| { |
| "cells": [ |
| { |
| "cell_type": "markdown", |
| "id": "7fb27b941602401d91542211134fc71a", |
| "metadata": {}, |
| "source": [ |
| "Licensed to the Apache Software Foundation (ASF) under one\nor more contributor license agreements. See the NOTICE file\ndistributed with this work for additional information\nregarding copyright ownership. The ASF licenses this file\nto you under the Apache License, Version 2.0 (the\n\"License\"); you may not use this file except in compliance\nwith the License. You may obtain a copy of the License at\n\n http://www.apache.org/licenses/LICENSE-2.0\n\nUnless required by applicable law or agreed to in writing,\nsoftware distributed under the License is distributed on an\n\"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\nKIND, either express or implied. See the License for the\nspecific language governing permissions and limitations\nunder the License." |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": null, |
| "id": "1c9e1048", |
| "metadata": {}, |
| "outputs": [], |
| "source": [ |
| "# Execute this cell to install dependencies\n", |
| "%pip install sf-hamilton[visualization]" |
| ] |
| }, |
| { |
| "cell_type": "markdown", |
| "id": "4a44c333", |
| "metadata": {}, |
| "source": [ |
| "# Hamilton + Plotly integration [](https://colab.research.google.com/github/dagworks-inc/hamilton/blob/main/examples/plotly/notebook.ipynb) [](https://github.com/apache/hamilton/blob/main/examples/plotly/notebook.ipynb)\n" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 1, |
| "id": "ec11f041", |
| "metadata": { |
| "ExecuteTime": { |
| "end_time": "2023-11-20T06:21:27.406089Z", |
| "start_time": "2023-11-20T06:21:25.198718Z" |
| } |
| }, |
| "outputs": [], |
| "source": [ |
| "import model_training\n", |
| "\n", |
| "from hamilton import driver\n", |
| "from hamilton.io.materialization import to" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 2, |
| "id": "544b3ab5", |
| "metadata": { |
| "ExecuteTime": { |
| "end_time": "2023-11-20T06:21:27.443007Z", |
| "start_time": "2023-11-20T06:21:27.440097Z" |
| } |
| }, |
| "outputs": [ |
| { |
| "name": "stderr", |
| "output_type": "stream", |
| "text": [ |
| "Note: Hamilton collects completely anonymous data about usage. This will help us improve Hamilton over time. See https://github.com/apache/hamilton#usage-analytics--data-privacy for details.\n" |
| ] |
| } |
| ], |
| "source": [ |
| "dag_config = {\n", |
| " \"test_size_fraction\": 0.95,\n", |
| " \"shuffle_train_test_split\": True,\n", |
| " \"data_loader\": \"digits\",\n", |
| " \"clf\": \"svm\",\n", |
| " \"penalty\": \"l2\",\n", |
| "}\n", |
| "dr = driver.Builder().with_config(dag_config).with_modules(model_training).build()" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 3, |
| "id": "f1f99ac1", |
| "metadata": { |
| "ExecuteTime": { |
| "end_time": "2023-11-20T06:21:27.907847Z", |
| "start_time": "2023-11-20T06:21:27.440712Z" |
| } |
| }, |
| "outputs": [ |
| { |
| "data": { |
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| "<!-- target -->\n", |
| "<g id=\"node14\" class=\"node\">\n", |
| "<title>target</title>\n", |
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| "</g>\n", |
| "<!-- data->target -->\n", |
| "<g id=\"edge21\" class=\"edge\">\n", |
| "<title>data->target</title>\n", |
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| "<polygon fill=\"black\" stroke=\"black\" points=\"189.43,-279.3 199.43,-275.8 189.43,-272.3 189.43,-279.3\"/>\n", |
| "</g>\n", |
| "<!-- target_names -->\n", |
| "<g id=\"node15\" class=\"node\">\n", |
| "<title>target_names</title>\n", |
| "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M928.97,-451.6C928.97,-451.6 842.87,-451.6 842.87,-451.6 836.87,-451.6 830.87,-445.6 830.87,-439.6 830.87,-439.6 830.87,-400 830.87,-400 830.87,-394 836.87,-388 842.87,-388 842.87,-388 928.97,-388 928.97,-388 934.97,-388 940.97,-394 940.97,-400 940.97,-400 940.97,-439.6 940.97,-439.6 940.97,-445.6 934.97,-451.6 928.97,-451.6\"/>\n", |
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| "<text text-anchor=\"start\" x=\"863.05\" y=\"-400.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">ndarray</text>\n", |
| "</g>\n", |
| "<!-- data->target_names -->\n", |
| "<g id=\"edge22\" class=\"edge\">\n", |
| "<title>data->target_names</title>\n", |
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| "<!-- confusion_matrix -->\n", |
| "<g id=\"node11\" class=\"node\">\n", |
| "<title>confusion_matrix</title>\n", |
