{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stream-based Active Learning with River" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " Disclaimer: This notebook is currently not compatible with scikit-activeml=0.6.0. As of now, river does not support scikit-learn=1.6.\n", "
" ] }, { "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//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: 0.7456 , Acquisation count: 498\n", "Query Strategy: PeriodicSampler , Avg Accuracy: 0.727 , Acquisation count: 500\n", "Query Strategy: Split , Avg Accuracy: 0.7746 , Acquisation count: 523\n", "Query Strategy: DBALStream , Avg Accuracy: 0.7606 , Acquisation count: 500\n", "Query Strategy: CogDQSRanVarUn , Avg Accuracy: 0.7462 , Acquisation count: 521\n", "Query Strategy: StreamProbabilisticAL , Avg Accuracy: 0.7614 , Acquisation count: 502\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": "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 }