{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stream-based Active Learning - Getting Started" ] }, { "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//20_stream_getting_started.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 stream-based active learning strategies are used and compared them to one another. We showcase the methods available in the `skactiveml` stream package. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T15:18:24.773500Z", "start_time": "2024-07-11T15:18:21.850317Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import sklearn.datasets\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "from collections import deque\n", "from scipy.ndimage import gaussian_filter1d\n", "from skactiveml.classifier import ParzenWindowClassifier\n", "from skactiveml.stream import StreamRandomSampling, PeriodicSampling\n", "from skactiveml.stream import (\n", " FixedUncertainty,\n", " VariableUncertainty,\n", " Split,\n", " StreamProbabilisticAL,\n", " StreamDensityBasedAL,\n", " CognitiveDualQueryStrategyRan,\n", " CognitiveDualQueryStrategyFixUn,\n", " CognitiveDualQueryStrategyRanVarUn,\n", " CognitiveDualQueryStrategyVarUn,\n", ")\n", "from skactiveml.utils import call_func\n", "mlp.rcParams[\"figure.facecolor\"] = \"white\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize 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`). Additionally, we define a parameter (`fit_clf`) to decide if `X` and `y` are needed and should be used." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T15:18:24.797205Z", "start_time": "2024-07-11T15:18:24.778240Z" } }, "outputs": [], "source": [ "# number of samples 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", "# the parameter dedicated to decide if the classifier needs to be refited with X and y.\n", "fit_clf = False" ] }, { "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": "2024-07-11T15:18:24.814478Z", "start_time": "2024-07-11T15:18:24.802013Z" } }, "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 sample within the feature space. The class for each sample 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": "2024-07-11T15:18:24.868380Z", "start_time": "2024-07-11T15:18:24.825836Z" } }, "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": { "ExecuteTime": { "end_time": "2024-07-11T15:18:25.523412Z", "start_time": "2024-07-11T15:18:24.871726Z" } }, "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 base 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. Since all query strategies have a default budget managager we use that for the sake of simplicity." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-07-11T15:18:25.544085Z", "start_time": "2024-07-11T15:18:25.526931Z" } }, "outputs": [], "source": [ "clf_factory = lambda: ParzenWindowClassifier(classes=[0,1], random_state=get_randomseed(random_state))\n", "query_strategies = {\n", " 'StreamRandomSampling': StreamRandomSampling(random_state=get_randomseed(random_state)),\n", " 'PeriodicSampler': PeriodicSampling(random_state=get_randomseed(random_state)),\n", " # 'FixedUncertainty': FixedUncertainty(random_state=get_randomseed(random_state)),\n", " # 'VariableUncertainty': VariableUncertainty(random_state=get_randomseed(random_state)),\n", " 'Split': Split(random_state=get_randomseed(random_state)),\n", " 'DBALStream': StreamDensityBasedAL(random_state=get_randomseed(random_state)),\n", " # 'CogDQSRan': CognitiveDualQueryStrategyRan(random_state=get_randomseed(random_state), force_full_budget=True),\n", " # 'CogDQSFixUn': CognitiveDualQueryStrategyFixUn(random_state=get_randomseed(random_state), force_full_budget=True),\n", " # 'CogDQSVarUn': CognitiveDualQueryStrategyVarUn(random_state=get_randomseed(random_state), force_full_budget=True),\n", " 'CogDQSRanVarUn': CognitiveDualQueryStrategyRanVarUn(random_state=get_randomseed(random_state), force_full_budget=True),\n", " 'StreamProbabilisticAL': StreamProbabilisticAL(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 in 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": "2024-07-11T15:22:53.486450Z", "start_time": "2024-07-11T15:18:25.546861Z" }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Query Strategy: StreamRandomSampling , Avg Accuracy: 0.7642 , Acquisition count: 498\n", "Query Strategy: PeriodicSampler , Avg Accuracy: 0.7764 , Acquisition count: 500\n", "Query Strategy: Split , Avg Accuracy: 0.7416 , Acquisition count: 522\n", "Query Strategy: DBALStream , Avg Accuracy: 0.773 , Acquisition count: 500\n", "Query Strategy: CogDQSRanVarUn , Avg Accuracy: 0.7834 , Acquisition count: 521\n", "Query Strategy: StreamProbabilisticAL , Avg Accuracy: 0.7966 , Acquisition count: 498\n" ] }, { "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", " clf = clf_factory()\n", " # initializing the training data\n", " X_train = deque(maxlen=training_size)\n", " X_train.extend(X_init)\n", " y_train = deque(maxlen=training_size)\n", " y_train.extend(y_init)\n", " # train the model with the initially available 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, (x_t, y_t) in enumerate(zip(X_stream, y_stream)):\n", " # create stream samples\n", " X_cand = x_t.reshape([1, -1])\n", " y_cand = y_t\n", " # train the classifier\n", " clf.fit(X_train, y_train)\n", " correct_classifications.append(clf.predict(X_cand)[0] == y_cand)\n", " # check whether to query the sample or not\n", " # call_func is used since a classifier is not needed for RandomSampling and PeriodicSampling\n", " sampled_indices, utilities = call_func(query_strategy.query, candidates=X_cand, clf=clf, return_utilities=True, fit_clf=fit_clf)\n", " # create budget_manager_param_dict for BalancedIncrementalQuantileFilter used by StreamProbabilisticAL\n", " budget_manager_param_dict = {\"utilities\": utilities}\n", " # update the query strategy and budget_manager to calculate the right budget\n", " call_func(query_strategy.update, candidates=X_cand, queried_indices=sampled_indices, budget_manager_param_dict=budget_manager_param_dict)\n", " # count the number of queries\n", " count += len(sampled_indices)\n", " # add X_cand to X_train\n", " X_train.append(x_t)\n", " # add label or missing_label to y_train\n", " y_train.append(y_cand if len(sampled_indices) > 0 else clf.missing_label)\n", " # calculate and show the average accuracy\n", " print(\"Query Strategy: \", query_strategy_name, \", Avg Accuracy: \", np.mean(correct_classifications), \", Acquisition count:\", count)\n", " plt.plot(gaussian_filter1d(np.array(correct_classifications, dtype=float), 50), label=query_strategy_name)\n", "plt.legend();" ] } ], "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 }