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| "<text text-anchor=\"start\" x=\"1267.25\" y=\"-340.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">ndarray</text>\n", |
| "</g>\n", |
| "<!-- y_test_with_labels->confusion_matrix -->\n", |
| "<g id=\"edge16\" class=\"edge\">\n", |
| "<title>y_test_with_labels->confusion_matrix</title>\n", |
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| "</g>\n", |
| "<!-- feature_matrix->train_test_split_func -->\n", |
| "<g id=\"edge9\" class=\"edge\">\n", |
| "<title>feature_matrix->train_test_split_func</title>\n", |
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| "<!-- confusion_matrix_figure -->\n", |
| "<g id=\"node16\" class=\"node\">\n", |
| "<title>confusion_matrix_figure</title>\n", |
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| "</g>\n", |
| "<!-- confusion_matrix->confusion_matrix_figure -->\n", |
| "<g id=\"edge23\" class=\"edge\">\n", |
| "<title>confusion_matrix->confusion_matrix_figure</title>\n", |
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| "<title>predicted_output_with_labels</title>\n", |
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| "<text text-anchor=\"start\" x=\"1064.4\" y=\"-258.5\" font-family=\"Helvetica,sans-Serif\" font-style=\"italic\" font-size=\"14.00\">ndarray</text>\n", |
| "</g>\n", |
| "<!-- predicted_output_with_labels->confusion_matrix -->\n", |
| "<g id=\"edge15\" class=\"edge\">\n", |
| "<title>predicted_output_with_labels->confusion_matrix</title>\n", |
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| "<!-- predicted_output->predicted_output_with_labels -->\n", |
| "<g id=\"edge17\" class=\"edge\">\n", |
| "<title>predicted_output->predicted_output_with_labels</title>\n", |
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| "</g>\n", |
| "<!-- target->train_test_split_func -->\n", |
| "<g id=\"edge10\" class=\"edge\">\n", |
| "<title>target->train_test_split_func</title>\n", |
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| "<!-- target_names->y_test_with_labels -->\n", |
| "<g id=\"edge13\" class=\"edge\">\n", |
| "<title>target_names->y_test_with_labels</title>\n", |
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| "<!-- target_names->predicted_output_with_labels -->\n", |
| "<g id=\"edge18\" class=\"edge\">\n", |
| "<title>target_names->predicted_output_with_labels</title>\n", |
| "<path fill=\"none\" stroke=\"black\" d=\"M941.28,-388.94C945.07,-385.76 948.65,-382.38 951.85,-378.8 971.58,-356.71 959.09,-338.9 980.85,-318.8 981.72,-318 982.6,-317.22 983.5,-316.45\"/>\n", |
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| "<!-- target_names->confusion_matrix_figure -->\n", |
| "<g id=\"edge24\" class=\"edge\">\n", |
| "<title>target_names->confusion_matrix_figure</title>\n", |
| "<path fill=\"none\" stroke=\"black\" d=\"M941.33,-418.53C1029.01,-416.28 1207.02,-410.85 1357.55,-400.8 1363.38,-400.41 1369.38,-399.97 1375.42,-399.5\"/>\n", |
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| "<!-- confusion_matrix_figure->confusion_matrix_png -->\n", |
| "<g id=\"edge3\" class=\"edge\">\n", |
| "<title>confusion_matrix_figure->confusion_matrix_png</title>\n", |
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| "<!-- confusion_matrix_figure->confusion_matrix_html -->\n", |
| "<g id=\"edge5\" class=\"edge\">\n", |
| "<title>confusion_matrix_figure->confusion_matrix_html</title>\n", |
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| "<!-- X_test->predicted_output -->\n", |
| "<g id=\"edge20\" class=\"edge\">\n", |
| "<title>X_test->predicted_output</title>\n", |
| "<path fill=\"none\" stroke=\"black\" d=\"M632.06,-275.25C675.01,-271.95 751.28,-266.08 808.86,-261.65\"/>\n", |
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| "<!-- X_train->fit_clf -->\n", |
| "<g id=\"edge7\" class=\"edge\">\n", |
| "<title>X_train->fit_clf</title>\n", |
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| "<title>_prefit_clf_inputs</title>\n", |
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| "<text text-anchor=\"start\" x=\"398.5\" y=\"-26\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">gamma</text>\n", |
| "<text text-anchor=\"start\" x=\"451\" y=\"-26\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">float</text>\n", |
| "</g>\n", |
| "<!-- _prefit_clf_inputs->prefit_clf -->\n", |
| "<g id=\"edge4\" class=\"edge\">\n", |
| "<title>_prefit_clf_inputs->prefit_clf</title>\n", |
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| "<!-- _train_test_split_func_inputs -->\n", |
| "<g id=\"node20\" class=\"node\">\n", |
| "<title>_train_test_split_func_inputs</title>\n", |
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| "<text text-anchor=\"start\" x=\"151.77\" y=\"-363.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">shuffle_train_test_split</text>\n", |
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| "<text text-anchor=\"start\" x=\"166.4\" y=\"-342.5\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">test_size_fraction</text>\n", |
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| "</g>\n", |
| "<!-- _train_test_split_func_inputs->train_test_split_func -->\n", |
| "<g id=\"edge11\" class=\"edge\">\n", |
| "<title>_train_test_split_func_inputs->train_test_split_func</title>\n", |
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| "<title>input</title>\n", |
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| "</g>\n", |
| "<!-- function -->\n", |
| "<g id=\"node22\" class=\"node\">\n", |
| "<title>function</title>\n", |
| "<path fill=\"#b4d8e4\" stroke=\"black\" d=\"M84.47,-476.1C84.47,-476.1 39.62,-476.1 39.62,-476.1 33.62,-476.1 27.62,-470.1 27.62,-464.1 27.62,-464.1 27.62,-451.5 27.62,-451.5 27.62,-445.5 33.62,-439.5 39.62,-439.5 39.62,-439.5 84.47,-439.5 84.47,-439.5 90.47,-439.5 96.47,-445.5 96.47,-451.5 96.47,-451.5 96.47,-464.1 96.47,-464.1 96.47,-470.1 90.47,-476.1 84.47,-476.1\"/>\n", |
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| "</g>\n", |
| "<!-- output -->\n", |
| "<g id=\"node23\" class=\"node\">\n", |
| "<title>output</title>\n", |
| "<path fill=\"#ffc857\" stroke=\"black\" d=\"M79.6,-421.1C79.6,-421.1 44.5,-421.1 44.5,-421.1 38.5,-421.1 32.5,-415.1 32.5,-409.1 32.5,-409.1 32.5,-396.5 32.5,-396.5 32.5,-390.5 38.5,-384.5 44.5,-384.5 44.5,-384.5 79.6,-384.5 79.6,-384.5 85.6,-384.5 91.6,-390.5 91.6,-396.5 91.6,-396.5 91.6,-409.1 91.6,-409.1 91.6,-415.1 85.6,-421.1 79.6,-421.1\"/>\n", |
| "<text text-anchor=\"middle\" x=\"62.05\" y=\"-397\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">output</text>\n", |
| "</g>\n", |
| "<!-- materializer -->\n", |
| "<g id=\"node24\" class=\"node\">\n", |
| "<title>materializer</title>\n", |
| "<path fill=\"none\" stroke=\"black\" d=\"M108.1,-362.34C108.1,-364.37 87.46,-366.01 62.05,-366.01 36.64,-366.01 16,-364.37 16,-362.34 16,-362.34 16,-329.26 16,-329.26 16,-327.23 36.64,-325.59 62.05,-325.59 87.46,-325.59 108.1,-327.23 108.1,-329.26 108.1,-329.26 108.1,-362.34 108.1,-362.34\"/>\n", |
| "<path fill=\"none\" stroke=\"black\" d=\"M108.1,-362.34C108.1,-360.31 87.46,-358.66 62.05,-358.66 36.64,-358.66 16,-360.31 16,-362.34\"/>\n", |
| "<text text-anchor=\"middle\" x=\"62.05\" y=\"-340\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">materializer</text>\n", |
| "</g>\n", |
| "</g>\n", |
| "</svg>\n" |
| ], |
| "text/plain": [ |
| "<graphviz.graphs.Digraph at 0x146a51850>" |
| ] |
| }, |
| "execution_count": 3, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "materializers = [\n", |
| " to.plotly(\n", |
| " dependencies=[\"confusion_matrix_figure\"],\n", |
| " id=\"confusion_matrix_png\",\n", |
| " path=\"./static.png\",\n", |
| " ),\n", |
| " to.html(\n", |
| " dependencies=[\"confusion_matrix_figure\"],\n", |
| " id=\"confusion_matrix_html\",\n", |
| " path=\"./interactive.html\",\n", |
| " ),\n", |
| "]\n", |
| "\n", |
| "dr.visualize_materialization(*materializers)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": 4, |
| "id": "4298a4b9", |
| "metadata": { |
| "ExecuteTime": { |
| "end_time": "2023-11-20T06:21:29.472853Z", |
| "start_time": "2023-11-20T06:21:27.912356Z" |
| } |
| }, |
| "outputs": [ |
| { |
| "data": { |
| "text/plain": [ |
| "({'confusion_matrix_png': {'size': 29058,\n", |
| " 'path': './static.png',\n", |
| " 'last_modified': 1700461289.1922433,\n", |
| " 'timestamp': 1700490089.192551},\n", |
| " 'confusion_matrix_html': {'size': 3607064,\n", |
| " 'path': './interactive.html',\n", |
| " 'last_modified': 1700461289.2231884,\n", |
| " 'timestamp': 1700490089.425375}},\n", |
| " {})" |
| ] |
| }, |
| "execution_count": 4, |
| "metadata": {}, |
| "output_type": "execute_result" |
| } |
| ], |
| "source": [ |
| "dr.materialize(*materializers)" |
| ] |
| }, |
| { |
| "cell_type": "code", |
| "execution_count": null, |
| "id": "dead5546", |
| "metadata": { |
| "collapsed": false |
| }, |
| "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": "3.10.9" |
| } |
| }, |
| "nbformat": 4, |
| "nbformat_minor": 5 |
| } |
