{ "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-docs/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 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", "# 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 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": "2024-07-11T15:18:24.868380Z", "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: 0.7828 , 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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", 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" ] }, "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 sample the instance 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": "Python 3.8.13 ('scikit-activeml_new')", "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 }