{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Compare multilevel perceptrons (MLPs) on the spiral classification problem, where data is generated from several clusters with varying spiral radii." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Run to select GPU #1 and limit memory usage to 30%\n", "# from armed.tfutils import set_gpu\n", "# set_gpu(1, 0.3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from scipy import stats\n", "from sklearn.model_selection import StratifiedKFold\n", "\n", "from spirals import make_spiral_random_radius, make_spiral_random_radius_confounder, plot_clusters, make_spiral_true_boundary\n", "from armed.models.mlp_classifiers import BaseMLP, ClusterCovariateMLP, DomainAdversarialMLP, MixedEffectsMLPNonlinearSlope\n", "from armed.models.metalearning import mldg\n", "from armed.misc import expand_results_path, make_random_onehot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define output directory path." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: output path already exists\n" ] } ], "source": [ "strOutputDir = expand_results_path('spirals_20220201/random_radii', make=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spiral generation parameters. \n", "* clusters: Number of clusters \n", "* false_negatives: True draws the random radii from a distribution centered at zero, such that half the clusters have flipped spirals. This increases problem difficulty by obscuring the predictiveness of the features. False centers the distribution at 1. \n", "* confound_sd: If simulating confounded_vars, sets the strength of the confounding factor.\n", "* radius_sd: Inter-cluster variance of random radii\n", "* degrees: Spiral arclength in degrees\n", "* confounded_vars: Number of confounded variables to add\n", "* noise: s.d. of added Gaussian noise\n", "* random_seed" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "dictSpiralParams = {'clusters': 10, \n", " 'false_negatives': False, \n", " 'confound_sd': 0.,\n", " 'radius_sd': 0.3,\n", " 'degrees': 360,\n", " 'confounded_vars': 0,\n", " 'noise': 0.1,\n", " 'random_seed': 48}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create and visualize dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create dataset\n", "np.random.seed(dictSpiralParams['random_seed'])\n", "if dictSpiralParams['confound_sd'] > 0:\n", " arrX, arrZ, arrY, arrRadii, arrRatio = make_spiral_random_radius_confounder(dictSpiralParams['clusters'],\n", " mean_radius=0 if dictSpiralParams['false_negatives'] else 1,\n", " ratio_sd=dictSpiralParams['confound_sd'],\n", " radius_sd=dictSpiralParams['radius_sd'],\n", " degrees=dictSpiralParams['degrees'],\n", " confounders=dictSpiralParams['confounded_vars'],\n", " noise=dictSpiralParams['noise'])\n", "else: \n", " arrX, arrZ, arrY, arrRadii = make_spiral_random_radius(dictSpiralParams['clusters'], \n", " mean_radius=0 if dictSpiralParams['false_negatives'] else 1, \n", " inter_cluster_sd=dictSpiralParams['radius_sd'], \n", " degrees=dictSpiralParams['degrees'],\n", " noise=dictSpiralParams['noise'])\n", "\n", "figData, axData = plot_clusters(arrX, arrZ, arrY, arrRadii)\n", "figData.savefig(os.path.join(strOutputDir, 'spirals_data.png'))\n", "figData.savefig(os.path.join(strOutputDir, 