{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Interprenet\n", "\n", "Interprenet builds constrained neural networks. We currently support monotonic and lipschitz constraints. In this tutorial, we will show how to apply intperpretable constraints to a model trained on the California house price dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MedIncHouseAgeAveRoomsAveBedrmsPopulationAveOccupLatitudeLongitude
08.325241.06.9841271.023810322.02.55555637.88-122.23
18.301421.06.2381370.9718802401.02.10984237.86-122.22
27.257452.08.2881361.073446496.02.80226037.85-122.24
35.643152.05.8173521.073059558.02.54794537.85-122.25
43.846252.06.2818531.081081565.02.18146737.85-122.25
...........................
206351.560325.05.0454551.133333845.02.56060639.48-121.09
206362.556818.06.1140351.315789356.03.12280739.49-121.21
206371.700017.05.2055431.1200921007.02.32563539.43-121.22
206381.867218.05.3295131.171920741.02.12320939.43-121.32
206392.388616.05.2547171.1622641387.02.61698139.37-121.24
\n", "

20640 rows × 8 columns

\n", "
" ], "text/plain": [ " MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n", "0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n", "1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n", "2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n", "3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n", "4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n", "... ... ... ... ... ... ... ... \n", "20635 1.5603 25.0 5.045455 1.133333 845.0 2.560606 39.48 \n", "20636 2.5568 18.0 6.114035 1.315789 356.0 3.122807 39.49 \n", "20637 1.7000 17.0 5.205543 1.120092 1007.0 2.325635 39.43 \n", "20638 1.8672 18.0 5.329513 1.171920 741.0 2.123209 39.43 \n", "20639 2.3886 16.0 5.254717 1.162264 1387.0 2.616981 39.37 \n", "\n", " Longitude \n", "0 -122.23 \n", "1 -122.22 \n", "2 -122.24 \n", "3 -122.25 \n", "4 -122.25 \n", "... ... \n", "20635 -121.09 \n", "20636 -121.21 \n", "20637 -121.22 \n", "20638 -121.32 \n", "20639 -121.24 \n", "\n", "[20640 rows x 8 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas\n", "from sklearn.datasets import fetch_california_housing\n", "\n", "bunch = fetch_california_housing()\n", "X = pandas.DataFrame(bunch['data'], columns=bunch['feature_names'])\n", "y = bunch['target'] * 10 # express target variable in units of $10,000 vs $100,000 to avoid values < 1\n", "X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a quick ballpark of which variables exhibit monotonic relations with the target using correlation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'MedInc': 0.6880752079585482,\n", " 'AveRooms': 0.15194828974145785,\n", " 'Latitude': -0.14416027687465913,\n", " 'HouseAge': 0.10562341249320988,\n", " 'AveBedrms': -0.046700512969486935,\n", " 'Longitude': -0.045966615117978504,\n", " 'Population': -0.024649678888894896,\n", " 'AveOccup': -0.02373741295613434}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy\n", "\n", "correlations = dict(map(reversed,\n", " sorted(((numpy.corrcoef(X[column], y)[0, 1], column) for column in X.columns),\n", " key=lambda x: -abs(x[0]))))\n", "correlations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See https://scikit-learn.org/stable/datasets/real_world.html#california-housing-dataset for details on the meaning of each column.\n", "\n", "Comparing correlation to common sense, it seems the following variables do and should exhibit monotonic relations with the target:\n", "\n", "* MedInc median income in block group\n", "* AveRooms average number of rooms per household\n", "\n", "Futhermore, let's assume it would be unreasonable to expect the rate of change of price with respect to MedInc (as AveRooms is not continuous) to be no greater than twice the correlation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "I0000 00:00:1701442376.697070 1 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.\n" ] } ], "source": [ "import jax\n", "\n", "from mvtk import interprenet\n", "\n", "constraints = {\n", " 'MedInc': frozenset([interprenet.monotonic_constraint, interprenet.lipschitz_constraint]),\n", " 'AveRooms': frozenset([interprenet.monotonic_constraint]),\n", " 'Latitude': frozenset([interprenet.monotonic_constraint]),\n", " 'HouseAge': frozenset([interprenet.lipschitz_constraint]),\n", " 'AveBedrms': frozenset([interprenet.monotonic_constraint]),\n", " 'Longitude':frozenset(),\n", " 'Population': frozenset([interprenet.lipschitz_constraint]),\n", " 'AveOccup': frozenset([interprenet.lipschitz_constraint])}\n", "\n", "def get_scale(column):\n", " scale = 1\n", " if interprenet.monotonic_constraint in constraints[column]:\n", " # monotonic decreasing features need their sign flipped\n", " # before entering the neural network\n", " scale *= numpy.sign(correlations[column])\n", " # if interprenet.lipschitz_constraint in constraints[column]:\n", " # rescale before applying lipschitz constraint\n", " # to match assumptions mentioned in the previous block\n", " scale *= 2 * abs(correlations[column])\n", " return scale\n", "\n", "rescale = lambda x: x * numpy.asarray(list(map(get_scale, X.columns)))\n", "init_params, model = interprenet.constrained_model(\n", " tuple(constraints[column] for column in X.columns),\n", " preprocess=rescale,\n", " postprocess=jax.nn.relu) # monotonicity and lipschitz preserving way of eliminating negative prices" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import jax\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(jax.numpy.asarray(X.values),\n", " jax.numpy.asarray(y.astype('float')),\n", " test_size=0.2,\n", " random_state=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def mean_absolute_percentage_error(y, y_pred):\n", " return (abs(y - y_pred) / y).mean()\n", "\n", "trained_params = interprenet.train((X_train, y_train),\n", " (X_test, y_test),\n", " (init_params, model),\n", " metric=lambda y, y_pred: -mean_absolute_percentage_error(y, y_pred),\n", " loss_fn=mean_absolute_percentage_error,\n", " num_epochs=32,\n", " step_size=0.001)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Array(0.45206466, dtype=float32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trained_model = lambda X: model(trained_params, X)\n", "mean_absolute_percentage_error(y_test, trained_model(X_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No matter what the values of the other features are (blue lines) increasing MedInc always increases price, but at a maximum rate." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "interprenet.plot(trained_model, X, 'MedInc')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No matter what the values of the other features are (blue lines) increasing Latitude always decreases price." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "interprenet.plot(trained_model, X, 'Latitude')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "HouseAge can increase or decrease the price of the house at unbounded rates." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "interprenet.plot(trained_model, X, 'HouseAge')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AveRooms can only increase the price of the house." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "\n", "interprenet.plot(trained_model, X, 'AveRooms')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }