{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "223810fd-84a1-40f9-a303-2a64403b49fe", "metadata": {}, "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**" ] }, { "attachments": {}, "cell_type": "markdown", "id": "df79e7d7-bde3-4b59-8479-a44247b3c26f", "metadata": {}, "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" ] }, { "cell_type": "code", "execution_count": 1, "id": "df2d9ca9", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:26:45.015368Z", "iopub.status.busy": "2024-09-23T00:26:45.014637Z", "iopub.status.idle": "2024-09-23T00:26:45.041402Z", "shell.execute_reply": "2024-09-23T00:26:45.039349Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "# This cell is hidden on capymoa.org. See docs/contributing/docs.rst\n", "from util.nbmock import mock_datasets, is_nb_fast\n", "\n", "if is_nb_fast():\n", " mock_datasets()" ] }, { "cell_type": "code", "execution_count": 2, "id": "9b29ce7d-7e76-4741-a728-2bd2e795eb79", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:26:45.049266Z", "iopub.status.busy": "2024-09-23T00:26:45.048500Z", "iopub.status.idle": "2024-09-23T00:26:57.757668Z", "shell.execute_reply": "2024-09-23T00:26:57.757178Z" }, "scrolled": true }, "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" ] } ], "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(\n", " schema=stream.get_schema(), window_size=4500\n", ")\n", "# The window_size ClassificationEvaluator just specifies the frequency at which the cumulative metrics are stored\n", "classificationEvaluatorARF = ClassificationEvaluator(\n", " schema=stream.get_schema(), window_size=4500\n", ")\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(\n", " \"[ClassificationWindowedEvaluator] Windowed accuracy reported for every window_size windows\"\n", ")\n", "print(windowedEvaluatorARF.accuracy())\n", "\n", "print(\n", " f\"[ClassificationEvaluator] Cumulative accuracy: {classificationEvaluatorARF.accuracy()}\"\n", ")\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())" ] }, { "cell_type": "markdown", "id": "c61735c4-c41a-443c-be3c-e6cc3b526395", "metadata": {}, "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", "\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", "\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" ] }, { "attachments": {}, "cell_type": "markdown", "id": "99802e5d-c85c-448a-86ca-93910a245666", "metadata": {}, "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." ] }, { "cell_type": "code", "execution_count": 3, "id": "56ad96a5-f8cf-4a49-8817-07c2b284fbe6", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:26:57.759462Z", "iopub.status.busy": "2024-09-23T00:26:57.759272Z", "iopub.status.idle": "2024-09-23T00:26:58.449867Z", "shell.execute_reply": "2024-09-23T00:26:58.449300Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tDifferent ways of accessing metrics:\n", "results_ht['wallclock']: 0.018116235733032227 results_ht.wallclock(): 0.018116235733032227\n", "results_ht['cpu_time']: 0.06709921499999894 results_ht.cpu_time(): 0.06709921499999894\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 75.000000 83.582090 67.164179 100.000000 80.000000 \n", "9 95.555556 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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(\n", " stream=elec_stream,\n", " learner=ht,\n", " window_size=100,\n", " optimise=True,\n", " store_predictions=False,\n", " store_y=False,\n", ")\n", "\n", "\n", "print(\"\\tDifferent ways of accessing metrics:\")\n", "\n", "print(\n", " f\"results_ht['wallclock']: {results_ht['wallclock']} results_ht.wallclock(): {results_ht.wallclock()}\"\n", ")\n", "print(\n", " f\"results_ht['cpu_time']: {results_ht['cpu_time']} results_ht.cpu_time(): {results_ht.cpu_time()}\"\n", ")\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(\"\\n\\tAll the cumulative results:\")\n", "print(results_ht.cumulative.metrics_dict())\n", "\n", "print(\"\\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\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "309212f3-8986-482b-88ac-85f862325bfe", "metadata": {}, "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```. " ] }, { "cell_type": "code", "execution_count": 