{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "354c9535-8ed8-4494-b6b1-80ec0c74ba9a", "metadata": {}, "source": [ "# Semi-supervised Learning\n", "\n", "* Preparing and executing partially and delayed labeling experiments.\n", "\n", "---\n", "\n", "*More information about CapyMOA can be found at* https://www.capymoa.org.\n", "\n", "**last update on 01/12/2025**" ] }, { "cell_type": "code", "execution_count": 1, "id": "9e32285f", "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "from util.nbmock import mock_datasets, is_nb_fast\n", "\n", "if is_nb_fast():\n", " mock_datasets()" ] }, { "cell_type": "code", "execution_count": 2, "id": "3bf65301-1626-49e7-a803-145bdc0bb135", "metadata": {}, "outputs": [], "source": [ "from capymoa.evaluation.visualization import plot_windowed_results\n", "from capymoa.evaluation import prequential_ssl_evaluation\n", "from capymoa.datasets import Electricity" ] }, { "cell_type": "markdown", "id": "5a066760-e731-4018-97b4-75f0a2676fa5", "metadata": {}, "source": [ "## 1. Learning using a SSL classifier\n", "\n", "* This example uses the OSNN algorithm to learn from a stream with only 1% labeled data.\n", "* We utilise the `prequential_ssl_evaluation()` function to simulate the absence of labels (`label_probability`) and delays (`delay_length`).\n", "* The results yielded by `prequential_ssl_evaluation()` include more information in comparison to `prequential_evaluation()`, such as the number of unlabeled instances (`unlabeled`) and the unlabeled ratio (`unlabeled_ratio`). " ] }, { "cell_type": "code", "execution_count": 3, "id": "e2a9f32e-7740-4e1e-b48a-66adccf0451c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function prequential_ssl_evaluation in module capymoa.evaluation.evaluation:\n", "\n", "prequential_ssl_evaluation(\n", " stream: capymoa.stream._stream.Stream,\n", " learner: Union[capymoa.base._ssl.ClassifierSSL, capymoa.base._classifier.Classifier],\n", " max_instances: Optional[int] = None,\n", " window_size: int = 1000,\n", " initial_window_size: int = 0,\n", " delay_length: int = 0,\n", " label_probability: float = 0.01,\n", " random_seed: int = 1,\n", " store_predictions: bool = False,\n", " store_y: bool = False,\n", " optimise: bool = True,\n", " restart_stream: bool = True,\n", " progress_bar: Union[bool, tqdm.std.tqdm] = False,\n", " batch_size: int = 1\n", ")\n", " Run and evaluate a learner on a semi-supervised stream using prequential evaluation.\n", "\n", " :param stream: A data stream to evaluate the learner on. Will be restarted if\n", " ``restart_stream`` is True.\n", " :param learner: The learner to evaluate. If the learner is an SSL learner,\n", " it will be trained on both labeled and unlabeled instances. If the\n", " learner is not an SSL learner, then it will be trained only on the\n", " labeled instances.\n", " :param max_instances: The number of instances to evaluate before exiting.\n", " If None, the evaluation will continue until the stream is empty.\n", " :param window_size: The size of the window used for windowed evaluation,\n", " defaults to 1000\n", " :param initial_window_size: Not implemented yet\n", " :param delay_length: If greater than zero the labeled (``label_probability``%)\n", " instances will appear as unlabeled before reappearing as labeled after\n", " ``delay_length`` instances, defaults to 0\n", " :param label_probability: The proportion of instances that will be labeled,\n", " must be in the range [0, 1], defaults to 0.01\n", " :param random_seed: A random seed to define the random state that decides\n", " which instances are labeled and which are not, defaults to 1.\n", " :param store_predictions: Store the learner's prediction in a list, defaults\n", " to False\n", " :param store_y: Store the ground truth targets in a list, defaults to False\n", " :param optimise: If True and the learner is compatible, the evaluator will\n", " use a Java native evaluation loop, defaults to True.\n", " :param restart_stream: If False, evaluation will continue from the current\n", " position in the stream, defaults to True. Not restarting the stream is\n", " useful for switching between learners or evaluators, without starting\n", " from the beginning of the stream.\n", " :param progress_bar: Enable, disable, or override the progress bar. Currently\n", " incompatible with ``optimize=True``.\n", " :return: An object containing the results of the evaluation windowed metrics,\n", " cumulative metrics, ground truth targets, and predictions.\n", "\n" ] } ], "source": [ "help(prequential_ssl_evaluation)" ] }, { "cell_type": "code", "execution_count": 4, "id": "514ceb2e-87c2-4b27-ac9d-52435bbda524", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "51.15\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.ssl import OSNN\n", "\n", "stream = Electricity()\n", "\n", "osnn = OSNN(schema=stream.get_schema(), optim_steps=10)\n", "\n", "results_osnn = prequential_ssl_evaluation(\n", " stream=stream,\n", " learner=osnn,\n", " label_probability=0.01,\n", " window_size=100,\n", " max_instances=2000,\n", ")\n", "\n", "# The results are stored in a dictionary.