{ "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.github.io/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": "skaml", "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }