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January 11, 2022 20:11
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Benchmarking classification time-complexity of Oblique Forest against sklearn Random Forest\n", | |
| "\n", | |
| "The purpose of the notebook is to benchmark time-complexity of Oblique Forest against sklearn Random Forest on two different `max_features` settings, where first setting is a default values `sqrt` and the other is the most basic setting that only uses `1` feature." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Environment\n", | |
| "- Python 3.8.10\n", | |
| "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquetrees)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Import packages" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from sklearn.ensemble import ObliqueRandomForestClassifier\n", | |
| "from sklearn.ensemble import RandomForestClassifier\n", | |
| "import pickle\n", | |
| "from datetime import datetime\n", | |
| "import os\n", | |
| "\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import gc\n", | |
| "from datetime import datetime\n", | |
| "\n", | |
| "# to store the results\n", | |
| "scikit_classifier_results = []\n", | |
| "\n", | |
| "train_switch = True #pkl save toggle\n", | |
| "fig_switch = True #fig save toggle\n", | |
| "\n", | |
| "algos = ['RF', 'OF']\n", | |
| "\n", | |
| "mu_second = 0.0 + 10 ** 6 # number of microseconds in a second" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'2021-12-22'" | |
| ] | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "today = str(datetime.now().date())\n", | |
| "today" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## SPORF initialization" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def init(kw):\n", | |
| " clf_rf = RandomForestClassifier(**kw)\n", | |
| " clf_of = ObliqueRandomForestClassifier(**kw)\n", | |
| "\n", | |
| " return clf_rf, clf_of" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Tree Benchmarking for classification adapted from sklearn `main` and modified for oblique forest benchmarking" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def bench_scikit_tree_classifier(X, Y, kw, c=None):\n", | |
| " # adapted from sklearn `bench_tree.py`\n", | |
| "\n", | |
| " clf = init(kw=kw)[c]\n", | |
| "\n", | |
| " gc.collect()\n", | |
| "\n", | |
| " tstart = datetime.now()\n", | |
| " clf.fit(X, Y).predict(X)\n", | |
| " delta = datetime.now() - tstart\n", | |
| "\n", | |
| " scikit_classifier_results.append(delta.seconds + delta.microseconds / mu_second)\n", | |
| "\n", | |
| " return clf" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Parameterization is in reference to sklearn issue [#20819](https://github.com/scikit-learn/scikit-learn/issues/20819)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def run_test(n_samples=0, n=20, dim=10, step=5000, c=None, filename=None, train=True, switch=train_switch, kw=None):\n", | |
| " global scikit_classifier_results\n", | |
| "\n", | |
| " gc.collect() #without it, script crashes kernel after large enough sample size\n", | |
| "\n", | |
| " if not train:\n", | |
| " try:\n", | |
| " with open(filename, 'rb') as handle:\n", | |
| " scikit_classifier_results = pickle.load(handle)\n", | |
| " print(f'[{filename}] loaded')\n", | |
| " except Exception as e:\n", | |
| " print(e)\n", | |
| "\n", | |
| " return scikit_classifier_results\n", | |
| " \n", | |
| " scikit_classifier_results = []\n", | |
| "\n", | |
| " t_i = datetime.now()\n", | |
| "\n", | |
| " dim = dim\n", | |
| " n_classes = 10\n", | |
| " for i in range(n):\n", | |
| " n_samples += step\n", | |
| " X = np.random.randn(n_samples, dim)\n", | |
| " Y = np.random.randint(0, n_classes, (n_samples,))\n", | |
| " clf = bench_scikit_tree_classifier(X, Y, kw=kw, c=c)\n", | |
| "\n", | |
| " print(f'Total Runtime of {algos[c]} over {n} experiments: {datetime.now()-t_i}')\n", | |
| " \n", | |
| " if filename and switch:\n", | |
| " with open(filename, 'wb') as handle:\n", | |
| " pickle.dump(scikit_classifier_results, handle, protocol=pickle.HIGHEST_PROTOCOL)\n", | |
| "\n", | |
| " return scikit_classifier_results\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Get Average Depth of Trees" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def get_avg_tree_depth(clf):\n", | |
| " if not train:\n", | |
| " return\n", | |
| " for i, c in enumerate(clf):\n", | |
| " depth = [estimator.tree_.max_depth for estimator in c.estimators_]\n", | |
| " print(f'The average tree depth for {len(depth)} {algos[i]} trees is {np.mean(depth)}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Generate Figure" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def generate_fig(dim=10, fig_switch=True):\n", | |
| " fig, ax = plt.subplots(1,1, figsize=(20,5))\n", | |
| "\n", | |
| " xx = np.arange(step, n*step+step, step)\n", | |
| " ax.plot(xx, rf_result, marker='o', label='Random Forest')\n", | |
| " ax.plot(xx, of_result, marker='o', label='Oblique Forest')\n", | |
| "\n", | |
| " ax.set_xlabel('Number of Samples', fontsize=18)\n", | |
| " ax.set_ylabel('Runtime for Training (secs)', fontsize=18)\n", | |
| " ax.legend(fontsize='20')\n", | |
| " ax.set_title(f'Runtime Performance with {dim} dimensions', fontsize=18)\n", | |
| "\n", | |
| " #save figure\n", | |
| " if fig_switch:\n", | |
| " fig.savefig(f'{today}_runtime_performance_dim={dim}_kw={kw[\"max_features\"]}.jpg', bbox_inches='tight')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Run sklearn tree benchmark" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### benchmarking setting" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "n = 5 # number of experiments with sample size increment of `step`\n", | |
| "step = 1000000 #step size\n", | |
| "dim = [10, 100, 1000] #dim of the simulation\n", | |
| "saveDir = 'dat' #pickle save directory\n", | |
| "np.random.RandomState(12345) #random state\n", | |
| "train = True #training switch\n", | |
| "\n", | |
| "if not os.path.isdir(saveDir):\n", | |
| " os.mkdir(saveDir)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#### benchmark for RF, oblique decision tree and oblique forest" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Default case where `max_features` = 'sqrt'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "##############################\n", | |
| "Benchmarking with 10 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:01:02.968801\n", | |
| "Total Runtime of OF over 5 experiments: 0:01:00.161874\n", | |
| "The average tree depth for 100 RF trees is 53.67\n", | |
| "The average tree depth for 100 OF trees is 56.76\n", | |
| "##############################\n", | |
| "Benchmarking with 100 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:03:11.296577\n", | |
| "Total Runtime of OF over 5 experiments: 0:02:52.065588\n", | |
| "The average tree depth for 100 RF trees is 54.84\n", | |
| "The average tree depth for 100 OF trees is 54.62\n", | |
| "##############################\n", | |
| "Benchmarking with 1000 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:10:28.984668\n", | |
| "Total Runtime of OF over 5 experiments: 0:08:00.530520\n", | |
| "The average tree depth for 100 RF trees is 61.22\n", | |
| "The average tree depth for 100 OF trees is 58.8\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "kw = {'max_features':'sqrt'}\n", | |
| "\n", | |
| "for i in dim:\n", | |
| " print(f\"{'#' * 30}\\nBenchmarking with {i} dimension\\n{'#' * 30}\")\n", | |
| " tmp_clf = [0, 0]\n", | |
| " \n", | |
| " rf_result, tmp_clf[0] = run_test(n=n, dim=i, c=0, filename=f'{saveDir}/{today}_tree_benchmark_RF_dev_dim={i}_kw={kw[\"max_features\"]}.pkl', train=train, kw=kw)\n", | |
| " of_result, tmp_clf[1] = run_test(n=n, dim=i, c=1, filename=f'{saveDir}/{today}_tree_benchmark_OF_dev_dim={i}_kw={kw[\"max_features\"]}.pkl', train=train, kw=kw)\n", | |
| " \n", | |
| " get_avg_tree_depth(tmp_clf)\n", | |
| "\n", | |
| " generate_fig(dim=i, fig_switch=fig_switch)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Base case where `max_features` = 1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "##############################\n", | |
| "Benchmarking with 10 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:00:26.676841\n", | |
| "Total Runtime of OF over 5 experiments: 0:00:31.321908\n", | |
| "The average tree depth for 100 RF trees is 57.06\n", | |
| "The average tree depth for 100 OF trees is 56.36\n", | |
| "##############################\n", | |
| "Benchmarking with 100 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:00:27.356164\n", | |
| "Total Runtime of OF over 5 experiments: 0:00:32.522685\n", | |
| "The average tree depth for 100 RF trees is 55.72\n", | |
| "The average tree depth for 100 OF trees is 52.74\n", | |
| "##############################\n", | |
| "Benchmarking with 1000 dimension\n", | |
| "##############################\n", | |
| "Total Runtime of RF over 5 experiments: 0:00:31.808184\n", | |
| "Total Runtime of OF over 5 experiments: 0:00:41.125427\n", | |
| "The average tree depth for 100 RF trees is 54.51\n", | |
| "The average tree depth for 100 OF trees is 52.52\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1440x360 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "kw = {'max_features':1}\n", | |
| "\n", | |
| "for i in dim:\n", | |
| " print(f\"{'#' * 30}\\nBenchmarking with {i} dimension\\n{'#' * 30}\")\n", | |
| " tmp_clf = [0, 0]\n", | |
| " \n", | |
| " rf_result, tmp_clf[0] = run_test(n=n, dim=i, c=0, filename=f'{saveDir}/{today}_tree_benchmark_RF_dev_dim={i}_kw={kw[\"max_features\"]}.pkl', train=train, kw=kw)\n", | |
| " of_result, tmp_clf[1] = run_test(n=n, dim=i, c=1, filename=f'{saveDir}/{today}_tree_benchmark_OF_dev_dim={i}_kw={kw[\"max_features\"]}.pkl', train=train, kw=kw)\n", | |
| " \n", | |
| " get_avg_tree_depth(tmp_clf)\n", | |
| "\n", | |
| " generate_fig(dim=i, fig_switch=fig_switch)" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "interpreter": { | |
| "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" | |
| }, | |
| "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": "3.9.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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