{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Pool-based Active Learning - Simple Evaluation Study" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **_Google Colab Note:_** If the notebook fails to run after installing the needed packages, try to restart the runtime (Ctrl + M) under Runtime -> Restart session.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/scikit-activeml/scikit-activeml-docs/blob/gh-pages/latest/generated/tutorials_colab//04_pool_simple_evaluation_study.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Notebook Dependencies**\n", "\n", "Uncomment the following cells to install all dependencies for this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install scikit-activeml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "The main purpose of this tutorial is to show how a simple comparison study can be realized using `scikit-activeml`. For this experiment, we use a repeated K-fold Cross-validation to evaluate the query strategies using two different classifiers. Our main focus is cleanly separating the repetitions, proper handling of random states and separation of test and training data. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.gaussian_process import GaussianProcessClassifier\n", "from sklearn.datasets import make_blobs\n", "from sklearn.model_selection import StratifiedKFold, KFold\n", "\n", "from skactiveml.classifier import SklearnClassifier, ParzenWindowClassifier\n", "from skactiveml.pool import UncertaintySampling, ProbabilisticAL, RandomSampling\n", "from skactiveml.utils import call_func, MISSING_LABEL\n", "\n", "import warnings\n", "mlp.rcParams[\"figure.facecolor\"] = \"white\"\n", "warnings.filterwarnings(\"ignore\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Random Seed Management\n", "To guarantee that the experiment is reproducible, we have to set the random states for all components that might use one. To simplify this, we make all random seeds dependent of a single fixed random state and use helper functions to generate new seeds and random states. Keep in mind that the `master_random_state` should only be used to create new random states or random seeds." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "master_random_state = np.random.RandomState(0)\n", "\n", "def gen_seed(random_state:np.random.RandomState):\n", " return random_state.randint(0, 2**31)\n", "\n", "def gen_random_state(random_state:np.random.RandomState):\n", " return np.random.RandomState(gen_seed(random_state))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Data Set Generation\n", "We generate a data set of 100 data points with two clusters from the `make_blobs` method of `scikit-learn`. This method also returns the true labels of each data point. In practice, however, we do not know these labels unless we ask an oracle. The labels are stored in `y_true`, which acts as an oracle." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_features = 2\n", "n_classes = 3\n", "n_centers_per_class = 10\n", "classes = np.arange(n_classes)\n", "X, centers = make_blobs(\n", " n_features=n_features, centers=n_classes*n_centers_per_class, n_samples=400,\n", " random_state=gen_seed(master_random_state))\n", "y_true = centers % n_classes\n", "bound = [[min(X[:, 0]), min(X[:, 1])], [max(X[:, 0]), max(X[:, 1])]]\n", "plt.scatter(X[:, 0], X[:, 1], c=y_true, cmap='jet')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.title('Data set');" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Classification Models and Query Strategies\n", "We handle the creation of classifiers and query strategies using factory functions to simplify the separation of classifiers and query strategies across repetitions and folds." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "classifier_factory_functions = {\n", " 'ParzenWindowClassifier': lambda classes, random_state: ParzenWindowClassifier(\n", " classes=classes,\n", " random_state=gen_seed(random_state),\n", " metric='rbf',\n", " metric_dict={'gamma':'mean'}\n", " ),\n", " 'GaussianProcessClassifier': lambda classes, random_state: SklearnClassifier(\n", " GaussianProcessClassifier(random_state=gen_seed(random_state)),\n", " classes=classes,\n", " random_state=gen_seed(random_state)\n", " )\n", "}\n", "\n", "query_strategy_factory_functions = {\n", " 'RandomSampling': lambda random_state: RandomSampling(random_state=gen_seed(random_state)),\n", " 'UncertaintySampling': lambda random_state: UncertaintySampling(random_state=gen_seed(random_state)),\n", " 'ProbabilisticAL': lambda random_state: ProbabilisticAL(random_state=gen_seed(random_state), metric='rbf')\n", "}\n", "\n", "def create_classifier(name, classes, random_state):\n", " return classifier_factory_functions[name](classes, random_state)\n", "\n", "def create_query_strategy(name, random_state):\n", " return query_strategy_factory_functions[name](random_state)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Experiment Parameters" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "For this experiment, we need to define how the strategies should be compared against one another. As we want to use a repeated K-Fold Cross-validation, we need to define the number of repetitions (`n_reps`), the number of folds (`n_folds`) and the number of queries within each fold. Furthermore, we have the option of using stratified Cross-validation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "n_reps = 10\n", "n_folds = 5\n", "n_cycles = 50\n", "use_stratified = True\n", "classifier_names = classifier_factory_functions.keys()\n", "query_strategy_names = query_strategy_factory_functions.keys()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Experiment Loop" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The actual experiment loops over all query strategy and classifier combinations. The average accuracy over the test set is recorded for each cycle and stored in the `results` dictionary." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "results = {}\n", "kfold_class = StratifiedKFold if use_stratified else KFold\n", "\n", "for clf_name in classifier_names:\n", " for qs_name in query_strategy_names:\n", " accuracies = np.full((n_reps, n_folds, n_cycles), np.nan)\n", " for i_rep in range(n_reps):\n", " kf = kfold_class(n_splits=n_folds, shuffle=True, random_state=gen_seed(master_random_state))\n", " for i_fold, (train_idx, test_idx) in enumerate(kf.split(X, y_true)):\n", " X_test = X[test_idx]\n", " y_test = y_true[test_idx]\n", "\n", " X_train = X[train_idx]\n", " y_train_true = y_true[train_idx]\n", " y_train = np.full(shape=y_train_true.shape, fill_value=MISSING_LABEL)\n", "\n", " clf = create_classifier(clf_name, classes, gen_random_state(master_random_state))\n", " qs = create_query_strategy(qs_name, gen_random_state(master_random_state))\n", "\n", " clf.fit(X_train, y_train)\n", " for c in range(n_cycles):\n", " query_idx = call_func(qs.query, X=X_train, y=y_train, clf=clf, batch_size=1)\n", " y_train[query_idx] = y_train_true[query_idx]\n", " clf.fit(X_train, y_train)\n", " accuracies[i_rep, i_fold, c] = clf.score(X_test, y_test)\n", " results[(clf_name, qs_name)] = accuracies" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Result Plotting\n", "We use learning curves to compare the strategies. For that, we plot the average accuracy (averaged over all repetitions and folds) relative to the number of queries. The error bars show the standard deviation for each curve. Furthermore, the legend shows the area under the learning curve, i.e., mean accuracy over all cycles." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for clf_name in classifier_names:\n", " for qs_name in query_strategy_names:\n", " key = (clf_name, qs_name)\n", " result = results[key]\n", " reshaped_result = result.reshape((-1, n_cycles))\n", " errorbar_mean = np.mean(reshaped_result, axis=0)\n", " errorbar_std = np.std(reshaped_result, axis=0)\n", " label = f\"({np.mean(errorbar_mean):.4f}) {qs_name}\"\n", " plt.plot(np.arange(n_cycles), errorbar_mean, label=label)\n", " plt.fill_between(np.arange(n_cycles), errorbar_mean-errorbar_std, errorbar_mean+errorbar_std, alpha=0.2)\n", " plt.title(clf_name)\n", " plt.legend(loc='lower right')\n", " plt.xlabel('cycle')\n", " plt.ylabel('accuracy')\n", " plt.show()" ] } ], "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": "3.11.9" }, "vscode": { "interpreter": { "hash": "5f7f39fe3328ce4c80050dfed4bc981a4accefc504063131eb9a2382ee31ded5" } } }, "nbformat": 4, "nbformat_minor": 4 }