{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Batch Stream Active Learning with Pool-based Query Strategies" ] }, { "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//21_stream_batch_with_pool_al.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": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we will show how pool-based active learning strategies can be used in stream environments by processing the incoming data in batches." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:40:00.555338Z", "start_time": "2024-07-11T16:39:57.151982Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import sklearn.datasets\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy.ndimage import gaussian_filter1d\n", "from skactiveml.classifier import ParzenWindowClassifier\n", "from skactiveml.pool import RandomSampling, UncertaintySampling, ProbabilisticAL, CostEmbeddingAL, EpistemicUncertaintySampling\n", "from skactiveml.utils import call_func, MISSING_LABEL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize Batch Stream Parameters\n", "Before the experiments can start, we need to construct a random data set. For this, we specify the necessary parameters in the cell below. We specify the length of the data stream (stream_length) and the size of the sliding window that defines the available training data (training_size). To create the stream environment, we define the size for each batch (stream_batch_size) and the number of acquisitions within a batch (query_batch_size)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:40:00.581475Z", "start_time": "2024-07-11T16:40:00.559422Z" } }, "outputs": [], "source": [ "# number of instances that are provided to the classifier\n", "init_train_length = 10\n", "# the length of the data stream\n", "stream_length = 5000\n", "# the size of the sliding window that limits the training data\n", "training_size = 1000\n", "# define the size for each batch\n", "stream_batch_size = 10\n", "# define the number of acquisitions within a batch\n", "query_batch_size = 1\n", "# number of classes\n", "n_classes = 2\n", "# list of all available classes\n", "classes = [c for c in range(n_classes)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Seed Generation\n", "To make the experiments repeatable, we will use the random_state object to generate all other random seeds, such that we only need to explicitly specify a single random seed. The get_randomseed function simplifies the generation of a new random seed using the random_state object." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:40:00.608514Z", "start_time": "2024-07-11T16:40:00.586343Z" } }, "outputs": [], "source": [ "# random state that is used to generate random seeds\n", "random_state = np.random.RandomState(0)\n", "\n", "def get_randomseed(random_state):\n", " return random_state.randint(2**31-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate And Initialize Data Set\n", "The next block initializes the tested data set. We use `scikit-learn` to generate a random dataset with our pre-defined stream length. The data set consists of multiple parts. X represents the location of the instance within the feature space. The class for each instance is denoted by y. \n", "For models that need at least some initial training data, we generate samples to train an initial model. These are denoted by the suffix \"_init\", while all data used within the active learning cycle are denoted by the suffix \"_stream\". For this notebook we evaluate the performance of each query strategy using Prequential Evaluation. If a hold-out test dataset is used, it should be initialized here as well." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:40:00.659444Z", "start_time": "2024-07-11T16:40:00.613055Z" } }, "outputs": [], "source": [ "X, y_centers = sklearn.datasets.make_blobs(\n", " n_samples=init_train_length + stream_length,\n", " centers=30,\n", " random_state=get_randomseed(random_state),\n", " shuffle=True)\n", "y = y_centers % 2\n", "X_init = X[:init_train_length, :]\n", "y_init = y[:init_train_length]\n", "X_stream = X[init_train_length:, :]\n", "y_stream = y[init_train_length:]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], c=y)\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.title('Data set');\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize Query Strategies\n", "Next, we initialize the classifier and the query strategies that we want to compare. To guarantee that the classifier is not affected by previous repetitions, we use factory functions to separate the classifier for each experiment run." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:40:00.680015Z", "start_time": "2024-07-11T16:40:00.669096Z" } }, "outputs": [], "source": [ "clf_dict = {'ParzenWindowClassifier' : lambda: ParzenWindowClassifier(classes=classes, random_state=get_randomseed(random_state))}\n", "query_strategies = {\n", " 'RandomSampling': RandomSampling(random_state=get_randomseed(random_state)),\n", " 'UncertaintySampling': UncertaintySampling(random_state=get_randomseed(random_state)),\n", " 'ProbabilisticAL': ProbabilisticAL(random_state=get_randomseed(random_state)),\n", " 'EpistemicUncertaintySampling': EpistemicUncertaintySampling(random_state=get_randomseed(random_state)),\n", " 'CostEmbeddingAL': CostEmbeddingAL(classes=classes, random_state=get_randomseed(random_state)),\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Start Active Learning Cycle\n", "After all variables are initialized, we can start the experiment. The experiment loop below goes through all query strategies defined by query_strategies. For each experiment run, the average accuracy of the selected query strategies will be displayed. Lastly, the accuracy over time will be plotted." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T16:44:49.436566Z", "start_time": "2024-07-11T16:40:00.684257Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Query Strategy: RandomSampling, Avg Accuracy: 0.806, Acquisation count: 500\n", "Query Strategy: UncertaintySampling, Avg Accuracy: 0.653, Acquisation count: 500\n", "Query Strategy: ProbabilisticAL, Avg Accuracy: 0.7994, Acquisation count: 500\n", "Query Strategy: EpistemicUncertaintySampling, Avg Accuracy: 0.8154, Acquisation count: 500\n", "Query Strategy: CostEmbeddingAL, Avg Accuracy: 0.796, Acquisation count: 500\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for query_strategy_name, query_strategy in query_strategies.items():\n", " for clf_name, clf_factory in clf_dict.items():\n", " clf = clf_factory()\n", " # initializing the training data\n", " X_train = np.array(X_init)\n", " y_train = np.array(y_init)\n", " # fit initial data\n", " clf.fit(X_train, y_train)\n", " # initialize the list that stores the result of the classifier's prediction\n", " correct_classifications = []\n", " count = 0\n", " for t in range(len(X_init)-1, len(X)-1, stream_batch_size):\n", " # create batch samples\n", " index_cand = np.arange(t, t+stream_batch_size)\n", " X_cand = X[index_cand]\n", " y_cand_true = y[index_cand]\n", " # add X_cand to X_train\n", " X_train = np.concatenate([X_train, X_cand])\n", " # initialize new y_cand with MISSING_LABEL\n", " y_cand = np.full(shape=y_cand_true.shape, fill_value=MISSING_LABEL)\n", " # add labels to y_train\n", " y_train = np.concatenate([y_train, y_cand])\n", " correct_classifications.extend(clf.predict(X_cand) == y_cand_true)\n", " X_train_array = np.array(X_train).reshape([len(X_train), X_cand.shape[1]])\n", " # train the classifier\n", " clf.fit(X_train, y_train)\n", " # check whether to sample the instance or not. call_func is used since a classifier is not needed for RandomSampling\n", " sampled_indices = call_func(query_strategy.query, candidates=index_cand, clf=clf, X=X_train_array, y=y_train, batch_size=query_batch_size, fit_clf=False)\n", " # count the number of queries\n", " count += len(sampled_indices)\n", " # set queried y_cand to true label\n", " y_train[sampled_indices] = y_cand_true[[s-len(y_train)+stream_batch_size for s in sampled_indices]]\n", " # calculate and show the average accuracy\n", " print(f\"Query Strategy: {query_strategy_name}, Avg Accuracy: {np.mean(correct_classifications)}, Acquisation count:\", count)\n", " # smoothing the accuracy for plotting\n", " plt.plot(gaussian_filter1d(np.array(correct_classifications, dtype=float), 50), label=query_strategy_name)\n", "plt.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.11 ('al_forgetting_cd')", "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" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "1ad2ca935fbea0d9bf389f1dd2f14787189f4d2392acb23055431f1a2538c2e0" } } }, "nbformat": 4, "nbformat_minor": 2 }