\n", "display(results_osnn)\n", "\n", "print(\n", " results_osnn[\"cumulative\"].accuracy()\n", ") # Test-then-train accuracy, i.e. cumulatively, not windowed.\n", "\n", "# Plotting over time (default: classifications correct (percent) i.e. accuracy)\n", "results_osnn.learner = \"OSNN\"\n", "plot_windowed_results(results_osnn, metric=\"accuracy\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ad6a0a10-ab56-49b7-8e68-ae8eec941ebb", "metadata": {}, "source": [ "## 1.1 Using a supervised model\n", "\n", "* If a supervised model is used with `prequential_ssl_evaluation()`, it will only be trained on the labeled data." ] }, { "cell_type": "code", "execution_count": 5, "id": "89656078-4044-4863-9fb7-76f23e709033", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55.35\n" ] } ], "source": [ "from capymoa.classifier import StreamingRandomPatches\n", "\n", "srp10 = StreamingRandomPatches(schema=stream.get_schema(), ensemble_size=10)\n", "\n", "results_srp10 = prequential_ssl_evaluation(\n", " stream=stream,\n", " learner=srp10,\n", " label_probability=0.01,\n", " window_size=100,\n", " max_instances=2000,\n", ")\n", "print(results_srp10[\"cumulative\"].accuracy())" ] }, { "cell_type": "markdown", "id": "e2708ada-0c3e-4189-90c2-00b6d527f6dc", "metadata": {}, "source": [ "## 1.2 SLEADE\n", "\n", "* SLEADE is another semi-supervised learning algorithm" ] }, { "cell_type": "code", "execution_count": 6, "id": "c1713c5e-9641-4f17-8004-76bc562593bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "58.050000000000004\n" ] } ], "source": [ "from capymoa.ssl import SLEADE\n", "\n", "stream = Electricity()\n", "\n", "sleade = SLEADE(\n", " schema=stream.get_schema(), base_ensemble=\"StreamingRandomPatches -s 10\"\n", ")\n", "\n", "results_sleade = prequential_ssl_evaluation(\n", " stream=stream,\n", " learner=sleade,\n", " label_probability=0.01,\n", " window_size=100,\n", " max_instances=2000,\n", ")\n", "\n", "print(results_sleade[\"cumulative\"].accuracy())" ] }, { "cell_type": "markdown", "id": "db85c89b-6020-47b6-97ee-14266fcdaa0c", "metadata": {}, "source": [ "## 1.3 Comparing a SSL classifier to a supervised classifier" ] }, { "cell_type": "code", "execution_count": 7, "id": "4003f5b7-6193-4f93-ac5c-4e2db840a6f6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting all the results together\n", "# Adding an experiment_id to the results dictionary allows controlling the legend of each learner.\n", "results_osnn.learner = \"OSNN\"\n", "results_srp10.learner = \"SRP10\"\n", "results_sleade.learner = \"SLEADE\"\n", "\n", "plot_windowed_results(results_osnn, results_srp10, results_sleade, metric=\"accuracy\")" ] }, { "cell_type": "markdown", "id": "7a97afba-790e-4d55-9d57-c7f2b0bd115c", "metadata": {}, "source": [ "## 2. Delay example\n", "\n", "* In this section we compare the effect of delay on a stream.\n", "* It is particularly interesting to see the effect after a drift takes place." ] }, { "cell_type": "code", "execution_count": 8, "id": "f34a321e-d73e-412e-a5da-815dfa78ef89", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy immediate: 84.517\n", "Accuracy delayed by 1000 instances: 83.366\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from capymoa.stream.generator import SEA\n", "from capymoa.stream.drift import DriftStream, AbruptDrift\n", "from capymoa.classifier import HoeffdingTree\n", "\n", "## Creating a stream with drift\n", "sea2drifts = DriftStream(\n", " stream=[\n", " SEA(function=1),\n", " AbruptDrift(position=25000),\n", " SEA(function=2),\n", " AbruptDrift(position=50000),\n", " SEA(function=3),\n", " ]\n", ")\n", "\n", "\n", "ht_immediate = HoeffdingTree(schema=sea2drifts.get_schema())\n", "ht_delayed = HoeffdingTree(schema=sea2drifts.get_schema())\n", "\n", "results_ht_immediate = prequential_ssl_evaluation(\n", " stream=sea2drifts,\n", " learner=ht_immediate,\n", " label_probability=0.1,\n", " window_size=1000,\n", " max_instances=100000,\n", ")\n", "\n", "results_ht_delayed_1000 = prequential_ssl_evaluation(\n", " stream=sea2drifts,\n", " learner=ht_delayed,\n", " label_probability=0.01,\n", " delay_length=1000, # adding the delay\n", " window_size=1000,\n", " max_instances=100000,\n", ")\n", "\n", "results_ht_immediate.learner = \"HT_immediate\"\n", "results_ht_delayed_1000.learner = \"HT_delayed_1000\"\n", "\n", "print(f\"Accuracy immediate: {results_ht_immediate['cumulative'].accuracy()}\")\n", "print(\n", " f\"Accuracy delayed by 1000 instances: {results_ht_delayed_1000['cumulative'].accuracy()}\"\n", ")\n", "\n", "plot_windowed_results(results_ht_immediate, results_ht_delayed_1000, metric=\"accuracy\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }