{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using custom models" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:05.121869200Z", "start_time": "2023-09-22T19:38:03.965758800Z" } }, "outputs": [], "source": [ "import logging\n", "from sklearn.datasets import load_diabetes\n", "from sklearn.metrics import mean_squared_error\n", "import matplotlib.pyplot as plt\n", "from pprint import pprint\n", "\n", "import hundred_hammers as hh\n", "from hundred_hammers.model_zoo import DummyRegressor, Ridge, DecisionTreeRegressor\n", "\n", "import warnings\n", "from sklearn.exceptions import ConvergenceWarning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's say you have discovered the best machine learning model ever, the \"free lunch\" everyone seems to be talking about (check the no free lunch theorem for machine learning for more information). \n", "\n", "If you want to compare it to other models, it should be implemented as an scikit-learn style model, implementing at least the methods ```fit```, ```predict``` and ```set_params```.\n", "\n", "We have not found such a model yet, so we will use a modified version of a Ridge model as an example." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:05.126116100Z", "start_time": "2023-09-22T19:38:05.123869300Z" } }, "outputs": [], "source": [ "class InverseRidge(Ridge):\n", " \"\"\"\n", " A newly defined machine learning model.\n", " Ridge regressor with alpha defined as 1/c.\n", " \"\"\"\n", "\n", " def __init__(self, c=1):\n", " # It is important to add the parameter as an attribute of the class\n", " self.c = c\n", "\n", " super().__init__(alpha=1 / c)\n", "\n", " # The following methods are not needed but are shown as an example of how to implement them.\n", "\n", " def fit(self, X, y):\n", " # Returns the trained model.\n", " return super().fit(X, y)\n", "\n", " def predict(self, X):\n", " # Returns an array.\n", " return super().predict(X)\n", "\n", " # If the class inherits from BaseEstimator, this doesn't need to be implemented.\n", " def set_params(self, **params):\n", " # Returns the configured model.\n", " return super().set_params(**params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new example model has a single real valued hyperparameter named \"c\" that has values higher than 0.\n", "\n", "If we want grid search to automatically generate a grid of parameters for this new model, its definition must be added to the knowledge base of this library.\n", "\n", "The hyperparameter definitions of all registered models are stored in the dictionary ```known_hyperparams```.\n", "\n", "We can show a couple of examples " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:05.130382100Z", "start_time": "2023-09-22T19:38:05.126116100Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'model': 'SGDClassifier',\n", " 'penalty': {'type': 'categorical',\n", " 'values': ['l1', 'l2', 'elasticnet', 'None']},\n", " 'alpha': {'type': 'real', 'min': 0, 'max': 100},\n", " 'l1_ratio': {'type': 'real', 'min': 0, 'max': 1}}\n", "\n", "{'model': 'Perceptron',\n", " 'penalty': {'type': 'categorical',\n", " 'values': ['l1', 'l2', 'elasticnet', 'None']},\n", " 'alpha': {'type': 'real', 'min': 0, 'max': 100},\n", " 'l1_ratio': {'type': 'real', 'min': 0, 'max': 1}}\n", "\n", "{'model': 'PassiveAggressiveClassifier',\n", " 'C': {'type': 'real', 'min': 0, 'max': 100}}\n", "\n" ] } ], "source": [ "# Take a sample of model definitions\n", "hyper_defs = hh.known_hyperparams[11:14]\n", "\n", "# pretty print each of them\n", "for i in hyper_defs:\n", " pprint(i, sort_dicts=False)\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To register our model in this structure, we must provide a dictionary with the name of the class that implements the model and each of the hyperparameters, indicating whether it is a real number, an integer or a categorical value (a parameter that can take only a given set of values).\n", "\n", "We must specify the bounds of each parameters by setting a minimum value and a maximum except for categorical parameters, for which we will specify the allowed values." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:05.134306400Z", "start_time": "2023-09-22T19:38:05.130382100Z" } }, "outputs": [], "source": [ "# Define the hyperparameters of the model\n", "inverse_ridge_def = {\n", " \"model\": \"InverseRidge\",\n", " \"c\": {\"type\": \"real\", \"min\": 1e-10, \"max\": 100},\n", "}\n", "\n", "# Add them to the knowlege base\n", "hh.add_known_model_def(inverse_ridge_def)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can verify that it has been added to the structure." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:05.137973200Z", "start_time": "2023-09-22T19:38:05.134306400Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'model': 'InverseRidge',\n", " 'c': {'type': 'real', 'min': 1e-10, 'max': 100}}\n" ] } ], "source": [ "# Take the last registered model\n", "new_model_def = hh.known_hyperparams[-1]\n", "\n", "# Pretty print it\n", "pprint(new_model_def, sort_dicts=False, width=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have added or new model, we can use as another machine learning model without worrying about it. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:09.292531500Z", "start_time": "2023-09-22T19:38:05.137973200Z" } }, "outputs": [ { "data": { "text/html": [ "
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ModelAvg R2 (Validation Train)Std R2 (Validation Train)Avg R2 (Validation Test)Std R2 (Validation Test)Avg R2 (Train)Std R2 (Train)Avg R2 (Test)Std R2 (Test)Avg MSE (Validation Train)...Avg MSE (Test)Std MSE (Test)Avg MAE (Validation Train)Std MAE (Validation Train)Avg MAE (Validation Test)Std MAE (Validation Test)Avg MAE (Train)Std MAE (Train)Avg MAE (Test)Std MAE (Test)
0Dummy Regressor0.0000000.000000-0.0232060.0336280.0000000.000000e+00-0.0013370.000000e+006125.118931...5134.7835030.000000e+0067.3016951.18856467.6150743.94394167.3395341.421085e-1459.2274567.105427e-15
1Inverse Ridge0.4455990.0138150.4194610.0464000.4650840.000000e+000.3409805.551115e-173394.642031...3379.4063080.000000e+0049.3817030.75694050.0793653.11484548.3810857.105427e-1546.5667950.000000e+00
2Decision Tree0.3353500.0163100.2210590.0964630.3262025.551115e-170.0029650.000000e+004070.500515...5112.7233229.094947e-1352.4580850.99795655.9089373.47800852.7843580.000000e+0057.0418510.000000e+00
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3 rows × 25 columns

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" ], "text/plain": [ " Model Avg R2 (Validation Train) Std R2 (Validation Train) \\\n", "0 Dummy Regressor 0.000000 0.000000 \n", "1 Inverse Ridge 0.445599 0.013815 \n", "2 Decision Tree 0.335350 0.016310 \n", "\n", " Avg R2 (Validation Test) Std R2 (Validation Test) Avg R2 (Train) \\\n", "0 -0.023206 0.033628 0.000000 \n", "1 0.419461 0.046400 0.465084 \n", "2 0.221059 0.096463 0.326202 \n", "\n", " Std R2 (Train) Avg R2 (Test) Std R2 (Test) Avg MSE (Validation Train) \\\n", "0 0.000000e+00 -0.001337 0.000000e+00 6125.118931 \n", "1 0.000000e+00 0.340980 5.551115e-17 3394.642031 \n", "2 5.551115e-17 0.002965 0.000000e+00 4070.500515 \n", "\n", " ... Avg MSE (Test) Std MSE (Test) Avg MAE (Validation Train) \\\n", "0 ... 5134.783503 0.000000e+00 67.301695 \n", "1 ... 3379.406308 0.000000e+00 49.381703 \n", "2 ... 5112.723322 9.094947e-13 52.458085 \n", "\n", " Std MAE (Validation Train) Avg MAE (Validation Test) \\\n", "0 1.188564 67.615074 \n", "1 0.756940 50.079365 \n", "2 0.997956 55.908937 \n", "\n", " Std MAE (Validation Test) Avg MAE (Train) Std MAE (Train) \\\n", "0 3.943941 67.339534 1.421085e-14 \n", "1 3.114845 48.381085 7.105427e-15 \n", "2 3.478008 52.784358 0.000000e+00 \n", "\n", " Avg MAE (Test) Std MAE (Test) \n", "0 59.227456 7.105427e-15 \n", "1 46.566795 0.000000e+00 \n", "2 57.041851 0.000000e+00 \n", "\n", "[3 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hh.hh_logger.setLevel(logging.WARNING)\n", "\n", "data = load_diabetes()\n", "X = data.data\n", "y = data.target\n", "\n", "models = (\n", " (\"Dummy Regressor\", DummyRegressor(), {}),\n", " (\"Inverse Ridge\", InverseRidge(), {}),\n", " (\"Decision Tree\", DecisionTreeRegressor(), {}),\n", ")\n", "\n", "# Create the model\n", "hh_models = hh.HundredHammersRegressor(models=models)\n", "\n", "# Evaluate the model\n", "df_results = hh_models.evaluate(X, y, optim_hyper=True, n_grid_points=4)\n", "\n", "# Print the results\n", "display(df_results)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:09.490093900Z", "start_time": "2023-09-22T19:38:09.289530900Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the results\n", "hh.plot_batch_results(df_results, metric_name=\"MSE\", title=\"Diabetes\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:09.651505200Z", "start_time": "2023-09-22T19:38:09.490093900Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = [i for _, i, _ in hh_models.trained_models]\n", "\n", "hh.plot_regression_pred(\n", " X,\n", " y,\n", " models=models,\n", " metric=mean_squared_error,\n", " title=\"Diabetes\",\n", " y_label=\"Diabetes (Value)\",\n", ")" ] } ], "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 4 }