_ht,\n", + " results_knn,\n", + " results_hat,\n", + " results_nb,\n", + " results_autoclass,\n", + " metric=\"accuracy\",\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/settings_autoclass.json b/notebooks/settings_autoclass.json index a0219211..ec26fb3d 100644 --- a/notebooks/settings_autoclass.json +++ b/notebooks/settings_autoclass.json @@ -19,7 +19,6 @@ "algorithm": "moa.classifiers.lazy.kNN", "parameters": [ {"parameter": "k", "type":"integer", "value":10, "range":[2,30]} - // {"parameter": "w", "type":"integer", "value":1000, "range":[500,2000]} ] } , @@ -35,8 +34,6 @@ "algorithm": "moa.classifiers.lazy.kNNwithPAWandADWIN", "parameters": [ {"parameter": "k", "type":"integer", "value":10, "range":[2,30]} - // {"parameter": "w", "type":"numeric", "value":1000, "range":[1000,5000]}, - //{"parameter": "m", "type":"boolean", "value":"false"} ] } ,