{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Stream-based Active Learning with River"]}, {"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/1.0/generated/tutorials_colab//22_river_classifier.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 river"]}, {"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 compatibility between the the methods available in the `skactiveml` stream package and the `river` library. "]}, {"cell_type": "code", "execution_count": 2, "metadata": {"ExecuteTime": {"end_time": "2024-07-11T22:18:24.830195Z", "start_time": "2024-07-11T22:18:21.350682Z"}}, "outputs": [], "source": ["import numpy as np\n", "from collections import deque\n", "import sklearn\n", "import sklearn.datasets\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "from scipy.ndimage import gaussian_filter1d\n", "from skactiveml.classifier import SklearnClassifier, SlidingWindowClassifier\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", "from river.compat import River2SKLClassifier\n", "from river.forest import ARFClassifier\n", "\n", "mlp.rcParams[\"figure.facecolor\"] = \"white\"\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Initialize Stream Parameters\n", "Before the experiments can start, we need to construct an artificial 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": "2024-07-11T22:18:24.841931Z", "start_time": "2024-07-11T22:18:24.834495Z"}}, "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 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": "2024-07-11T22:18:24.860901Z", "start_time": "2024-07-11T22:18:24.845436Z"}}, "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 data set 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 data set is used, it should be initialized here as well."]}, {"cell_type": "code", "execution_count": 5, "metadata": {"ExecuteTime": {"end_time": "2024-07-11T22:18:24.885038Z", "start_time": "2024-07-11T22:18:24.868067Z"}}, "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": "2024-07-11T22:18:25.746419Z", "start_time": "2024-07-11T22:18:24.888260Z"}}, "outputs": [{"data": {"image/png": 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", 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"]}, "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 use the classifier we first need to convert the river classifier to an sklearn classifier by using their converter `River2SKLClassifier`. 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": "2024-07-11T22:18:25.769904Z", "start_time": "2024-07-11T22:18:25.749017Z"}}, "outputs": [], "source": ["classes = np.unique(y)\n", "clf_factory = lambda: SklearnClassifier(\n", " River2SKLClassifier(ARFClassifier()),\n", " random_state=get_randomseed(random_state),\n", " classes=classes)\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), metric=\"rbf\"),\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": "2024-07-11T22:21:00.068368Z", "start_time": "2024-07-11T22:18:25.773798Z"}}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Query Strategy: StreamRandomSampling , Avg Accuracy: 0.7474 , Acquisation count: 498\n", "Query Strategy: PeriodicSampler , Avg Accuracy: 0.716 , Acquisation count: 500\n", "Query Strategy: Split , Avg Accuracy: 0.751 , Acquisation count: 523\n", "Query Strategy: DBALStream , Avg Accuracy: 0.7368 , Acquisation count: 500\n", "Query Strategy: CogDQSRanVarUn , Avg Accuracy: 0.7448 , Acquisation count: 521\n", "Query Strategy: StreamProbabilisticAL , Avg Accuracy: 0.763 , Acquisation count: 501\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", " # save X and y using a sliding window\n", " # X_train and y_train are only used for the kernel density\n", " # estimation in StreamProbabilisticAL\n", " X_train = deque(maxlen=1000)\n", " X_train.extend(X_init)\n", " y_train = deque(maxlen=1000)\n", " y_train.extend(y_init)\n", " # train the model with the initially available data\n", " clf.fit(X_init, y_init)\n", " # initialize the list that stores the result of the classifier's prediction\n", " correct_classifications = []\n", " count = 0\n", " for x_t, y_t in zip(X_stream, y_stream):\n", " X_cand = x_t.reshape([1, -1])\n", " y_cand = y_t\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 RandomSampler and PeriodicSampler\n", " sampled_indices, utilities = call_func(query_strategy.query, candidates=X_cand, X=X_train, y=y_train, clf=clf, return_utilities=True, fit_clf=False)\n", " # create budget_manager_param_dict for BIQF used by PALS\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", " if len(sampled_indices):\n", " count += 1\n", " # train the classifier\n", " if len(sampled_indices):\n", " clf.partial_fit(X_cand, np.array([y_cand]))\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), \", Acquisation 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": "scikit-activeml", "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": "3.12.11"}, "nbsphinx": {"orphan": true}}, "nbformat": 4, "nbformat_minor": 4}