diff --git a/tutorials/2024_IJCAI/IJCAI_2024.ipynb b/tutorials/2024_IJCAI/IJCAI_2024.ipynb deleted file mode 100644 index 7bb234ed..00000000 --- a/tutorials/2024_IJCAI/IJCAI_2024.ipynb +++ /dev/null @@ -1,3462 +0,0 @@ -{ - "cells": [ - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "# 0. Getting started with CapyMOA\n", - "\n", - "This notebook shows some basic usage of CapyMOA for supervised learning (classification and regression)\n", - "* There are more detailed notebooks and documentation available, our goal here is just present some high-level functions and demonstrate a subset of CapyMOA's functionalities. \n", - "* For simplicity, we simulate data streams in the following examples using datasets and employing synthetic generators. One could also read data directly from a CSV or ARFF (See [stream_from_file](https://capymoa.org/api/stream.html#capymoa.stream.stream_from_file) function)\n", - "\n", - "---\n", - "\n", - "*More information about CapyMOA can be found in* https://www.capymoa.org\n", - "\n", - "**last update on 25/07/2024**" - ], - "id": "a88608f92fc550b4" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 1. Classification\n", - "\n", - "* Classification for data streams tradicionally assumes instances are available to the classifier in an incremental fashion and labels become available before a new instance becomes available\n", - "* It is common to simulate this behavior using a **while loop**, often referred to as a **test-then-train loop** which contains 4 distinct steps:\n", - " 1. Fetches the next instance from the stream\n", - " 2. Makes a prediction\n", - " 3. Train the model with the instance\n", - " 4. Update a mechanism to keep track of metrics\n", - "\n", - "**Some remarks about test-then-train loop**:\n", - "* We must not train before testing, meaning that steps 2 and 3 should not be interchanged, as this would invalidate our interpretation concerning how the model performs on unseen data, leading to unreliable evaluations of its efficacy. \n", - "* Steps 3 and 4 can be completed in any order without altering the result. \n", - "* What if labels are not immediately available? Then you might want to read about delayed labeling and partially labeled data, see [A Survey on Semi-supervised Learning for Delayed Partially Labelled Data Streams](https://dl.acm.org/doi/full/10.1145/3523055)\n", - "* More information on classification for data streams is available on section **2.2 Classification** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book\n" - ], - "id": "810d24246a50bf60" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "82.06656073446328\n" - ] - } - ], - "execution_count": 1, - "source": [ - "from capymoa.datasets import Electricity\n", - "from capymoa.evaluation import ClassificationEvaluator\n", - "from capymoa.classifier import OnlineBagging\n", - "\n", - "elec_stream = Electricity()\n", - "ob_learner = OnlineBagging(schema=elec_stream.get_schema(), ensemble_size=5)\n", - "ob_evaluator = ClassificationEvaluator(schema=elec_stream.get_schema())\n", - "\n", - "while elec_stream.has_more_instances():\n", - " instance = elec_stream.next_instance()\n", - " prediction = ob_learner.predict(instance)\n", - " ob_learner.train(instance)\n", - " ob_evaluator.update(instance.y_index, prediction)\n", - "\n", - "print(ob_evaluator.accuracy())" - ], - "id": "9af09682aab00b66" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 1.1 High-level evaluation functions\n", - "\n", - "* If our goal is just to evaluate learners it would be tedious to keep writing **test-then-train loops**. \n", - "Thus, it makes sense to encapsulate that loop inside **high-level evaluation functions**. \n", - "\n", - "* Furthermore, sometimes we are interested in **cumulative metrics** and sometimes we care about metrics **windowed metrics**. For example, if we want to know how accurate our model is so far, considering all the instances it has seen, then we would look at its **cumulative metrics**. However, we might also be interested in how well the model is every **n** number of instances, so that we can, for example, identify periods in which our model was really struggling to produce correct predictions. \n", - "\n", - "* In this example, we use the ```prequential_evaluation``` function, which provides us with both the cumulative and the windowed metrics! \n", - "\n", - "* Some remarks:\n", - " * If you want to know more about other **high-level evaluation functions**, **evaluators**, or which **metrics** are available, check the **01_evaluation** notebook\n", - " * The **results** from evaluation functions such as **prequential_evaluation** follow a standard, also discussed thoroughly in the **Evaluation documentation** in http://www.capymoa.org\n", - " * Sometimes authors refer to the **cumulative** metrics as **test-then-train** metrics, such as **test-then-train accuracy** (or TTT accuracy for short). They all refer to the same concept.\n", - " * Shouldn't we recreate the stream object ```elec_stream```? No, `prequential_evaluation()`, by default, automatically ```restart()``` streams when they are reused.\n", - "\n", - "In the below example `prequential_evaluation` is used with a `HoeffdingTree` classifier on the `Electricity` data stream." - ], - "id": "791ae590e41387c9" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cumulative accuracy = 81.6604872881356, wall-clock time: 0.25900697708129883\n" - ] - }, - { - "data": { - "text/html": [ - "
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instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
04500.087.77777874.44079624.24242468.85617287.22201684.55056289.88970687.14980784.07821290.22140287.29434485.02824989.560440
19000.083.66666766.9639692.64900764.45841483.53854281.65710085.27939183.75248984.37338883.13158983.32568579.11025187.541118
213500.085.64444471.2826262.26928970.00928585.66387585.30482385.96872385.63455483.78016187.48894885.69321686.88600684.500427
318000.081.97777861.953129-25.15432157.02172881.46333176.16808785.51009582.84124885.48812780.19437080.13050268.68044591.580559
422500.086.17777870.20288213.37047464.71922985.38929680.93194489.15998686.64848088.05870685.23825484.16618574.87237793.459993
527000.078.08888953.951820-72.37762247.27272777.18652271.63406282.15061577.96269377.52179378.40359476.42565266.57754086.273764
631500.079.06666755.619360-71.89781046.26354877.82977572.50437883.10010878.08109974.23789681.92430177.58006470.84997184.310157
736000.074.95555649.002474-89.41176537.35408674.66196370.71966778.12075374.25634666.39024482.12244975.07203575.65314174.490929
840500.074.55555650.130218-71.66416841.31214876.11688674.81856274.28699876.19681565.52388386.86974876.03712587.18605864.888191
945000.084.37777868.535062-0.42857168.39028884.26830482.94930985.58540184.24903482.64862385.84944584.28758483.25219185.322976
1045312.084.26666768.237903-2.75762067.87658884.11896682.58730985.65058884.12191882.62795385.61588384.11601382.54670685.685320
\n", - "
" - ], - "text/plain": [ - " instances accuracy kappa kappa_t kappa_m f1_score \\\n", - "0 4500.0 87.777778 74.440796 24.242424 68.856172 87.222016 \n", - "1 9000.0 83.666667 66.963969 2.649007 64.458414 83.538542 \n", - "2 13500.0 85.644444 71.282626 2.269289 70.009285 85.663875 \n", - "3 18000.0 81.977778 61.953129 -25.154321 57.021728 81.463331 \n", - "4 22500.0 86.177778 70.202882 13.370474 64.719229 85.389296 \n", - "5 27000.0 78.088889 53.951820 -72.377622 47.272727 77.186522 \n", - "6 31500.0 79.066667 55.619360 -71.897810 46.263548 77.829775 \n", - "7 36000.0 74.955556 49.002474 -89.411765 37.354086 74.661963 \n", - "8 40500.0 74.555556 50.130218 -71.664168 41.312148 76.116886 \n", - "9 45000.0 84.377778 68.535062 -0.428571 68.390288 84.268304 \n", - "10 45312.0 84.266667 68.237903 -2.757620 67.876588 84.118966 \n", - "\n", - " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", - "0 84.550562 89.889706 87.149807 84.078212 90.221402 87.294344 \n", - "1 81.657100 85.279391 83.752489 84.373388 83.131589 83.325685 \n", - "2 85.304823 85.968723 85.634554 83.780161 87.488948 85.693216 \n", - "3 76.168087 85.510095 82.841248 85.488127 80.194370 80.130502 \n", - "4 80.931944 89.159986 86.648480 88.058706 85.238254 84.166185 \n", - "5 71.634062 82.150615 77.962693 77.521793 78.403594 76.425652 \n", - "6 72.504378 83.100108 78.081099 74.237896 81.924301 77.580064 \n", - "7 70.719667 78.120753 74.256346 66.390244 82.122449 75.072035 \n", - "8 74.818562 74.286998 76.196815 65.523883 86.869748 76.037125 \n", - "9 82.949309 85.585401 84.249034 82.648623 85.849445 84.287584 \n", - "10 82.587309 85.650588 84.121918 82.627953 85.615883 84.116013 \n", - "\n", - " recall_0 recall_1 \n", - "0 85.028249 89.560440 \n", - "1 79.110251 87.541118 \n", - "2 86.886006 84.500427 \n", - "3 68.680445 91.580559 \n", - "4 74.872377 93.459993 \n", - "5 66.577540 86.273764 \n", - "6 70.849971 84.310157 \n", - "7 75.653141 74.490929 \n", - "8 87.186058 64.888191 \n", - "9 83.252191 85.322976 \n", - "10 82.546706 85.685320 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 2, - "source": [ - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.classifier import HoeffdingTree\n", - "\n", - "ht = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", - "\n", - "# Obtain the results from the high-level function. \n", - " # Note that we need to specify a window_size as we obtain both windowed and cumulative results. \n", - " # The results from a high-level evaluation function are represented as a PrequentialResults object\n", - "results_ht = prequential_evaluation(stream=elec_stream, learner=ht, window_size=4500)\n", - "\n", - "print(f\"Cumulative accuracy = {results_ht.cumulative.accuracy()}, wall-clock time: {results_ht.wallclock()}\")\n", - "\n", - "# The windowed results are conveniently stored in a pandas DataFrame. \n", - "display(results_ht.windowed.metrics_per_window())" - ], - "id": "535dc1d2127f58a9" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 1.2 Comparing results among classifiers\n", - "\n", - "* CapyMOA provides ```plot_windowed_results``` as an easy visualization function for quickly comparing **windowed metrics**\n", - "* In the example below, we create three classifiers: HoeffdingAdaptiveTree, HoeffdingTree and AdaptiveRandomForest, and plot the results using ```plot_windowed_results```\n", - "* More details about ```plot_windowed_results``` options are described in the documentation: http://www.capymoa.org" - ], - "id": "cbaa602d313f9e9b" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "HAT accuracy = 84.68617584745762\n", - "HT accuracy = 81.6604872881356\n", - "ARF accuracy = 81.90766242937853\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3, - "source": [ - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "from capymoa.base import MOAClassifier\n", - "from moa.classifiers.trees import HoeffdingAdaptiveTree\n", - "from capymoa.classifier import HoeffdingTree\n", - "from capymoa.classifier import AdaptiveRandomForestClassifier\n", - "\n", - "# Create the wrapper for HoeffdingAdaptiveTree (from MOA)\n", - "HAT = MOAClassifier(schema=elec_stream.get_schema(), moa_learner=HoeffdingAdaptiveTree, CLI=\"-g 50\")\n", - "HT = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", - "ARF = AdaptiveRandomForestClassifier(schema=elec_stream.get_schema(), ensemble_size=10, number_of_jobs=4)\n", - "\n", - "results_HAT = prequential_evaluation(stream=elec_stream, learner=HAT, window_size=4500)\n", - "results_HT = prequential_evaluation(stream=elec_stream, learner=HT, window_size=4500)\n", - "results_ARF = prequential_evaluation(stream=elec_stream, learner=ARF, window_size=4500)\n", - "\n", - "# Comparing models based on their cumulative accuracy\n", - "print(f\"HAT accuracy = {results_HAT.cumulative.accuracy()}\")\n", - "print(f\"HT accuracy = {results_HT.cumulative.accuracy()}\")\n", - "print(f\"ARF accuracy = {results_ARF.cumulative.accuracy()}\")\n", - "\n", - "# Plotting the results. Note that we ovewrote the ylabel, but that doesn't change the metric. \n", - "plot_windowed_results(results_HAT, results_HT, results_ARF, metric=\"accuracy\", xlabel=\"# Instances (window)\")" - ], - "id": "8678841e43e7ef69" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2. Regression\n", - "\n", - "* Regression algorithms have its API usage very similar to classification algorithms. We can use the same high-level evaluation and visualization functions for regression and classification.\n", - "* Similarly to classification, we can also use MOA objects through a generic API. " - ], - "id": "32eeae84088db0e7" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 4, - "source": [ - "from capymoa.datasets import Fried\n", - "from moa.classifiers.trees import FIMTDD\n", - "from capymoa.base import MOARegressor\n", - "from capymoa.regressor import KNNRegressor\n", - "\n", - "fried_stream = Fried() # Downloads the Fried dataset into the data dir in case it is not there yet. \n", - "fimtdd = MOARegressor(schema=fried_stream.get_schema(), moa_learner=FIMTDD())\n", - "knnreg = KNNRegressor(schema=fried_stream.get_schema(), k=3, window_size=1000)\n", - "\n", - "results_fimtdd = prequential_evaluation(stream=fried_stream, learner=fimtdd, window_size=5000)\n", - "results_knnreg = prequential_evaluation(stream=fried_stream, learner=knnreg, window_size=5000)\n", - "\n", - "results_fimtdd.windowed.metrics_per_window()\n", - "# Note that the metric is different from the ylabel parameter, which just overrides the y-axis label.\n", - "plot_windowed_results(results_fimtdd, results_knnreg, metric=\"rmse\", ylabel=\"root mean squared error\")" - ], - "id": "b26bdc8a59d427d2" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 3. Concept Drift\n", - "\n", - "* One of the most challenging and defining aspects of data streams is the phenomenon known as **concept drifts**.\n", - "* In CapyMOA, we designed the simplest and most complete API for simulating, visualizing and assessing concept drifts.\n", - "* In the example below we focus on a simple way of simulating and visualizing a drifting stream. There is a tutorial focusing entirely on how Concept Drift can be simulated, detected and assessed in a separate notebook (See **Tutorial 4**: `Simulating Concept Drifts with the DriftStream API`)" - ], - "id": "370e7d2651c65580" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 3.1 Plotting Drift Detection results\n", - "\n", - "* This example uses the DriftStream building API, precisely the **positional version** where drifts are specified according to their exact location on the stream.\n", - "* **Integration with the visualization function.** The DriftStream object carries meta-information about the drift which is passed along the stream and thus become available to ```plot_windowed_results```\n", - "\n", - "* The following plot contains two drifts: 1 abrupt and 1 gradual, such that the abrupt drift is located at instance 5000 and the gradual drift starts at instance 9000 and ends at 12000. This information is provided to the stream via ```GradualDrift(start=9000, end=12000)```\n", - "\n", - "* More details concerning Concept Drift in CapyMOA can be found in the documentation: http://www.capymoa.org" - ], - "id": "720f5f324e3cf3a5" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "None\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 5, - "source": [ - "from capymoa.classifier import OnlineBagging\n", - "from capymoa.stream.generator import SEA \n", - "from capymoa.stream.drift import Drift, AbruptDrift, GradualDrift, DriftStream\n", - "\n", - "# Generating a synthetic stream with 1 abrupt drift and 1 gradual drift. \n", - "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n", - " AbruptDrift(position=5000), \n", - " SEA(function=3), \n", - " GradualDrift(start=9000, end=12000),\n", - " SEA(function=1)])\n", - "\n", - "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", - "\n", - "# Since this is a synthetic stream, max_instances is needed to determine the amount of instances to be generated. \n", - "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", - "\n", - "# print(stream_sea2drift.drifts)\n", - "plot_windowed_results(results_sea2drift_OB, metric=\"accuracy\")" - ], - "id": "fd1fff3b77c8c9f2" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "# 1. Evaluating supervised learners in CapyMOA\n", - "\n", - "This notebook further explores **high-level evaluation functions**, **Data Abstraction** and **Classifiers**\n", - "\n", - "* **High-level evaluation functions**\n", - " * We demonstrate how to use ```prequential_evaluation()``` and how to further encapsulate prequential evaluation using ```prequential_evaluation_multiple_learners```\n", - " * We also discuss particularities about how these evaluation functions relate to how research has developed in the field, and how evaluation is commonly performed and presented.\n", - "\n", - "* **Supervised Learning**\n", - " * We clarify important information concerning the usage of **Classifiers** and their predictions\n", - " * We added some examples using **Regressors**, which highlight the fact that the evaluation is identical to **Classifiers** (i.e. same high-level evaluation functions)\n", - " \n", - "---\n", - "\n", - "*More information about CapyMOA can be found in* https://www.capymoa.org\n", - "\n", - "**last update on 25/07/2024**" - ], - "id": "f0f2f09f09112f18" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 1. The difference between Evaluators\n", - "\n", - "* The following example implements an **while loop** that updates a ```ClassificationWindowedEvaluator``` and a ```ClassificationEvaluator``` for the same learner. \n", - "* The ```ClassificationWindowedEvaluator``` update the metrics according to tumbling windows which 'forgets' old correct and incorrect predictions. This allows us to observe how well the learner performs on shorter windows. \n", - "* The ```ClassificationEvaluator``` updates the metrics taking into account all the correct and incorrect predictions made. It is useful to observe the overall performance after processing hundreds of thousands of instances.\n", - "\n", - "* **Two important points**:\n", - " 1. Regarding **window_size** in ```ClassificationEvaluator```: A ```ClassificationEvaluator``` also allow us to specify a window size, but it only controls the frequency at which cumulative metrics are calculated.\n", - " 2. If we access metrics directly (not through ```metrics_per_window()```) in ```ClassificationWindowedEvaluator``` we will be looking at the metrics corresponding to the last window.\n", - " \n", - "For further insight into the specifics of the Evaluators, please refer to the documentation: https://www.capymoa.org" - ], - "id": "ac672673361cc390" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows\n", - "[89.57777777777778, 89.46666666666667, 90.2, 89.71111111111111, 88.68888888888888, 88.48888888888888, 87.6888888888889, 88.88888888888889, 89.28888888888889, 91.06666666666666]\n", - "[ClassificationEvaluator] Cumulative accuracy: 89.32953742937853\n" - ] - } - ], - "execution_count": 1, - "source": [ - "from capymoa.datasets import Electricity\n", - "from capymoa.evaluation import ClassificationWindowedEvaluator, ClassificationEvaluator\n", - "from capymoa.classifier import AdaptiveRandomForestClassifier\n", - "\n", - "stream = Electricity()\n", - "\n", - "ARF = AdaptiveRandomForestClassifier(schema=stream.get_schema(), ensemble_size=10)\n", - "\n", - "# The window_size in ClassificationWindowedEvaluator specifies the amount of instances used per evaluation\n", - "windowedEvaluatorARF = ClassificationWindowedEvaluator(schema=stream.get_schema(), window_size=4500)\n", - "# The window_size ClassificationEvaluator just specifies the frequency at which the cumulative metrics are stored\n", - "classificationEvaluatorARF = ClassificationEvaluator(schema=stream.get_schema(), window_size=4500)\n", - "\n", - "while stream.has_more_instances():\n", - " instance = stream.next_instance()\n", - " prediction = ARF.predict(instance)\n", - " windowedEvaluatorARF.update(instance.y_index, prediction)\n", - " classificationEvaluatorARF.update(instance.y_index, prediction)\n", - " ARF.train(instance)\n", - "\n", - "# Showing only the 'classifications correct (percent)' (i.e. accuracy)\n", - "print(f'[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows')\n", - "print(windowedEvaluatorARF.accuracy())\n", - "\n", - "print(f'[ClassificationEvaluator] Cumulative accuracy: {classificationEvaluatorARF.accuracy()}')\n", - "# We could report the cumulative accuracy every window_size instances with the following code, but that is normally not very insightful. \n", - "# display(classificationEvaluatorARF.metrics_per_window())" - ], - "id": "cf6f1b83c38962c5" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2. High-level evaluation functions\n", - "\n", - "In CapyMOA, for supervised learning, there is one primary evaluation function designed to handle the manipulation of Evaluators, i.e. the `prequential_evaluation()`. This function streamline the process, ensuring users need not directly update them. Essentially, this function execute the evaluation loop and update the relevant Evaluators:\n", - "\n", - "`prequential_evaluation()` utilises `ClassificationEvaluator` and `ClassificationWindowedEvaluator`\n", - "\n", - "Previously, CapyMOA included two other functions: `cumulative_evaluation()` and `windowed_evaluation()`. However, since `prequential_evaluation()` incorporates the functionality of both we decided to remove those functions and focus on `prequential_evaluation()`.\n", - "It's important to note that `prequential_evaluation()` is applicable to both `Regression` and `Prediction Intervals` besides `Classification`. The functionality and interpretation remain the same across these cases, but the metrics differ.\n", - "\n", - "**Result of a high-level function**\n", - "* The return from `prequential_evaluation()` is a `PrequentialResults` object which provides access to the `cumulative` and `windowed` metrics as well as some other metrics (like wall-clock and cpu time).\n", - "\n", - "**Common characteristics for all high-level evaluation functions**\n", - "* `prequential_evaluation()` specify a `max_instances` parameter, which by default is `None`. Depending on the source of the data (e.g. a real stream or a synthetic stream) the function will never stop! The intuition behind this is that Streams are infinite, we process them as such. Therefore, it is a good idea to specify `max_instances` unless you are using a snapshot of a stream (i.e. a `Dataset` like `Electricity`)\n", - "\n", - "**Evaluation practices in the literature (and practice)**\n", - "\n", - "Interested readers might want to peruse section **6.1.1 Error Estimation** from [Machine Learning for Data Streams](https://moa.cms.waikato.ac.nz/book-html/) book. We further expand the relationships between the literature and our evaluation functions in the documentation: https://www.capymoa.org" - ], - "id": "e02211803fb63802" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.1 prequential_evaluation()\n", - "\n", - "A `prequential_evaluation()` performs a windowed evaluation and a cumulative evaluation at once. Internally, it maintains a `ClassificationWindowedEvaluator` (for the windowed metrics) and ```ClassificationEvaluator``` (for the cumulative metrics). This allows us to have access to the **cumulative** and **windowed** results without running two separate evaluation functions. \n", - "\n", - "* The results returned from ```prequential_evaluation()``` allows accessing the Evaluator objects ```ClassificationWindowedEvaluator``` (attribute `windowed`) and ```ClassificationEvaluator``` (attribute `cumulative`) directly. \n", - " \n", - "* Notice that the computational overhead of training and assessing the same model twice outweighs the minimum overhead of updating the two Evaluators within the function. Thus, it is advisable to use the `prequential_evaluation()` function instead of creating separate `while` loops for evaluation\n", - "\n", - "* Advanced users might intuitively request metrics directly from the `results` object, which will return the `cumulative` metrics. For example, assuming `results = prequential_evaluation(...)`, `results.accuracy()` will return the `cumulative` accuracy. \n", - "**IMPORTANT**: There are no IDE hints for these metrics as they are accessed dynamic via `__getattr__`. It is advisable that users access metrics explicitly through `results.cumulative` (or `results['cumulative']`) or `results.windowed` (or `results['windowed']`)\n", - "\n", - "* Invoking `results.metrics_per_window()` from a `results` object will return the dataframe with the `windowed` results.\n", - "\n", - "* `results.write_to_file()` will output the `cumulative` and `windowed` results to a directory.\n", - "\n", - "* `results.cumulative.metrics_dict()` will return all the cumulative metrics identifiers and their corresponding values in a dictionary structure\n", - "\n", - "* Invoking `plot_windowed_results()` with a `PrequentialResults` object will plot its `windowed` results\n", - "\n", - "* For plotting and analysis purposes, one might want to set `store_predictions=True` and `store_y=True` on the `prequential_evaluation()` function, which will include all the predictions and ground truth y in the PrequentialResults object. It is important to note that this can be costly in terms of memory depending on the size of the stream." - ], - "id": "b1e2adfda4d6cce0" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tDifferent ways of accessing metrics:\n", - "results_ht['wallclock']: 0.014730691909790039 results_ht.wallclock(): 0.014730691909790039\n", - "results_ht['cpu_time']: 0.05554199999999909 results_ht.cpu_time(): 0.05554199999999909\n", - "results_ht.cumulative.accuracy() = 83.85000000000001\n", - "results_ht.cumulative['accuracy'] = 83.85000000000001\n", - "results_ht['cumulative'].accuracy() = 83.85000000000001\n", - "results_ht.accuracy() = 83.85000000000001\n", - "\n", - "\tAll the cumulative results:\n", - "{'instances': 2000.0, 'accuracy': 83.85000000000001, 'kappa': 66.04003700899992, 'kappa_t': -14.946619217081869, 'kappa_m': 59.010152284263974, 'f1_score': 83.03346476507683, 'f1_score_0': 86.77855096193205, 'f1_score_1': 79.25497752087348, 'precision': 83.24177714270593, 'precision_0': 85.82995951417004, 'precision_1': 80.65359477124183, 'recall': 82.82619238745067, 'recall_0': 87.74834437086093, 'recall_1': 77.90404040404042}\n", - "\n", - "\tAll the windowed results:\n" - ] - }, - { - "data": { - "text/html": [ - "
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instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
0100.089.075.66371731.25000064.51612987.84124491.60305384.05797187.58241892.30769282.85714388.10160490.90909185.294118
1200.080.049.367089-42.85714367.21311578.94736860.00000086.66666788.235294100.00000076.47058871.42857142.857143100.000000
2300.071.016.953036-141.66666729.26829358.51475481.29032335.55555658.11403582.89473733.33333358.92103779.74683538.095238
3400.085.066.637011-36.36363677.94117684.02150477.61194088.72180586.37688289.65517283.09859281.79117168.42105395.161290
4500.087.073.684211-8.33333380.00000087.21859188.49557585.05747187.91666783.33333392.50000086.53151394.33962378.723404
5600.084.064.221825-14.28571454.28571482.96570688.05970175.75757685.61507981.94444489.28571480.47538295.16129065.789474
6700.085.070.00000016.66666770.58823585.88085683.14606786.48648685.00000074.00000096.00000086.78016094.87179578.688525
7800.099.097.95417394.11764797.67441998.98734298.82352999.13043599.137931100.00000098.27586298.83720997.674419100.000000
8900.078.057.446809-15.78947456.86274581.75182580.35714375.00000083.58209067.164179100.00000080.000000100.00000060.000000
91000.096.091.92245650.00000092.72727395.99877595.55555696.36363696.18506597.72727394.64285795.81320593.47826198.148148
101100.083.01.162791-142.8571430.00000050.58301390.60773510.52631650.55555691.11111110.00000050.61050190.10989011.111111
111200.076.010.979228-100.0000007.69230866.74057686.04651214.28571487.75510275.510204100.00000053.846154100.0000007.692308
121300.087.066.529351-62.50000059.37500085.39161791.27516874.50980491.97530983.950617100.00000079.687500100.00000059.375000
131400.091.064.28571457.14285752.63157984.63901794.73684268.96551795.00000090.000000100.00000076.315789100.00000052.631579
141500.092.062.68656742.85714350.00000084.07643395.45454566.66666795.65217491.304348100.00000075.000000100.00000050.000000
151600.089.073.17073221.42857165.62500087.14571792.30769280.70175490.00000088.00000092.00000084.46691297.05882471.875000
161700.089.078.0000008.33333376.08695789.19653589.52381088.42105389.39393985.45454593.33333389.00000094.00000084.000000
171800.072.045.141066-47.3684219.67741977.09424163.15789577.41935581.578947100.00000063.15789573.07692346.153846100.000000
181900.058.024.677188-200.000000-31.25000065.56842158.82352957.14285765.32976888.23529442.42424265.80882444.11764787.500000
192000.086.066.41074926.31578958.82352984.23882090.14084575.86206987.93859684.21052691.66666780.83779096.96969764.705882
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" - ], - "text/plain": [ - " instances accuracy kappa kappa_t kappa_m f1_score \\\n", - "0 100.0 89.0 75.663717 31.250000 64.516129 87.841244 \n", - "1 200.0 80.0 49.367089 -42.857143 67.213115 78.947368 \n", - "2 300.0 71.0 16.953036 -141.666667 29.268293 58.514754 \n", - "3 400.0 85.0 66.637011 -36.363636 77.941176 84.021504 \n", - "4 500.0 87.0 73.684211 -8.333333 80.000000 87.218591 \n", - "5 600.0 84.0 64.221825 -14.285714 54.285714 82.965706 \n", - "6 700.0 85.0 70.000000 16.666667 70.588235 85.880856 \n", - "7 800.0 99.0 97.954173 94.117647 97.674419 98.987342 \n", - "8 900.0 78.0 57.446809 -15.789474 56.862745 81.751825 \n", - "9 1000.0 96.0 91.922456 50.000000 92.727273 95.998775 \n", - "10 1100.0 83.0 1.162791 -142.857143 0.000000 50.583013 \n", - "11 1200.0 76.0 10.979228 -100.000000 7.692308 66.740576 \n", - "12 1300.0 87.0 66.529351 -62.500000 59.375000 85.391617 \n", - "13 1400.0 91.0 64.285714 57.142857 52.631579 84.639017 \n", - "14 1500.0 92.0 62.686567 42.857143 50.000000 84.076433 \n", - "15 1600.0 89.0 73.170732 21.428571 65.625000 87.145717 \n", - "16 1700.0 89.0 78.000000 8.333333 76.086957 89.196535 \n", - "17 1800.0 72.0 45.141066 -47.368421 9.677419 77.094241 \n", - "18 1900.0 58.0 24.677188 -200.000000 -31.250000 65.568421 \n", - "19 2000.0 86.0 66.410749 26.315789 58.823529 84.238820 \n", - "\n", - " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", - "0 91.603053 84.057971 87.582418 92.307692 82.857143 88.101604 \n", - "1 60.000000 86.666667 88.235294 100.000000 76.470588 71.428571 \n", - "2 81.290323 35.555556 58.114035 82.894737 33.333333 58.921037 \n", - "3 77.611940 88.721805 86.376882 89.655172 83.098592 81.791171 \n", - "4 88.495575 85.057471 87.916667 83.333333 92.500000 86.531513 \n", - "5 88.059701 75.757576 85.615079 81.944444 89.285714 80.475382 \n", - "6 83.146067 86.486486 85.000000 74.000000 96.000000 86.780160 \n", - "7 98.823529 99.130435 99.137931 100.000000 98.275862 98.837209 \n", - "8 80.357143 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 2, - "source": [ - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.classifier import HoeffdingTree\n", - "from capymoa.datasets import ElectricityTiny\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "\n", - "elec_stream = ElectricityTiny()\n", - "ht = HoeffdingTree(schema=elec_stream.get_schema(), grace_period=50)\n", - "\n", - "results_ht = prequential_evaluation(stream=elec_stream, learner=ht, window_size=100, optimise=True, store_predictions=False, store_y=False)\n", - "\n", - "\n", - "print(\"\\tDifferent ways of accessing metrics:\")\n", - "\n", - "print(f\"results_ht['wallclock']: {results_ht['wallclock']} results_ht.wallclock(): {results_ht.wallclock()}\")\n", - "print(f\"results_ht['cpu_time']: {results_ht['cpu_time']} results_ht.cpu_time(): {results_ht.cpu_time()}\")\n", - "\n", - "print(f\"results_ht.cumulative.accuracy() = {results_ht.cumulative.accuracy()}\")\n", - "print(f\"results_ht.cumulative['accuracy'] = {results_ht.cumulative['accuracy']}\")\n", - "print(f\"results_ht['cumulative'].accuracy() = {results_ht['cumulative'].accuracy()}\")\n", - "print(f\"results_ht.accuracy() = {results_ht.accuracy()}\")\n", - "\n", - "print(f\"\\n\\tAll the cumulative results:\")\n", - "print(results_ht.cumulative.metrics_dict())\n", - "\n", - "print(f\"\\n\\tAll the windowed results:\")\n", - "display(results_ht.metrics_per_window())\n", - "# OR display(results_ht.windowed.metrics_per_window())\n", - "\n", - "# results_ht.write_to_file() -> this will save the results to a directory\n", - "\n", - "plot_windowed_results(results_ht, metric= \"accuracy\")" - ], - "id": "5872156564936789" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.4 Evaluating a single stream using multiple learners\n", - "\n", - "```prequential_evaluation_multiple_learners()``` further encapsulates experiments by executing multiple learners on a single stream. \n", - "\n", - "* This function behaves as if we invoked ```prequential_evaluation()``` multiple times, but internally it only iterates through the Stream once. This is useful if we are faced with a situation where accessing each Instance of the Stream is costly this function will be more convenient than just invoking ```prequential_evaluation()``` multiple times. \n", - "\n", - "* This method does not calculate ```wallclock``` or ```cpu_time``` because the training and testing of each learner is interleaved, thus timing estimations are unreliable. Thus, the results dictionaries do not contain the keys ```wallclock``` and ```cpu_time```. " - ], - "id": "5324409b13113fca" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "OB final accuracy = 82.4174611581921 and ARF final accuracy = 89.32953742937853\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 7, - "source": [ - "from capymoa.evaluation import prequential_evaluation_multiple_learners\n", - "from capymoa.datasets import Electricity\n", - "from capymoa.classifier import AdaptiveRandomForestClassifier, OnlineBagging\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "\n", - "stream = Electricity()\n", - "\n", - "# Define the learners + an alias (dictionary key)\n", - "learners = {\n", - " 'OB': OnlineBagging(schema=stream.get_schema(), ensemble_size=10),\n", - " 'ARF': AdaptiveRandomForestClassifier(schema=stream.get_schema(), ensemble_size=10)\n", - "}\n", - "\n", - "results = prequential_evaluation_multiple_learners(stream, learners, window_size=4500)\n", - "\n", - "print(f\"OB final accuracy = {results['OB'].cumulative.accuracy()} and ARF final accuracy = {results['ARF'].cumulative.accuracy()}\")\n", - "plot_windowed_results(results['OB'], results['ARF'], metric=\"accuracy\")" - ], - "id": "acd42024523083d0" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 3. Regression\n", - "\n", - "* We introduce a simple example using regression just to show how similar it is to assess regressors using the **high-level evaluation functions**\n", - "* In the example below, we just use ```prequential_evaluation()``` but it would work with ```cumulative_evaluation()``` and ```windowed_evaluation()``` as well.\n", - "* One difference between Classification and Regression evaluation in CapyMOA is that the Evaluators are different. Instead of ```ClassificationEvaluator``` and ```ClassificationWindowedEvaluator``` functions use ```RegressionEvaluator``` and ```RegressionWindowedEvaluator```" - ], - "id": "5e4ab63d27e3c907" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "kNNRegressor [cumulative] RMSE = 2.7229994765160916 and AdaptiveRandomForestRegressor [cumulative] RMSE = 2.3894271579519426\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 8, - "source": [ - "from capymoa.datasets import Fried\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.regressor import KNNRegressor, AdaptiveRandomForestRegressor\n", - "\n", - "stream = Fried()\n", - "kNN_learner = KNNRegressor(schema=stream.get_schema(), k=5)\n", - "ARF_learner = AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=10)\n", - "\n", - "kNN_results = prequential_evaluation(stream=stream, learner=kNN_learner, window_size=5000)\n", - "ARF_results = prequential_evaluation(stream=stream, learner=ARF_learner, window_size=5000)\n", - "\n", - "print(f\"{kNN_results['learner']} [cumulative] RMSE = {kNN_results['cumulative'].rmse()} and \\\n", - " {ARF_results['learner']} [cumulative] RMSE = {ARF_results['cumulative'].rmse()}\")\n", - "\n", - "plot_windowed_results(kNN_results, ARF_results, metric='rmse')" - ], - "id": "6d353472e5a0cad" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 3.1 Evaluating a single stream using multiple learners (Regression)\n", - "\n", - "* ```prequential_evaluation_multiple_learners``` also works for multiple regressors, the example below shows how it can be used. " - ], - "id": "c004173c8314def8" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cumulative results for each learner:\n", - "kNNReg_k5, RMSE: 2.72, adjusted R2: 0.70\n", - "kNNReg_k2, RMSE: 3.08, adjusted R2: 0.62\n", - "kNNReg_k5_median, RMSE: 2.94, adjusted R2: 0.65\n", - "ARFReg_s5, RMSE: 2.58, adjusted R2: 0.73\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 9, - "source": [ - "from capymoa.evaluation import prequential_evaluation_multiple_learners\n", - "\n", - "# Define the learners + an alias (dictionary key)\n", - "learners = {\n", - " 'kNNReg_k5': KNNRegressor(schema=stream.get_schema(), k=5),\n", - " 'kNNReg_k2': KNNRegressor(schema=stream.get_schema(), k=2),\n", - " 'kNNReg_k5_median': KNNRegressor(schema=stream.get_schema(), CLI='-k 5 -m'),\n", - " 'ARFReg_s5': AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=5)\n", - "}\n", - "\n", - "results = prequential_evaluation_multiple_learners(stream, learners)\n", - "\n", - "print('Cumulative results for each learner:')\n", - "for learner_id in learners.keys():\n", - " if learner_id in results:\n", - " cumulative = results[learner_id]['cumulative']\n", - " print(f\"{learner_id}, RMSE: {cumulative.rmse():.2f}, adjusted R2: {cumulative.adjusted_r2():.2f}\")\n", - "\n", - "# Tip: invoking metrics_header() from an Evaluator will show us all the metrics available, \n", - "# e.g. results['kNNReg_k5']['cumulative'].metrics_header()\n", - "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n", - " results['ARFReg_s5'], metric=\"rmse\")\n", - "\n", - "plot_windowed_results(results['kNNReg_k5'], results['kNNReg_k2'], results['kNNReg_k5_median'], \n", - " results['ARFReg_s5'], metric=\"adjusted_r2\")" - ], - "id": "f38bd6e41bfd45c7" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 3.2 Plotting predictions vs. ground truth over time (Regression)\n", - "\n", - "* In Regression it is sometimes desirable to plot **predictions vs. ground truth** to observe what is happening with the Stream. If we create a custom loop and use the Evaluators directly it is trivial to store the ground truth and predictions, and then proceed to plot them. However, to make people's life easier ```plot_predictions_vs_ground_truth``` function can be used.\n", - "\n", - "* For massive streams with millions of instances it can be unbearable to plot all at once, thus we can specify a ```plot_interval``` (that we want to investigate) to ```plot_predictions_vs_ground_truth```. By default, the plot function will attempt to plot everything, i.e. if ```plot_interval=None```, which is seldom a good idea. " - ], - "id": "874b88b6420eaf9d" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 10, - "source": [ - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.evaluation.visualization import plot_predictions_vs_ground_truth\n", - "from capymoa.regressor import KNNRegressor, AdaptiveRandomForestRegressor\n", - "from capymoa.datasets import Fried\n", - "\n", - "stream = Fried()\n", - "kNN_learner = KNNRegressor(schema=stream.get_schema(), k=5)\n", - "ARF_learner = AdaptiveRandomForestRegressor(schema=stream.get_schema(), ensemble_size=10)\n", - "\n", - "# When we specify store_predictions and store_y, the results will also include all the predictions and all the ground truth y. \n", - "# It is useful for debugging and outputting the predictions elsewhere. \n", - "kNN_results = prequential_evaluation(stream=stream, learner=kNN_learner, window_size=5000, store_predictions=True, store_y=True)\n", - "# We don't need to store the ground-truth for every experiment, since it is always the same for the same stream\n", - "ARF_results = prequential_evaluation(stream=stream, learner=ARF_learner, window_size=5000, store_predictions=True)\n", - "\n", - "\n", - "# Plot only 200 predictions (see plot_interval)\n", - "plot_predictions_vs_ground_truth(kNN_results, ARF_results, ground_truth=kNN_results['ground_truth_y'], plot_interval=(0, 200))" - ], - "id": "367b0ae2ec0e4aa4" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "# 8. Prediction Intervals for data streams\n", - "\n", - "* How to utilise the prediction interval on regression tasks in CapyMOA\n", - "* Two methods for obtaining prediction intervals are currently available in CapyMOA: MVE and AdaPI\n", - "* \n", - "\n", - "More details about prediction intervals for streaming data can be found in the AdaPI paper: \n", - "\n", - "[Yibin Sun, Bernhard Pfahringer, Heitor Murilo Gomes & Albert Bifet. \"Adaptive Prediction Interval for Data Stream Regression.\" Pacific-Asia Conference on Knowledge Discovery and Data Mining. Springer, 2024.](https://link.springer.com/chapter/10.1007/978-981-97-2259-4_10)\n", - "\n", - "\n", - "---\n", - "\n", - "*More information about CapyMOA can be found in* https://www.capymoa.org\n", - "\n", - "**notebook last updated on 25/07/2024**" - ], - "id": "77819b40fd4775c3" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 1, - "source": [ - "from capymoa.datasets import Fried\n", - "\n", - "# load data\n", - "fried_stream = Fried()" - ], - "id": "8b5ee3032f422836" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 1. Basic prediction interval learner build-up\n", - "\n", - "* An example of the use case of prediction interval in CapyMOA\n", - "* Current available prediction interval learners require a regressive base model to work" - ], - "id": "23e1e7609e3dce34" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 2, - "source": [ - "from capymoa.regressor import SOKNL\n", - "from capymoa.prediction_interval import MVE\n", - "\n", - "# build prediction interval learner in regular manner\n", - "soknl = SOKNL(schema=fried_stream.get_schema(), ensemble_size=10)\n", - "mve = MVE(schema=fried_stream.get_schema(), base_learner=soknl)\n", - "\n", - "# build prediction interval learner in in-line manner\n", - "mve_inline = MVE(schema=fried_stream.get_schema(), base_learner=SOKNL(schema=fried_stream.get_schema(), ensemble_size=10))" - ], - "id": "990e281b0a1432c" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2. Creating evaluators\n", - "\n", - "* We involve two types of prediction interval evaluators so far: basic (cumulative) and windowed" - ], - "id": "b26f1b1bc09449b1" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 3, - "source": [ - "from capymoa.evaluation.evaluation import PredictionIntervalEvaluator, PredictionIntervalWindowedEvaluator\n", - "# build prediction interval (basic and windowed) evaluators\n", - "mve_evaluator = PredictionIntervalEvaluator(schema=fried_stream.get_schema())\n", - "mve_windowed_evaluator = PredictionIntervalWindowedEvaluator(schema=fried_stream.get_schema(), window_size=1000)" - ], - "id": "1c43908fad5a1b06" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 3. Running test-then-train/prequential tasks manually\n", - "\n", - "**don't forget to train the models (call .train() function) at the end!**" - ], - "id": "98d0e88923d50b8d" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 4, - "source": [ - "# run test-then-train/prequential tasks\n", - "while fried_stream.has_more_instances():\n", - " instance = fried_stream.next_instance()\n", - " prediction = mve.predict(instance)\n", - " mve_evaluator.update(instance.y_value, prediction)\n", - " mve_windowed_evaluator.update(instance.y_value, prediction)\n", - " mve.train(instance)" - ], - "id": "c2d1bb02b7003fca" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 4. Results from both evaluators", - "id": "2fddc81fe74717e7" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MVE basic evaluation:\n", - "coverage: 97.28, NMPIW: 30.66\n", - "MVE windowed evaluation in last window:\n", - "coverage: [98.9, 98.1, 96.7, 97.7, 97.4, 97.7, 98.0, 97.8, 97.2, 96.8, 97.2, 97.9, 97.1, 97.5, 98.2, 97.8, 96.4, 97.4, 96.6, 97.3, 98.7, 96.4, 97.2, 97.0, 97.4, 96.0, 97.5, 97.1, 96.8, 96.7, 97.7, 97.2, 98.0, 96.1, 97.5, 97.2, 96.9, 97.2, 96.9, 96.7], NMPIW: [61.91, 46.44, 42.59, 43.82, 40.64, 40.08, 35.84, 38.32, 35.65, 39.25, 39.69, 36.09, 34.97, 34.95, 35.3, 34.79, 34.28, 33.46, 35.69, 35.64, 35.75, 35.03, 31.01, 33.91, 32.83, 33.54, 31.92, 31.31, 33.83, 32.07, 29.51, 33.25, 33.53, 31.93, 33.22, 29.3, 30.48, 29.39, 33.0, 32.14]\n" - ] - } - ], - "execution_count": 5, - "source": [ - "# show results\n", - "print(f'MVE basic evaluation:\\ncoverage: {mve_evaluator.coverage()}, NMPIW: {mve_evaluator.nmpiw()}')\n", - "print(f'MVE windowed evaluation in last window:\\ncoverage: {mve_windowed_evaluator.coverage()}, NMPIW: {mve_windowed_evaluator.nmpiw()}')" - ], - "id": "88d386e444310496" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 5. Wrap things up with prequential evaluation\n", - "\n", - "* Prediction interval tasks also can be wrapped up with prequential evaluation in CapyMOA" - ], - "id": "bd068b0da83cedca" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MVE coverage: 97.28, NMPIW: 30.66\n", - "AdaPI coverage: 96.15, NMPIW: 28.53\n" - ] - } - ], - "execution_count": 6, - "source": [ - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.prediction_interval import AdaPI\n", - "\n", - "# restart stream\n", - "fried_stream.restart()\n", - "# specify regressive model\n", - "regressive_learner = SOKNL(schema=fried_stream.get_schema(), ensemble_size=10)\n", - "# build prediction interval models\n", - "mve_learner = MVE(schema=fried_stream.get_schema(), base_learner=regressive_learner)\n", - "adapi_learner = AdaPI(schema=fried_stream.get_schema(), base_learner=regressive_learner, limit=0.001)\n", - "# gather results\n", - "mve_results = prequential_evaluation(stream=fried_stream, learner=mve_learner, window_size=1000)\n", - "adapi_results = prequential_evaluation(stream=fried_stream, learner=adapi_learner, window_size=1000)\n", - "\n", - "# show overall results\n", - "print(f\"MVE coverage: {mve_results.cumulative.coverage()}, NMPIW: {mve_results.cumulative.nmpiw()}\")\n", - "print(f\"AdaPI coverage: {adapi_results.cumulative.coverage()}, NMPIW: {adapi_results.cumulative.nmpiw()}\")" - ], - "id": "431aa88023d683fe" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 6. Plots are also supported", - "id": "deea03d3e5d163e4" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 7, - "source": [ - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "# plot over time comparison\n", - "plot_windowed_results(mve_results,adapi_results, metric='coverage')\n", - "plot_windowed_results(mve_results, adapi_results, metric='nmpiw')" - ], - "id": "94c257f4e351ed71" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### Plotting prediction intervals over time\n", - "\n", - "* We should be able to plot prediction intervals from different learners against ground truths over time...\n", - "* This part is still under construction...\n", - "\n", - "**Coming soon ;)**" - ], - "id": "941d4bedb9780c7d" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "91c62e62b628df7e" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "# 4. Simulating Concept Drifts with the DriftStream API\n", - "\n", - "This tutorial demonstrates how to use the DriftStream API in CapyMOA\n", - "* We start by showing how one can use a synthetic generator without concept drift (RandomTreeGenerator)\n", - "* We delve into the two API proposals for the DriftStream API, one of which has been implemented already\n", - " * **DriftStream Position**: **```drift position``` + ```drift width```** (ready!)\n", - " * **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```** (_Under construction_)\n", - "* More advanced examples can be found in **Tutorial 6**: `Exploring Advanced Features`, such as configuring and manipulating MOA streams directly\n", - "\n", - "---\n", - "\n", - "*More information about CapyMOA can be found in* https://www.capymoa.org\n", - "\n", - "**last update on 27/07/2024**" - ], - "id": "c388f464722d72d3" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 1. CapyMOA synthetic generators\n", - "\n", - "* In this example, we show how to use `RandomTreeGenerator` to generate a synthetic stream" - ], - "id": "914a051433b0f6af" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 1, - "source": [ - "from capymoa.stream.generator import RandomTreeGenerator\n", - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "from capymoa.classifier import HoeffdingTree\n", - "\n", - "rtg_stream = RandomTreeGenerator()\n", - "\n", - "ht = HoeffdingTree(schema=rtg_stream.get_schema())\n", - "\n", - "results_ht = prequential_evaluation(max_instances=10000, window_size=1000, stream=rtg_stream, learner=ht)\n", - "\n", - "plot_windowed_results(results_ht, metric='accuracy')" - ], - "id": "3f5b3f55b8d7f9f5" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2. CapyMOA DriftStream Builder API\n", - "\n", - "* MOA uses a recursive approach to specify concept drift locations like ```CDS(CDS(SEA(1), SEA(2), 1000), SEA(3), 2000)``` where we specify the drift **position** and the **width** of a drift (if it is a Gradual Drift).\n", - "\n", - " \n", - "In CapyMOA, the concepts and drifts are clearly outlined on a list format. There are two ways of specifying a DriftStream in this list format:\n", - "\n", - "1. **DriftStream Position**: **```drift position``` + ```drift width```**: the start and end of a concept is determined by the presence of an ```AbruptDrift``` or ```GradualDrift``` object.\n", - " \n", - " \n", - " \n", - " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(position=2000, width=500), SEA(3)**])**\n", - "\n", - " The ```GradualDrift``` can also be specified in terms of ```start``` and ```end```.\n", - " \n", - " \n", - " **DriftStream([**SEA(1), AbruptDrift(position=1000), SEA(2), GradualDrift(start=1750, end=2250), SEA(3)**])**\n", - "\n", - "\n", - "2. **DriftStream Range**: **```concept num_instances``` + ```drift num_instances```**: the start and end of a concept is determined by the amount of instances generated for it, the same thing can be said about ```GradualDrifts``` which do not have a ```start``` or ```end``` but the number of instances i.e. the ```width``` of that drifting region (or drifting window). Notice that we must prevent users from specifying a drift ```position``` or drift ```start``` and ```end``` when using this version because that would be confusing and error prone. The reason is that the specification of the DriftStream, in this version, doesn't explicitly tells us about the locations of the drifts on the stream, so it is less error prone if we don't allow the user to use this approach mixed with the ```drift position``` one. Example:\n", - " \n", - " \n", - " **DriftStream([**Concept(SEA(1), num_instances=1000), AbruptDrift(), Concept(SEA(2), num_instances=500), GradualDrift(num_instances=500), Concept(SEA(3), num_instances=500)**])**\n", - "\n", - "\n", - "* Why do we need the **```Concept()```** specification in the **```num_instances```**? The **Stream** class, i.e. base class for **SEA** and other synthetic generators do not implement the concept of a ```max_instances``` or ```num_instances```. If we were to implement that, we would lose compatibility with MOA (where such constraints doesn't exist) and would need to do some extra checks when generating streams. \n", - "* The **```DriftStream```** specification in the ```position``` + ```width``` version does not specify the total ```size``` of the stream, i.e. notice how the SEA(3) at the end is unbounded, there is no Drift object signaling its end. That is intentional, the user specifying the DriftStream and manipulating it defines the end of the Stream externally. This is true for synthetic streams and also for limiting *snapshot* streams like **electricity** and others that are read from files. \n" - ], - "id": "f36fe4d8ed17b68b" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.1 DriftStream prelude: the raw MOA version\n", - "\n", - "* We first show how it is done using MOA's API, so that one can compare it with CapyMOA syntax\n", - "* We simulate the following drifting stream using a traditional recursive MOA syntax\n", - "\n", - "```sh\n", - "SEA(function=1), Drift(position=5000, width=1000), SEA(function=2), Drift(position=10000, width=2000), SEA(function=3)\n", - "```\n", - "\n", - "* The CLI below is _easy_ to configure in the MOA GUI, but it can lead to issues when specified directly on the CLI" - ], - "id": "baad4a7d57e50f10" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 2, - "source": [ - "from capymoa.classifier import OnlineBagging\n", - "from capymoa.stream import Stream\n", - "from moa.streams import ConceptDriftStream\n", - "\n", - "stream_sea2drift = Stream(moa_stream=ConceptDriftStream(), \n", - " CLI=\"-s (ConceptDriftStream -s (generators.SEAGenerator -f 1) -d (generators.SEAGenerator -f 2) -p 5000 -w 1) -d (generators.SEAGenerator -f 3) -p 10000 -w 2000\")\n", - "\n", - "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", - "\n", - "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", - "\n", - "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" - ], - "id": "353efe4a31197841" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.2 DriftStream ```position``` + ```width```\n", - "\n", - "* Specifying drift location using the *first* version.\n", - "* We can use either position + width or start + end to define GradualDrifts in this approach.\n", - "\n", - " ```sh\n", - " GradualDrift(position=10000, width=2000)\n", - " ```\n", - " or\n", - " ```sh\n", - " GradualDrift(start=9000, end=12000)\n", - " ```\n", - "* **Important**: meta-data about the specified Drifts is accessible from the stream object\n", - "\n", - "```python\n", - "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n", - "```\n", - "\n", - "* Furthermore, this meta-data is interpreted by the `plot_windowed_results` function producing plots that automatically indicates drift locations. " - ], - "id": "6d0d3ae2e5587659" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The definition of the DriftStream is accessible through the object:\n", - " SEA(function=1),AbruptDrift(position=5000),SEA(function=3),GradualDrift(position=10000, start=9000, end=11000, width=2000),SEA(function=1)\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3, - "source": [ - "from capymoa.stream.drift import DriftStream, Drift, AbruptDrift, GradualDrift\n", - "from capymoa.stream.generator import SEA\n", - "\n", - "stream_sea2drift = DriftStream(stream=[SEA(function=1), \n", - " AbruptDrift(position=5000), \n", - " SEA(function=3), \n", - " GradualDrift(position=10000, width=2000), \n", - " # GradualDrift(start=9000, end=12000),\n", - " SEA(function=1)])\n", - "\n", - "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", - "\n", - "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=15000)\n", - "\n", - "print(f'The definition of the DriftStream is accessible through the object:\\n {stream_sea2drift}')\n", - "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" - ], - "id": "b9c86e03022c2b06" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "#### 2.2.1 Obtaining meta-data about drift from a MOA Stream\n", - "\n", - "* Besides composing a drifting stream, the DriftStream object also holds information about the Drifts. \n", - "* The meta-data about the drifts can be used for quickly investigating where and how many `Drifts` a particular `Stream` object has associated with it.\n", - "\n", - "* It is doable to extract drifting information from the MOA ConceptDriftStream objects, precisely the Stream objects that form the concepts for a proper printing. However, that has not been implemented yet as it is a bit cumbersome. So, for the moment, when a DriftStream is specified based on a MOA CLI, we just return the CLI used when we attempt to print the object (see below)\n", - "\n", - "```python\n", - "print(stream_sea2drift)\n", - "```\n", - "\n", - "* However, the information is available and can be accessed through the `get_drifts()` method as we exemplify below\n", - "\n", - "```python\n", - "for drift in stream_sea2drift.get_drifts():\n", - " print(f'\\t{drift}')\n", - "```" - ], - "id": "2a8809b77b6a987e" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Attempting to print a stream from a raw MOA ConceptDriftStream: ConceptDriftStream -s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0\n", - "\n", - "Now, an example on how to access individual drifts from a DriftStream:\n", - "\tAbruptDrift(position=5000)\n", - "\tGradualDrift(position=10000, width=200)\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 4, - "source": [ - "from moa.streams import ConceptDriftStream\n", - "\n", - "stream_sea2drift = DriftStream(moa_stream=ConceptDriftStream(), \n", - " CLI='-s (ConceptDriftStream -s generators.SEAGenerator -d (generators.SEAGenerator -f 3) -p 5000 -w 1) \\\n", - " -d generators.SEAGenerator -w 200 -p 10000 -r 1 -a 0.0')\n", - "\n", - "OB = OnlineBagging(schema=stream_sea2drift.get_schema(), ensemble_size=10)\n", - "\n", - "results_sea2drift_OB = prequential_evaluation(stream=stream_sea2drift, learner=OB, window_size=100, max_instances=12000)\n", - "\n", - "print(f'Attempting to print a stream from a raw MOA ConceptDriftStream: {stream_sea2drift}')\n", - "print('\\nNow, an example on how to access individual drifts from a DriftStream:')\n", - "for drift in stream_sea2drift.get_drifts():\n", - " print(f'\\t{drift}')\n", - "# Notice it works just fine to plot and use the DriftStream created using a MOA object. \n", - "plot_windowed_results(results_sea2drift_OB, metric='accuracy')" - ], - "id": "b990402212d94bd2" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2.3 DriftStream ```range``` \n", - "\n", - "* This version of the DriftStream builder uses the concept of specfying the number of instances in each concept and drift, i.e. ```concept num_instances``` and ```drift num_instances```\n", - "\n", - "* Still under development! Come back later :)\n", - "
\n", - " \"alt\n", - "
\n" - ], - "id": "3bb1efe041f19702" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2.4 RecurrentConceptDriftStream \n", - "\n", - "### 2.4.1 Generate a stream with recurrent concepts. " - ], - "id": "fd23cbbdadb38f2c" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Recurrent concept stream CapyMOA:\n", - "RTG(),AbruptDrift(position=2000),RTG(tree_random_seed=2),AbruptDrift(position=4000),RTG(tree_random_seed=3),AbruptDrift(position=6000),RTG(instance_random_seed=2),AbruptDrift(position=8000),RTG(instance_random_seed=2, tree_random_seed=2),AbruptDrift(position=10000),RTG(instance_random_seed=2, tree_random_seed=3)\n", - "Recurrent concept stream MOA CLI: \n", - " -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -d (generators.RandomTreeGenerator -r 2) -p 2000 -w 0) -d (generators.RandomTreeGenerator -r 3) -p 4000 -w 0) -d (generators.RandomTreeGenerator -i 2) -p 6000 -w 0) -d (generators.RandomTreeGenerator -r 2 -i 2) -p 8000 -w 0) -d (generators.RandomTreeGenerator -r 3 -i 2) -w 0 -p 10000 -r 1 -a 0.0\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 5, - "source": [ - "from capymoa.stream.drift import DriftStream, AbruptDrift\n", - "from capymoa.stream.generator import RandomTreeGenerator\n", - "from capymoa.classifier import OnlineBagging\n", - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "\n", - "window_size = 1000\n", - "concept_length = 2000\n", - "max_instances = concept_length*6\n", - "\n", - "stream_with_drifts = DriftStream(stream=[\n", - " RandomTreeGenerator(tree_random_seed=1), AbruptDrift(position=concept_length*1),\n", - " RandomTreeGenerator(tree_random_seed=2), AbruptDrift(position=concept_length*2),\n", - " RandomTreeGenerator(tree_random_seed=3), AbruptDrift(position=concept_length*3),\n", - " RandomTreeGenerator(tree_random_seed=1, instance_random_seed=2), AbruptDrift(position=concept_length*4),\n", - " RandomTreeGenerator(tree_random_seed=2, instance_random_seed=2), AbruptDrift(position=concept_length*5),\n", - " RandomTreeGenerator(tree_random_seed=3, instance_random_seed=2),\n", - " ])\n", - "\n", - "\n", - "OB = OnlineBagging(schema=stream_with_drifts.get_schema(), ensemble_size=10)\n", - "\n", - "results_stream_with_drifts_OB = prequential_evaluation(stream=stream_with_drifts, learner=OB, window_size=window_size, max_instances=max_instances)\n", - "\n", - "print(f'Recurrent concept stream CapyMOA:\\n{stream_with_drifts}')\n", - "print(f'Recurrent concept stream MOA CLI: \\n{stream_with_drifts._CLI}')\n", - "plot_windowed_results(results_stream_with_drifts_OB, metric='accuracy')" - ], - "id": "e4a018e65b369c94" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.4.2 Use recurrent concept drift API to generate recurrent concepts.\n", - "* The API adds concept meta information for plotting which is not available in the previous example. " - ], - "id": "4197a139b84d3e5d" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Recurrent concept stream CapyMOA:\n", - "RTG(),AbruptDrift(position=2000),RTG(tree_random_seed=2),AbruptDrift(position=4000),RTG(tree_random_seed=3),AbruptDrift(position=6000),RTG(instance_random_seed=2),AbruptDrift(position=8000),RTG(instance_random_seed=2, tree_random_seed=2),AbruptDrift(position=10000),RTG(instance_random_seed=2, tree_random_seed=3)\n", - "Recurrent concept stream MOA CLI: \n", - " -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -s (ConceptDriftStream -d (generators.RandomTreeGenerator -r 2) -p 2000 -w 0) -d (generators.RandomTreeGenerator -r 3) -p 4000 -w 0) -d (generators.RandomTreeGenerator -i 2) -p 6000 -w 0) -d (generators.RandomTreeGenerator -r 2 -i 2) -p 8000 -w 0) -d (generators.RandomTreeGenerator -r 3 -i 2) -w 0 -p 10000 -r 1 -a 0.0\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 6, - "source": [ - "from capymoa.stream.drift import AbruptDrift, RecurrentConceptDriftStream\n", - "from capymoa.stream.generator import RandomTreeGenerator\n", - "from capymoa.classifier import OnlineBagging\n", - "from capymoa.evaluation import prequential_evaluation\n", - "from capymoa.evaluation.visualization import plot_windowed_results \n", - "\n", - "concept1 = RandomTreeGenerator(tree_random_seed=1, instance_random_seed=1)\n", - "concept2 = RandomTreeGenerator(tree_random_seed=2, instance_random_seed=1)\n", - "concept3 = RandomTreeGenerator(tree_random_seed=3, instance_random_seed=1)\n", - "\n", - "\n", - "window_size = 1000\n", - "concept_length = 2000\n", - "concept_list = [concept1, concept2, concept3]\n", - "concept_name_list = ['concept1', 'concept2', 'concept3']\n", - "max_recurrences_per_concept = 2\n", - "max_instances = concept_length * len(concept_list) * max_recurrences_per_concept\n", - "\n", - "stream_with_recurrent_concepts = RecurrentConceptDriftStream(concept_list=concept_list,\n", - " max_recurrences_per_concept=max_recurrences_per_concept,\n", - " transition_type_template=AbruptDrift(position=concept_length),\n", - " concept_name_list=concept_name_list\n", - " )\n", - "\n", - "OB = OnlineBagging(schema=stream_with_recurrent_concepts.get_schema(), ensemble_size=10)\n", - "\n", - "results_stream_with_drifts_OB = prequential_evaluation(stream=stream_with_recurrent_concepts, learner=OB, window_size=window_size, max_instances=max_instances)\n", - "\n", - "print(f'Recurrent concept stream CapyMOA:\\n{stream_with_recurrent_concepts}')\n", - "print(f'Recurrent concept stream MOA CLI: \\n{stream_with_recurrent_concepts._CLI}')\n", - "\n", - "plot_windowed_results(results_stream_with_drifts_OB, metric='accuracy')\n" - ], - "id": "1ea64f04c809e735" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "4a2770c6728047f9" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "# Drift Detection in CapyMOA\n", - "\n", - "In this tutorial, we show how to conduct drift detection using CapyMOA\n", - "\n", - "* Then test different drift detectors\n", - "* Example using ADWIN\n", - "* Evaluating detectors based on known drift location\n", - "\n", - "---\n", - "\n", - "*More information about CapyMOA can be found in* https://www.capymoa.org\n", - "\n", - "**last update on 25/07/2024**" - ], - "id": "b7c4451ffb0bfc7e" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 1, - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import capymoa.drift.detectors as detectors" - ], - "id": "b72fd95efd2b9298" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## Basic example", - "id": "73b5eded6e0a9d03" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "- Creating dummy data", - "id": "877f9f94702bbaa" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 2, - "source": [ - "data_stream = np.random.randint(2, size=2000)\n", - "for i in range(999, 2000):\n", - " data_stream[i] = np.random.randint(6, high=12)" - ], - "id": "c06c058fbaa2a1fa" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "- Basic drift detection example", - "id": "e7ec7f08a8a367ab" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ADWIN 1\n", - "CUSUM 2\n", - "DDM 1\n", - "EWMAChart 1\n", - "GeometricMovingAverage 1\n", - "HDDMAverage 154\n", - "HDDMWeighted 92\n", - "PageHinkley 2\n", - "RDDM 1\n", - "SEED 3\n", - "STEPD 1\n", - "dtype: int64\n" - ] - } - ], - "execution_count": 3, - "source": [ - "all_detectors = detectors.__all__\n", - "\n", - "n_detections = {k: 0 for k in all_detectors}\n", - "for detector_name in all_detectors:\n", - "\n", - " detector = getattr(detectors, detector_name)()\n", - "\n", - " for i in range(2000):\n", - " detector.add_element(float(data_stream[i]))\n", - " if detector.detected_change():\n", - " n_detections[detector_name] += 1\n", - "\n", - "print(pd.Series(n_detections))" - ], - "id": "2d9ef1f2faf35661" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## Example using ADWIN", - "id": "73eae022dc323b47" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Change detected in data: 10 - at index: 1023\n" - ] - } - ], - "execution_count": 4, - "source": [ - "from capymoa.drift.detectors import ADWIN\n", - "\n", - "detector = ADWIN(delta=0.001)\n", - "\n", - "for i in range(2000):\n", - " detector.add_element(data_stream[i])\n", - " if detector.detected_change():\n", - " print('Change detected in data: ' + str(data_stream[i]) + ' - at index: ' + str(i))\n" - ], - "id": "3228c244633b137f" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "[1024]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 5, - "source": [ - "# Detection indices\n", - "detector.detection_index" - ], - "id": "6ea9a16c909d8bd1" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 6, - "source": [ - "# Warning indices\n", - "detector.warning_index" - ], - "id": "dd13a4550735b9ab" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "2000" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 7, - "source": [ - "# Instance counter\n", - "detector.idx" - ], - "id": "47d3221bd9411e09" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## Evaluating drift detectors\n", - "\n", - "Assuming the drift locations are known, you can evaluate detectors using **EvaluateDetector** class\n", - "\n", - "This class takes a parameter called **max_delay**, which is the maximum number of instances for which we consider a detector to have detected a change. After **max_delay** instances, we assume that the change is obvious and have been missed by the detector." - ], - "id": "4b486efea7cf5a30" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 8, - "source": "from capymoa.drift.eval_detector import EvaluateDetector", - "id": "f5c94672968a81ae" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 9, - "source": "eval = EvaluateDetector(max_delay=200)", - "id": "98680f132b834b5b" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "The EvaluateDetector class takes two arguments for evaluating detectors:\n", - "- The locations of the drift\n", - "- The locations of the detections" - ], - "id": "51cf8b6de2fda078" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "mean_time_to_detect 24.0\n", - "missed_detection_ratio 0.0\n", - "mean_time_btw_false_alarms NaN\n", - "no_alarms_per_episode 0.0\n", - "dtype: float64" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 10, - "source": [ - "trues = np.array([1000])\n", - "preds = detector.detection_index\n", - "\n", - "eval.calc_performance(preds, trues)" - ], - "id": "4dbc1043970a3989" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "3b69bd5f9cb7d267" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "", - "id": "ba1e160969a7519" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "# Clustering tutorial ", - "id": "ef9db2ed16eac469" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 1, - "source": [ - "from capymoa.base import MOAClusterer\n", - "from capymoa.stream.generator import RandomRBFGeneratorDrift\n", - "from moa.clusterers.clustream import Clustream\n", - "from capymoa.evaluation.visualization import plot_clustering_state" - ], - "id": "6e3c8a92c6ebfe94" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 1. Getting started example\n", - "\n", - "- Here we use only a stream and a clusterer\n", - "- We implement the loop manually\n", - "- We use a visualization function to print the clustering state" - ], - "id": "472f1997102feb60" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 2, - "source": [ - "stream = RandomRBFGeneratorDrift(number_of_attributes=2, number_of_centroids=10, number_of_drifting_centroids=1, magnitude_of_change=0.001)\n", - "clustream = MOAClusterer(schema=stream.get_schema(), moa_learner=Clustream, CLI=\"-k 10\")" - ], - "id": "b34662c96fba95de" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processed 100 instances.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/gwcassales/Documents/CapyMOA/src/capymoa/evaluation/visualization.py:884: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", - " fig.show()\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processed 200 instances.\n", - "Processed 300 instances.\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3, - "source": [ - "instancesSeen = 0\n", - "updateInterval = 100\n", - "while stream.has_more_instances() and instancesSeen < 300:\n", - " instance = stream.next_instance()\n", - " clustream.train(instance)\n", - " instancesSeen += 1\n", - " if instancesSeen % updateInterval == 0:\n", - " print(f\"Processed {instancesSeen} instances.\")\n", - " plot_clustering_state(clustream)\n", - " # by default, plot_clustering_state only shows the image and does not save it" - ], - "id": "dfde346eddda6b19" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 2. Using the Clustering Evaluator\n", - "id": "ae47ed6db1021d42" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 4, - "source": "from capymoa.evaluation import ClusteringEvaluator", - "id": "2f8f8b2b592ec190" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 5, - "source": [ - "stream = RandomRBFGeneratorDrift(number_of_attributes=2, number_of_centroids=10, number_of_drifting_centroids=1, magnitude_of_change=0.001)\n", - "clustream = MOAClusterer(schema=stream.get_schema(), moa_learner=Clustream, CLI=\"-k 10\")\n", - "evaluator = ClusteringEvaluator(update_interval=50)" - ], - "id": "bb13ca73d8128d0e" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "### 2.1 It is still possible to plot the clustering state of a clusterer on demand", - "id": "c93e3682888ed934" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processed 157 instances. Saving the figure without showing it.\n" - ] - } - ], - "execution_count": 6, - "source": [ - "while stream.has_more_instances() and evaluator.get_instances_seen() < 1000:\n", - " instance = stream.next_instance()\n", - " clustream.train(instance)\n", - " evaluator.update(clustream)\n", - " instancesSeen = evaluator.get_instances_seen()\n", - " # purposefully arbitrary number\n", - " if instancesSeen == 157:\n", - " # can also skip show and only save\n", - " print(f\"Processed {instancesSeen} instances. Saving the figure without showing it.\")\n", - " plot_clustering_state(clustream, show_fig=False, save_fig=True, figure_name='save_fig_dont_show')\n" - ], - "id": "6af6df4657b3b188" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "### 2.2 Alternatively, it is possible to plot the evaluation results as a whole, generating a gif\n", - "\n", - "- Passing `clean_up=False` to the `plot_clustering_evolution` function will keep the intermediate figures used to create the gif.\n" - ], - "id": "40613a5412ed759e" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 7, - "source": [ - "from capymoa.evaluation.visualization import plot_clustering_evolution\n", - "plot_clustering_evolution(evaluator, clean_up=True)" - ], - "id": "c057d69e1ec0a6d5" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "3e3e745ae0f11038" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "", - "id": "720f9204a1a52e0d" - }, - { - "metadata": {}, - "cell_type": "markdown", - "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 in* https://www.capymoa.org\n", - "\n", - "**notebook last updated on 25/07/2024**" - ], - "id": "599556ba26112955" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": 1, - "source": [ - "from capymoa.stream import stream_from_file\n", - "from capymoa.evaluation.visualization import plot_windowed_results\n", - "from capymoa.evaluation import prequential_ssl_evaluation\n", - "from capymoa.datasets import Electricity" - ], - "id": "35d1dcb8d8fe719a" - }, - { - "metadata": {}, - "cell_type": "markdown", - "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 utilize the `prequential_ssl_evaluation()` function to simulate the absence of labels (`label_probability`) and delays (`delay_length`)\n", - "* The results yield 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`). " - ], - "id": "a731360b10318fd9" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function prequential_ssl_evaluation in module capymoa.evaluation.evaluation:\n", - "\n", - "prequential_ssl_evaluation(stream, learner, max_instances=None, window_size=1000, initial_window_size=0, delay_length=0, label_probability=0.01, random_seed=1, store_predictions=False, store_y=False, optimise=True)\n", - " If the learner is not an SSL learner, then it will be trained only on the labeled instances.\n", - "\n" - ] - } - ], - "execution_count": 2, - "source": "help(prequential_ssl_evaluation)", - "id": "80b89db3dd0b662b" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "59.3\n" - ] - }, - { - "data": { - "text/html": [ - "
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instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
0100.034.00.000000-340.000000-112.903226NaN50.746269NaNNaN34.000000NaN50.000000100.0000000.000000
1200.065.00.000000-150.00000041.666667NaN78.787879NaNNaN65.000000NaN50.000000100.0000000.000000
2300.062.0-23.136747-216.666667-2.70270338.271605NaN76.54321037.3493980.00000074.69879539.2405060.00000078.481013
3400.063.03.242678-236.36363644.77611962.92213677.0186345.12820581.31313162.626263100.00000051.315789100.0000002.631579
4500.045.0-4.009077-358.333333-5.76923131.03448362.068966NaN22.95918445.9183670.00000047.87234095.7446810.000000
5600.047.06.952247-278.571429-51.42857155.07059954.70085536.14457855.96745040.50632971.42857154.20203784.21052624.193548
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" - ], - "text/plain": [ - " instances accuracy kappa kappa_t kappa_m f1_score \\\n", - "0 100.0 34.0 0.000000 -340.000000 -112.903226 NaN \n", - "1 200.0 65.0 0.000000 -150.000000 41.666667 NaN \n", - "2 300.0 62.0 -23.136747 -216.666667 -2.702703 38.271605 \n", - "3 400.0 63.0 3.242678 -236.363636 44.776119 62.922136 \n", - "4 500.0 45.0 -4.009077 -358.333333 -5.769231 31.034483 \n", - "5 600.0 47.0 6.952247 -278.571429 -51.428571 55.070599 \n", - "6 700.0 57.0 2.890696 -138.888889 14.000000 51.548932 \n", - "7 800.0 78.0 54.337900 -29.411765 48.837209 77.384628 \n", - "8 900.0 58.0 17.808219 -121.052632 22.222222 59.376801 \n", - "9 1000.0 84.0 67.793881 -100.000000 68.000000 83.896940 \n", - "\n", - " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", - "0 50.746269 NaN NaN 34.000000 NaN 50.000000 \n", - "1 78.787879 NaN NaN 65.000000 NaN 50.000000 \n", - "2 NaN 76.543210 37.349398 0.000000 74.698795 39.240506 \n", - "3 77.018634 5.128205 81.313131 62.626263 100.000000 51.315789 \n", - "4 62.068966 NaN 22.959184 45.918367 0.000000 47.872340 \n", - "5 54.700855 36.144578 55.967450 40.506329 71.428571 54.202037 \n", - "6 68.613139 31.746032 51.754386 61.842105 41.666667 51.345103 \n", - "7 81.666667 72.500000 78.078078 77.777778 78.378378 76.703386 \n", - "8 55.319149 60.377358 59.562842 66.666667 52.459016 59.191919 \n", - "9 85.185185 82.608696 83.896940 85.185185 82.608696 83.896940 \n", - "\n", - " recall_0 recall_1 \n", - "0 100.000000 0.000000 \n", - "1 100.000000 0.000000 \n", - "2 0.000000 78.481013 \n", - "3 100.000000 2.631579 \n", - "4 95.744681 0.000000 \n", - "5 84.210526 24.193548 \n", - "6 77.049180 25.641026 \n", - "7 85.964912 67.441860 \n", - "8 47.272727 71.111111 \n", - "9 85.185185 82.608696 " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 3, - "source": [ - "from capymoa.ssl.classifier import OSNN\n", - "\n", - "stream = Electricity()\n", - "\n", - "osnn = OSNN(schema=stream.get_schema())\n", - "\n", - "results_osnn = prequential_ssl_evaluation(stream=stream, learner=osnn, label_probability=0.01, window_size=100, max_instances=1000)\n", - "\n", - "# The results are stored in a dictionary. \n", - "display(results_osnn)\n", - "\n", - "print(results_osnn['cumulative'].accuracy()) # Test-then-train accuracy, i.e. cumulatively, not windowed. \n", - "display(results_osnn['windowed'].metrics_per_window()) # A dataframe containing the windowed results. \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')" - ], - "id": "55bdfe8ef3c4e3a5" - }, - { - "metadata": {}, - "cell_type": "markdown", - "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\n", - "\n" - ], - "id": "2746d922bee4130e" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "47.199999999999996\n" - ] - }, - { - "data": { - "text/html": [ - "
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instancesaccuracykappakappa_tkappa_mf1_scoref1_score_0f1_score_1precisionprecision_0precision_1recallrecall_0recall_1
0100.034.00.000000-340.000000-112.903226NaN50.746269NaNNaN34.000000NaN50.000000100.0000000.000000
1200.065.00.000000-150.00000041.666667NaN78.787879NaNNaN65.000000NaN50.000000100.0000000.000000
2300.021.00.000000-558.333333-113.513514NaN34.710744NaNNaN21.000000NaN50.000000100.0000000.000000
3400.062.00.000000-245.45454543.283582NaN76.543210NaNNaN62.000000NaN50.000000100.0000000.000000
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\n", - "
" - ], - "text/plain": [ - " instances accuracy kappa kappa_t kappa_m f1_score \\\n", - "0 100.0 34.0 0.000000 -340.000000 -112.903226 NaN \n", - "1 200.0 65.0 0.000000 -150.000000 41.666667 NaN \n", - "2 300.0 21.0 0.000000 -558.333333 -113.513514 NaN \n", - "3 400.0 62.0 0.000000 -245.454545 43.283582 NaN \n", - "4 500.0 50.0 5.338887 -316.666667 3.846154 61.726883 \n", - "5 600.0 38.0 -7.489598 -342.857143 -77.142857 44.007051 \n", - "6 700.0 26.0 -39.992433 -311.111111 -48.000000 27.554157 \n", - "7 800.0 62.0 13.043478 -123.529412 11.627907 65.753425 \n", - "8 900.0 59.0 10.480349 -115.789474 24.074074 60.034800 \n", - "9 1000.0 55.0 2.343750 -462.500000 10.000000 61.508853 \n", - "\n", - " f1_score_0 f1_score_1 precision precision_0 precision_1 recall \\\n", - "0 50.746269 NaN NaN 34.000000 NaN 50.000000 \n", - "1 78.787879 NaN NaN 65.000000 NaN 50.000000 \n", - "2 34.710744 NaN NaN 21.000000 NaN 50.000000 \n", - "3 76.543210 NaN NaN 62.000000 NaN 50.000000 \n", - "4 65.277778 10.714286 74.226804 48.453608 100.000000 52.830189 \n", - "5 48.333333 22.500000 42.682927 35.365854 50.000000 45.415959 \n", - "6 24.489796 27.450980 27.327327 32.432432 22.222222 27.784784 \n", - "7 75.000000 20.833333 80.000000 60.000000 100.000000 55.813953 \n", - "8 72.108844 22.641509 66.304348 57.608696 75.000000 54.848485 \n", - "9 70.588235 4.255319 77.272727 54.545455 100.000000 51.086957 \n", - "\n", - " recall_0 recall_1 \n", - "0 100.000000 0.000000 \n", - "1 100.000000 0.000000 \n", - "2 100.000000 0.000000 \n", - "3 100.000000 0.000000 \n", - "4 100.000000 5.660377 \n", - "5 76.315789 14.516129 \n", - "6 19.672131 35.897436 \n", - "7 100.000000 11.627907 \n", - "8 96.363636 13.333333 \n", - "9 100.000000 2.173913 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 4, - "source": [ - "from capymoa.classifier import StreamingRandomPatches\n", - "\n", - "srp10 = StreamingRandomPatches(schema=stream.get_schema(), ensemble_size=10)\n", - "\n", - "results_srp10 = prequential_ssl_evaluation(stream=stream, learner=srp10, label_probability=0.01, window_size=100, max_instances=1000)\n", - "\n", - "print(results_srp10['cumulative'].accuracy())\n", - "display(results_srp10['windowed'].metrics_per_window())" - ], - "id": "7ae1cf245d6dec62" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": "## 1.2 Comparing a SSL and supervised classifiers", - "id": "6156b887d059819a" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 5, - "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", - "\n", - "plot_windowed_results(results_osnn, results_srp10, metric='accuracy')" - ], - "id": "e3f7ce76eaec8b85" - }, - { - "metadata": {}, - "cell_type": "markdown", - "source": [ - "## 2. Delay example\n", - "* Comparing the effect of delay on a stream\n", - "* It is particularly interesting to see the effect after a drift takes place. " - ], - "id": "d4430949ec6ea9fc" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy immediate: 86.031\n", - "Accuracy delayed by 1000 instances: 82.865\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 6, - "source": [ - "from capymoa.stream.generator import SEA\n", - "from capymoa.stream.drift import *\n", - "from capymoa.classifier import HoeffdingTree\n", - "from capymoa.evaluation import prequential_evaluation\n", - "\n", - "## Creating a stream with drift\n", - "sea2drifts = DriftStream(stream=[SEA(function=1), \n", - " AbruptDrift(position=25000), \n", - " SEA(function=2), \n", - " AbruptDrift(position=50000), \n", - " SEA(function=3)])\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(stream=sea2drifts, \n", - " learner=ht_immediate, \n", - " label_probability=0.1, \n", - " window_size=1000, \n", - " max_instances=100000)\n", - "\n", - "results_ht_delayed_1000 = prequential_ssl_evaluation(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", - "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(f\"Accuracy delayed by 1000 instances: {results_ht_delayed_1000['cumulative'].accuracy()}\")\n", - "\n", - "plot_windowed_results(results_ht_immediate, results_ht_delayed_1000, metric='accuracy')" - ], - "id": "631ce16e66ee009c" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "c7150c9273eac293" - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/tutorials/2024_IJCAI/IJCAI_Tutorial_2024.pdf b/tutorials/2024_IJCAI/IJCAI_Tutorial_2024.pdf deleted file mode 100644 index 2596a03a..00000000 Binary files a/tutorials/2024_IJCAI/IJCAI_Tutorial_2024.pdf and /dev/null differ diff --git a/tutorials/2024_IJCAI/IJCAI_Tutorial_2024_ml_for_streaming_HeitorGomes.key b/tutorials/2024_IJCAI/IJCAI_Tutorial_2024_ml_for_streaming_HeitorGomes.key deleted file mode 100644 index 32649b20..00000000 Binary files a/tutorials/2024_IJCAI/IJCAI_Tutorial_2024_ml_for_streaming_HeitorGomes.key and /dev/null differ