4, "id": "960419e2-1cd5-4d93-ba6e-50a74f9b8999", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:26:58.451954Z", "iopub.status.busy": "2024-09-23T00:26:58.451685Z", "iopub.status.idle": "2024-09-23T00:27:10.119911Z", "shell.execute_reply": "2024-09-23T00:27:10.119342Z" }, "scrolled": true }, "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" } ], "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(\n", " f\"OB final accuracy = {results['OB'].cumulative.accuracy()} and ARF final accuracy = {results['ARF'].cumulative.accuracy()}\"\n", ")\n", "plot_windowed_results(results[\"OB\"], results[\"ARF\"], metric=\"accuracy\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "120f118c-d8a5-4d10-aad1-a75a2ac122d8", "metadata": {}, "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```" ] }, { "cell_type": "code", "execution_count": 5, "id": "3f9b6eeb-f5ce-403d-bf95-5d880be1a278", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:27:10.122200Z", "iopub.status.busy": "2024-09-23T00:27:10.121972Z", "iopub.status.idle": "2024-09-23T00:27:17.096793Z", "shell.execute_reply": "2024-09-23T00:27:17.096213Z" } }, "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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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(\n", " schema=stream.get_schema(), ensemble_size=10\n", ")\n", "\n", "kNN_results = prequential_evaluation(\n", " stream=stream, learner=kNN_learner, window_size=5000\n", ")\n", "ARF_results = prequential_evaluation(\n", " stream=stream, learner=ARF_learner, window_size=5000\n", ")\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\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "410145fa-5203-4c79-b86f-8ce891691751", "metadata": {}, "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. " ] }, { "cell_type": "code", "execution_count": 6, "id": "121e54e2-4ba2-41be-8397-408ad40db23d", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:27:17.098687Z", "iopub.status.busy": "2024-09-23T00:27:17.098538Z", "iopub.status.idle": "2024-09-23T00:27:34.539901Z", "shell.execute_reply": "2024-09-23T00:27:34.539400Z" } }, "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "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(\n", " schema=stream.get_schema(), ensemble_size=5\n", " ),\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(\n", " f\"{learner_id}, RMSE: {cumulative.rmse():.2f}, adjusted R2: {cumulative.adjusted_r2():.2f}\"\n", " )\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(\n", " results[\"kNNReg_k5\"],\n", " results[\"kNNReg_k2\"],\n", " results[\"kNNReg_k5_median\"],\n", " results[\"ARFReg_s5\"],\n", " metric=\"rmse\",\n", ")\n", "\n", "plot_windowed_results(\n", " results[\"kNNReg_k5\"],\n", " results[\"kNNReg_k2\"],\n", " results[\"kNNReg_k5_median\"],\n", " results[\"ARFReg_s5\"],\n", " metric=\"adjusted_r2\",\n", ")" ] }, { "cell_type": "markdown", "id": "f1fffd6b-7421-4c07-9cca-dde220164387", "metadata": {}, "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. " ] }, { "cell_type": "code", "execution_count": 7, "id": "f71c8f1b-776d-4204-b485-284aed60af2c", "metadata": { "execution": { "iopub.execute_input": "2024-09-23T00:27:34.541550Z", "iopub.status.busy": "2024-09-23T00:27:34.541410Z", "iopub.status.idle": "2024-09-23T00:27:41.362623Z", "shell.execute_reply": "2024-09-23T00:27:41.362266Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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(\n", " schema=stream.get_schema(), ensemble_size=10\n", ")\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(\n", " stream=stream,\n", " learner=kNN_learner,\n", " window_size=5000,\n", " store_predictions=True,\n", " store_y=True,\n", ")\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(\n", " stream=stream, learner=ARF_learner, window_size=5000, store_predictions=True\n", ")\n", "\n", "\n", "# Plot only 200 predictions (see plot_interval)\n", "plot_predictions_vs_ground_truth(\n", " kNN_results,\n", " ARF_results,\n", " ground_truth=kNN_results[\"ground_truth_y\"],\n", " plot_interval=(0, 200),\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "2f1c9048-811c-4c74-b32b-fe3f07de4050", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }