{ "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 05/08/2026**" ] }, { "cell_type": "code", "execution_count": 1, "id": "9e32285f", "metadata": { "execution": { "iopub.execute_input": "2026-08-05T10:45:56.688561Z", "iopub.status.busy": "2026-08-05T10:45:56.688420Z", "iopub.status.idle": "2026-08-05T10:45:56.694715Z", "shell.execute_reply": "2026-08-05T10:45:56.694081Z" }, "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": { "execution": { "iopub.execute_input": "2026-08-05T10:45:56.696161Z", "iopub.status.busy": "2026-08-05T10:45:56.696075Z", "iopub.status.idle": "2026-08-05T10:45:58.275747Z", "shell.execute_reply": "2026-08-05T10:45:58.275104Z" } }, "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": { "execution": { "iopub.execute_input": "2026-08-05T10:45:58.277041Z", "iopub.status.busy": "2026-08-05T10:45:58.276930Z", "iopub.status.idle": "2026-08-05T10:45:58.279005Z", "shell.execute_reply": "2026-08-05T10:45:58.278587Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function prequential_ssl_evaluation in module capymoa.evaluation.evaluation:\n", "\n", "prequential_ssl_evaluation(stream: capymoa.stream._stream.Stream, learner: Union[capymoa.base._ssl.ClassifierSSL, capymoa.base._classifier.Classifier], max_instances: Optional[int] = None, window_size: int = 1000, initial_window_size: int = 0, delay_length: int = 0, label_probability: float = 0.01, random_seed: int = 1, store_predictions: bool = False, store_y: bool = False, optimise: bool = True, restart_stream: bool = True, progress_bar: Union[bool, tqdm.std.tqdm] = False, batch_size: int = 1)\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": { "execution": { "iopub.execute_input": "2026-08-05T10:45:58.279985Z", "iopub.status.busy": "2026-08-05T10:45:58.279924Z", "iopub.status.idle": "2026-08-05T10:46:00.160119Z", "shell.execute_reply": "2026-08-05T10:46:00.159683Z" } }, "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": { "execution": { "iopub.execute_input": "2026-08-05T10:46:00.161301Z", "iopub.status.busy": "2026-08-05T10:46:00.161162Z", "iopub.status.idle": "2026-08-05T10:46:00.633359Z", "shell.execute_reply": "2026-08-05T10:46:00.632587Z" } }, "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": { "execution": { "iopub.execute_input": "2026-08-05T10:46:00.634537Z", "iopub.status.busy": "2026-08-05T10:46:00.634385Z", "iopub.status.idle": "2026-08-05T10:46:00.827552Z", "shell.execute_reply": "2026-08-05T10:46:00.827041Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "58.050000000000004\n" ] } ], "source": [ "from capymoa.ssl import SLEADE\n", "\n", "stream = Electricity()\n", "\n", "sleade = SLEADE(schema=stream.get_schema(), ensemble_size=10)\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": { "execution": { "iopub.execute_input": "2026-08-05T10:46:00.828916Z", "iopub.status.busy": "2026-08-05T10:46:00.828832Z", "iopub.status.idle": "2026-08-05T10:46:00.904918Z", "shell.execute_reply": "2026-08-05T10:46:00.904399Z" } }, "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": { "execution": { "iopub.execute_input": "2026-08-05T10:46:00.906112Z", "iopub.status.busy": "2026-08-05T10:46:00.906025Z", "iopub.status.idle": "2026-08-05T10:46:04.815844Z", "shell.execute_reply": "2026-08-05T10:46:04.814973Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy immediate: 84.517\n", "Accuracy delayed by 1000 instances: 83.368\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }