{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "a48e9306-f459-4d8a-8608-9bd71a7600ae", "metadata": {}, "source": [ "# Parallel Ensembles\n", "\n", "This notebook is aimed at showing how to use the parallel and mini-batch variants of the ensembles.\n", "\n", "* Examples of all the parallel ensembles available.\n", "* Examples on how to use the parallel versions.\n", "* Example of the trade-off between runtime and accuracy when using the parallel ensembles.\n", "\n", "Please note that this notebook may take a while to execute as it processes hundreds of thousands of instances with ensembles of up to 100 learners.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found in* https://www.capymoa.org\n", "\n", "**last update on 25/07/2024**" ] }, { "cell_type": "markdown", "id": "d2bb536e-4716-48fe-bf9b-05455b9e5a85", "metadata": {}, "source": [ "## 1. Using the most basic bagging ensemble\n", "\n", "* **CapyMOA chooses between the standard and the mini-batch version behind the curtains based on the parameter configuration used**\n", "\n", "* For more information about the parallel ensembles please refer to the following references: \n", "\n", "`G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, Improving the performance of bagging ensembles for data streams through mini-batching, Information Sciences,Volume 580, 2021, Pages 260-282, ISSN 0020-0255, https://doi.org/10.1016/j.ins.2021.08.085.`\n", "\n", "`G. Cassales, H. M. Gomes, A. Bifet, B. Pfahringer and H. Senger, \"Balancing Performance and Energy Consumption of Bagging Ensembles for the Classification of Data Streams in Edge Computing,\" in IEEE Transactions on Network and Service Management, vol. 20, no. 3, pp. 3038-3054, Sept. 2023, doi: 10.1109/TNSM.2022.3226505.`" ] }, { "cell_type": "code", "execution_count": 1, "id": "3d1a9e23-a272-4c01-ab9b-e7f3ec5f7395", "metadata": {}, "outputs": [], "source": [ "from capymoa.datasets import Covtype\n", "from capymoa.classifier import OnlineBagging\n", "from capymoa.evaluation import prequential_evaluation\n", "from capymoa.evaluation.visualization import plot_windowed_results\n", "\n", "cover = Covtype()\n", "\n", "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=10)\n", "ozabag_mb_parallel = OnlineBagging(schema=cover.schema, ensemble_size=10, minibatch_size=25, number_of_jobs=5)\n", "\n", "max_instances = 100000\n", "window_size = 5000" ] }, { "cell_type": "code", "execution_count": 2, "id": "3b68b03a", "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# This cell is configured to be hidden on capymoa.org because it is used to\n", "# shorten the duration of the notebook for automated testing purposes.\n", "# See: https://nbsphinx.readthedocs.io/en/0.9.3/hidden-cells.html\n", "from os import environ\n", "if environ.get(\"NB_FAST\", False):\n", " scale = 1/100\n", " max_instances = int(max_instances * scale)\n", " window_size = int(window_size * scale)" ] }, { "cell_type": "markdown", "id": "2cc119dd", "metadata": {}, "source": [ "### 1.1 Understanding the parameters\n", "\n", "- Since we used different parameters in the constructor call, each instace references a different object\n", "\t- sequential: note the CLI help only mention `baseLearner` and `ensembleSize`\n", "\t- parallel: note the extra parameters `numCores` and `batchSize`\n", "- Setting the parallel parameters on the constructor call will make it a minibatch parallel ensemble." ] }, { "cell_type": "code", "execution_count": 3, "id": "f8cce492", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "\n" ] } ], "source": [ "print(ozabag_sequential.CLI_help())" ] }, { "cell_type": "code", "execution_count": 4, "id": "44663fbf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-l baseLearner (default: trees.HoeffdingTree)\n", "Classifier to train.\n", "-s ensembleSize (default: 10)\n", "The number of models in the bag.\n", "-c numCores (default: 1)\n", "The amount of CPU Cores used for multi-threading\n", "-b batchSize (default: 1)\n", "The amount of instances the classifier should buffer before training.\n", "\n" ] } ], "source": [ "print(ozabag_mb_parallel.CLI_help())" ] }, { "cell_type": "markdown", "id": "c2d0c1ae", "metadata": {}, "source": [ "### 1.2 Example comparing sequential and parallel" ] }, { "cell_type": "code", "execution_count": 5, "id": "6608ef14", "metadata": {}, "outputs": [], "source": [ "result_seq = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq.learner = \"OnlineBagging(Seq)\"\n", "result_par.learner = \"OnlineBagging(Par)\"" ] }, { "cell_type": "markdown", "id": "b4bff3fc", "metadata": {}, "source": [ "- Note that the minibatch approach creates a divergence in the results for two reasons:\n", "\t1) it uses local random generators instead of a global one;\n", "\t2) the mini-batch defers the model update by a few instances which causes differences in the predictions;\n", "- On the bright side, it decreases runtime" ] }, { "cell_type": "code", "execution_count": 6, "id": "4c0aa846", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.59299999999999\n", "wallclock = 14.420491933822632 seconds\n", "\n", "Cumulative accuracy = 83.722\n", "wallclock = 16.50005578994751 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq, result_par, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "fc004980", "metadata": {}, "source": [ "### 1.3 Increasing the ensemble size\n", "- Ensembles with more learners will get a bigger decrease in processing time.\n", "- Let's see the difference when using 100 classifiers" ] }, { "cell_type": "code", "execution_count": 8, "id": "f08e7ba3", "metadata": {}, "outputs": [], "source": [ "ozabag_sequential = OnlineBagging(schema=cover.schema, ensemble_size=100)\n", "ozabag_mb_parallel = OnlineBagging(\n", " schema=cover.schema, ensemble_size=100, minibatch_size=25, number_of_jobs=5\n", ")\n", "result_seq100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_sequential,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "result_par100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ozabag_mb_parallel,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "result_seq100.learner = \"OnlineBagging100(Seq)\"\n", "result_par100.learner = \"OnlineBagging100(Par)\"" ] }, { "cell_type": "code", "execution_count": 10, "id": "11c2c15a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cumulative accuracy = 84.99600000000001\n", "wallclock = 83.17345094680786 seconds\n", "\n", "Cumulative accuracy = 84.20299999999999\n", "wallclock = 45.908390283584595 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(f\"Cumulative accuracy = {result_seq100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq100['wallclock']} seconds\\n\")\n", "print(f\"Cumulative accuracy = {result_par100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par100['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq100, result_par100, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3c102052-1a19-4f30-b3d1-f0163cab6af0", "metadata": {}, "source": [ "## 2. Other variations\n", "\n", "- Sequential execution with the minibatch\n", "- Parallel execution of the incremental approach" ] }, { "cell_type": "code", "execution_count": 11, "id": "6ec20c8a", "metadata": {}, "outputs": [], "source": [ "mbSeq = OnlineBagging(schema=cover.get_schema(), ensemble_size=10, minibatch_size=25)\n", "incPar = OnlineBagging(\n", " schema=cover.get_schema(), ensemble_size=10, minibatch_size=1, number_of_jobs=5\n", ")\n", "result_mbSeq = prequential_evaluation(\n", " stream=cover, learner=mbSeq, window_size=window_size, max_instances=max_instances\n", ")\n", "result_incPar = prequential_evaluation(\n", " stream=cover, learner=incPar, window_size=window_size, max_instances=max_instances\n", ")\n", "\n", "result_mbSeq.learner = \"OnlineBagging(mb_seq)\"\n", "result_incPar.learner = \"OnlineBagging(inc_par)\"" ] }, { "cell_type": "markdown", "id": "be6442f6", "metadata": {}, "source": [ "- Incremental Sequential differs from Incremental Parallel because of the random sequences;\n", "- When compared among themselves, mini-batch parallel and mini-batch sequential (single-core) have the same accuracy, as their random sequences are initialized in the same way;\n", "- Incremental Parallel has the same random sequences as the Mini-batch versions, its improvement comes from making all the predictions with the most up-to-date model;\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "04be33ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Incremental Sequential \n", "Cumulative accuracy = 84.59299999999999\n", "wallclock = 14.420491933822632 seconds\n", "\n", "Mini-batch Parallel\n", "Cumulative accuracy = 83.722\n", "wallclock = 16.50005578994751 seconds\n", "\n", "Mini-batch Sequential\n", "Cumulative accuracy = 83.722\n", "wallclock = 8.330007076263428 seconds\n", "\n", "Incremental Parallel \n", "Cumulative accuracy = 84.391\n", "wallclock = 9.47192907333374 seconds\n", "\n" ] }, { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# decoupling the running and plotting to allow more flexibility\n", "print(\"Incremental Sequential \")\n", "print(f\"Cumulative accuracy = {result_seq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_seq['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Parallel\")\n", "print(f\"Cumulative accuracy = {result_par['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_par['wallclock']} seconds\\n\")\n", "print(\"Mini-batch Sequential\")\n", "print(f\"Cumulative accuracy = {result_mbSeq['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_mbSeq['wallclock']} seconds\\n\")\n", "print(\"Incremental Parallel \")\n", "print(f\"Cumulative accuracy = {result_incPar['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {result_incPar['wallclock']} seconds\\n\")\n", "plot_windowed_results(result_seq, result_par, result_mbSeq, result_incPar, metric=\"accuracy\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "55d070de-8697-4f98-a11b-eab4e3d5c281", "metadata": {}, "source": [ "## 3. More ensembles\n", "\n", "There are more mini-batch ensembles with parallelism implemented\n", "\n", "- AdaptiveRandomForest\n", "- LeveragingBagging\n", "- OzaBagAdwin" ] }, { "cell_type": "code", "execution_count": 17, "id": "0795a8a8", "metadata": {}, "outputs": [], "source": [ "from capymoa.classifier import (\n", " OnlineAdwinBagging,\n", " LeveragingBagging,\n", " AdaptiveRandomForestClassifier,\n", ")\n", "\n", "ob_adwin = OnlineAdwinBagging(schema=cover.get_schema(), ensemble_size=30)\n", "lb = LeveragingBagging(schema=cover.get_schema(), ensemble_size=30)\n", "arf = AdaptiveRandomForestClassifier(schema=cover.get_schema(), ensemble_size=30)\n", "\n", "results_ob_adwin = prequential_evaluation(\n", " stream=cover, learner=ob_adwin, window_size=window_size, max_instances=max_instances\n", ")\n", "results_lb = prequential_evaluation(\n", " stream=cover, learner=lb, window_size=window_size, max_instances=max_instances\n", ")\n", "results_arf = prequential_evaluation(\n", " stream=cover, learner=arf, window_size=window_size, max_instances=max_instances\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "eb64cf4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy OnlineBagging with ADWIN: 87.63300000000001\n", "Accuracy Leveraging OnlineBagging: 92.55499999999999\n", "Accuracy AdaptiveRandomForest: 93.822\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f\"Accuracy {results_ob_adwin['learner']}: {results_ob_adwin['cumulative'].accuracy()}\")\n", "print(f\"Accuracy {results_lb['learner']}: {results_lb['cumulative'].accuracy()}\")\n", "print(f\"Accuracy {results_arf['learner']}: {results_arf['cumulative'].accuracy()}\")\n", "\n", "plot_windowed_results(results_ob_adwin, results_lb, results_arf, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "3cd51294", "metadata": {}, "source": [ "## 4. Mini-batch size impact\n", "\n", "* The greater the mini-batch size the greater the impact on performance (both good and bad)\n", "* Although this behavior can fluctuate during the stream, at the end it is expected that larger mini-batches have slightly smaller runtime and slightly worse accuracy \n", "\t* It becomes slightly faster due to the reuse of data structures in the higher memory hierarchy\n", "\t* Predictions are slightly worse due to the larger number of instances predicted with the \"outdated\" model \n", "\t\t* Especially in the case of concept drifts, which suffer from the delay in detection and reset of the classifier\n", "\t" ] }, { "cell_type": "code", "execution_count": 19, "id": "05500e74", "metadata": {}, "outputs": [], "source": [ "ob_adwin_mb50 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=50, number_of_jobs=5\n", ")\n", "ob_adwin_mb100 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=100, number_of_jobs=5\n", ")\n", "ob_adwin_mb500 = OnlineAdwinBagging(\n", " schema=cover.get_schema(), ensemble_size=30, minibatch_size=500, number_of_jobs=5\n", ")\n", "\n", "results_ob_adwin_mb50 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb50,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb100 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb100,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "results_ob_adwin_mb500 = prequential_evaluation(\n", " stream=cover,\n", " learner=ob_adwin_mb500,\n", " window_size=window_size,\n", " max_instances=max_instances,\n", ")\n", "\n", "results_ob_adwin_mb50.learner = \"Mini-batch size 50\"\n", "results_ob_adwin_mb100.learner = \"Mini-batch size 100\"\n", "results_ob_adwin_mb500.learner = \"Mini-batch size 500\"" ] }, { "cell_type": "code", "execution_count": 20, "id": "ae4f018b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy None: 85.038\n", "wallclock = 14.015994787216187 seconds\n", "\n", "Accuracy None: 85.955\n", "wallclock = 13.435463190078735 seconds\n", "\n", "Accuracy None: 84.969\n", "wallclock = 13.590957880020142 seconds\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f\"Accuracy {results_ob_adwin_mb50['experiment_id']}: {results_ob_adwin_mb50['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {results_ob_adwin_mb50['wallclock']} seconds\\n\")\n", "print(f\"Accuracy {results_ob_adwin_mb100['experiment_id']}: {results_ob_adwin_mb100['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {results_ob_adwin_mb100['wallclock']} seconds\\n\")\n", "print(f\"Accuracy {results_ob_adwin_mb500['experiment_id']}: {results_ob_adwin_mb500['cumulative'].accuracy()}\")\n", "print(f\"wallclock = {results_ob_adwin_mb500['wallclock']} seconds\\n\")\n", "\n", "plot_windowed_results(results_ob_adwin_mb50, results_ob_adwin_mb100, results_ob_adwin_mb500, metric=\"accuracy\")" ] } ], "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 }