'spirals_data.svg'))\n", "figData.show()\n", "\n", "# One-hot to binary labels\n", "arrY = arrY[:, 1]\n", "\n", "# Ensure float32\n", "arrX = arrX.astype(np.float32)\n", "arrY = arrY.astype(np.float32)\n", "arrZ = arrZ.astype(np.float32)\n", "\n", "# Use the class label and cluster membership in stratified k-fold partitioning later\n", "arrStrata = [f'{y}_{z}' for y, z in zip(arrY, arrZ.argmax(axis=1))]\n", "arrStrata = np.array(arrStrata)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# create informative names for the confounded probe features\n", "lsFeatureNames = ['1', '2'] \n", "if dictSpiralParams['confounded_vars'] > 0:\n", " lsFeatureNames += [f'Probe {i+1}' for i in range(dictSpiralParams['confounded_vars'])]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def compute_grads(model, inputs):\n", " \"\"\"Compute feature gradients/partial derivatives.\n", "\n", " Args:\n", " model: trained model\n", " inputs (array or tuple): model inputs\n", "\n", " Returns:\n", " pd.DataFrame: feature gradients\n", " \"\"\" \n", "\n", " if isinstance(inputs, tuple):\n", " x, z = inputs\n", " x = x.mean(axis=0).reshape((1, -1))\n", " # Use all zero design matrix, since for the ME-MLP we \n", " # only want to measure the feature sensitivity of the \n", " # fixed effects submodel.\n", " z = np.zeros((1, z.shape[1]), dtype=np.float32)\n", " \n", " with tf.GradientTape() as gt:\n", " tx = tf.constant(x)\n", " tz = tf.zeros_like(z)\n", " gt.watch(tx)\n", " gt.watch(tz)\n", " ty = model((tx, tz))\n", " \n", " dydx = gt.gradient(ty, tx)\n", "\n", " else:\n", " x = inputs\n", " x = x.mean(axis=0).reshape((1, -1))\n", " with tf.GradientTape() as gt:\n", " tx = tf.constant(x)\n", " gt.watch(tx)\n", " ty = model(tx)\n", " \n", " dydx = gt.gradient(ty, tx)\n", "\n", " dfGrads = pd.DataFrame(np.abs(dydx.numpy()), columns=lsFeatureNames)\n", " return pd.melt(dfGrads, var_name='Feature', value_name='Gradient')\n", " \n", "def compute_random_slope_sd(model):\n", " \"\"\"Compute the inter-cluster variances of the ME-MLP's learned random slopes.\n", "\n", " Args:\n", " model: trained model\n", "\n", " Returns:\n", " pd.DataFrame: s.d. for each feature\n", " \"\"\" \n", " arrRandomSlopePosterior = model.randomeffects.re_slope.weights[0].numpy()\n", " nClusters = dictSpiralParams['clusters']\n", " nFeatures = 2 + dictSpiralParams['confounded_vars']\n", " nWeights = nClusters * nFeatures\n", " arrRandomSlope = arrRandomSlopePosterior[:nWeights]\n", " arrRandomSlope = arrRandomSlope.reshape((nClusters, nFeatures))\n", "\n", " return pd.DataFrame({'Feature': lsFeatureNames, 'S.D.': arrRandomSlope.std(axis=0)})\n", " \n", "def get_random_intercepts(model):\n", " \"\"\"Get the learned random intercepts from the trained ME-MLP.\n", "\n", " Args:\n", " model: trained model\n", "\n", " Returns:\n", " pd.DataFrame: Cluster-specific random intercepts\n", " \"\"\" \n", " arrRandomIntPosterior = model.randomeffects.re_int.weights[0].numpy()\n", " nClusters = dictSpiralParams['clusters']\n", " arrRandomInt = arrRandomIntPosterior[:nClusters]\n", " \n", " return pd.DataFrame({'Cluster': range(nClusters), 'Random intercept': arrRandomInt})\n", "\n", "\n", "def plot_percluster_decision_boundary(model, X, Y, Z, cluster_input=False, vmax=1.5, degrees=360, radii=None):\n", " \"\"\"Plot decision boundaries learned per cluster. Currently only works with 2-class problems.\n", "\n", " Args:\n", " model (tf.keras.Model): trained model\n", " X (np.array): input\n", " Y (np.array): target\n", " Z (np.array): cluster membership matrix\n", " cluster_input (bool, optional): Whether model takes a cluster membership input. Defaults to False.\n", " vmax (float, optional): Extent of feature space to plot. Defaults to 1.5.\n", " degrees (int, optional): Spiral length (to plot true decision boundary). Defaults to 360.\n", " radii (array, optional): Cluster-specific radii (to plot true decision boundary). Defaults to None.\n", "\n", " Returns:\n", " figure, axes\n", " \"\"\" \n", " \n", " nClusters = Z.shape[1]\n", " nAxRows = int(np.ceil(nClusters / 5))\n", " fig, axes = plt.subplots(nAxRows, 5, figsize=(16, 3 * nAxRows), gridspec_kw={'hspace': 0.5})\n", " \n", " for iCluster in range(nClusters):\n", " ax = axes.flatten()[iCluster]\n", " \n", " arrXCluster = X[Z[:, iCluster]==1,]\n", " arrYCluster = Y[Z[:, iCluster]==1,]\n", " arrZCluster = Z[Z[:, iCluster]==1,]\n", " \n", " # Create grid of points in feature space\n", " arrGridX1, arrGridX2 = np.mgrid[-vmax:vmax+0.1:0.01, -vmax:vmax+0.1:0.01]\n", " # Fill in extra confounded features with 0.5\n", " if X.shape[1] > 2:\n", " arrGridX3 = np.ones_like(arrGridX1) * 0.5\n", " arrGridXConf = np.stack([arrGridX3.flatten()] * (X.shape[1] - 2), axis=-1)\n", " arrGridX = np.concatenate([arrGridX1.reshape(-1, 1), arrGridX2.reshape(-1, 1), arrGridXConf], axis=1)\n", " else: \n", " arrGridX = np.stack([arrGridX1.flatten(), arrGridX2.flatten()], axis=0).T\n", " \n", " if cluster_input:\n", " arrGridZ = np.zeros((arrGridX.shape[0], Z.shape[1]))\n", " arrGridZ[:, iCluster] = 1\n", " arrGridYFlat = model.predict((arrGridX, arrGridZ), verbose=0)\n", " else:\n", " arrGridYFlat = model.predict(arrGridX, verbose=0) \n", " \n", " if isinstance(arrGridYFlat, tuple):\n", " arrGridYFlat = arrGridYFlat[0]\n", " arrGridY = (arrGridYFlat >= 0.5).reshape(arrGridX1.shape).astype(int)\n", " \n", " # Use contour function to visualize decision boundary\n", " ax.contour(arrGridX1, arrGridX2, arrGridY, levels=1, colors='k') \n", " ax.contourf(arrGridX1, arrGridX2, arrGridY, levels=1, colors=['C0', 'C1'], alpha=0.5) \n", " \n", " # Plot data points\n", " ax.scatter(arrXCluster[arrYCluster == 0, 0], arrXCluster[arrYCluster == 0, 1], \n", " c='C0', s=5, alpha=0.9)\n", " ax.scatter(arrXCluster[arrYCluster == 1, 0], arrXCluster[arrYCluster == 1, 1], \n", " c='C1', s=10, alpha=0.9, marker='P')\n", " \n", " if radii is not None:\n", " # Plot true decision boundary (midpoint between classes)\n", " arrTrueBoundary = make_spiral_true_boundary(degrees=degrees-180, \n", " radius=radii[iCluster])\n", " ax.plot(arrTrueBoundary[:1000, 0], \n", " arrTrueBoundary[:1000, 1], \n", " c='g', ls='--', lw=3) \n", " ax.plot(arrTrueBoundary[1000:, 0], \n", " arrTrueBoundary[1000:, 1], \n", " c='g', ls='--', lw=3)\n", " \n", " # Include accuracy in subplot title \n", " if cluster_input:\n", " acc = model.evaluate((arrXCluster, arrZCluster), arrYCluster, verbose=0, return_dict=True)['acc']\n", " else:\n", " acc = model.evaluate(arrXCluster, arrYCluster, verbose=0, return_dict=True)['acc']\n", " ax.set_title(f'Accuracy: {acc:.03f}')\n", " \n", " ax.set_xlim(-vmax, vmax)\n", " ax.set_ylim(-vmax, vmax)\n", " ax.set_aspect('equal') \n", " return fig, axes\n", " \n", "\n", "def cross_validate(model_class, use_z=False, build_args={}, compile_args={}, use_mldg=False, randomize_z=False):\n", " \"\"\"Perform 10-fold cross-validation and return per-fold performance, feature importance, and decision boundary plot.\n", "\n", " Args:\n", " model_class: model class\n", " use_z (bool, optional): Whether model takes Z input. Defaults to False.\n", " build_args (dict, optional): Model build arguments. Defaults to {}.\n", " compile_args (dict, optional): Model compile arguments. Defaults to {}.\n", " use_mldg (bool, optional): Whether to use meta-learning domain generalization to train. Defaults to False.\n", " randomize_z (bool, optional): Randomize the Z input when evaluating on test data \n", " (ablating the RE information). Defaults to False.\n", "\n", " Returns:\n", " if model_class == MixedEffectsMLPNonlinearSlope:\n", " performance, feature importance, random slope variance, random intercepts, decision boundary fig\n", " else: \n", " performance, feature importance, decision boundary fig\n", " \"\"\" \n", " kfolds = StratifiedKFold(10)\n", " lsResults = []\n", " lsGrads = []\n", " if model_class == MixedEffectsMLPNonlinearSlope:\n", " lsRandomSlopeSD = [] \n", " lsRandomInt = [] \n", " \n", " for arrTrainIdx, arrTestIdx in kfolds.split(arrX, arrStrata):\n", " arrXTrain = arrX[arrTrainIdx,]\n", " arrYTrain = arrY[arrTrainIdx,]\n", " arrZTrain = arrZ[arrTrainIdx,]\n", " arrXTest = arrX[arrTestIdx,]\n", " arrYTest = arrY[arrTestIdx,]\n", " arrZTest = arrZ[arrTestIdx,]\n", " \n", " tf.random.set_seed(283)\n", " model = model_class(**build_args)\n", " \n", " if randomize_z:\n", " arrZTest = make_random_onehot(arrXTest.shape[0], arrZTrain.shape[1])\n", " \n", " if use_z:\n", " dataTrain = (arrXTrain, arrZTrain)\n", " dataTest = (arrXTest, arrZTest)\n", " # dataHeldout = (xHeldout, zHeldout)\n", " else:\n", " dataTrain = arrXTrain\n", " dataTest = arrXTest \n", " # dataHeldout = xHeldout\n", " \n", " model.compile(**compile_args)\n", " \n", " if use_mldg:\n", " # Call model once to instantiate weights\n", " _ = model.predict(arrXTrain, steps=1)\n", " model = mldg(arrXTrain, arrYTrain, arrZTrain, model, epochs=10, loss_fn=tf.keras.losses.binary_crossentropy)\n", " else:\n", " log = model.fit(dataTrain, arrYTrain,\n", " validation_data=(dataTest, arrYTest),\n", " epochs=10,\n", " verbose=0)\n", " \n", " dictMetrics = {'Accuracy': model.evaluate(dataTrain, arrYTrain, verbose=0, return_dict=True)['acc'],\n", " 'Test Accuracy': model.evaluate(dataTest, arrYTest, verbose=0, return_dict=True)['acc']}\n", " \n", " lsResults += [dictMetrics]\n", " lsGrads += [compute_grads(model, dataTrain)]\n", " \n", " if model_class == MixedEffectsMLPNonlinearSlope:\n", " lsRandomSlopeSD += [compute_random_slope_sd(model)]\n", " lsRandomInt += [get_random_intercepts(model)]\n", " \n", " figDB, axDB = plot_percluster_decision_boundary(model, arrXTest, arrYTest, arrZTest, cluster_input=use_z,\n", " vmax=arrXTest.max(), degrees=dictSpiralParams['degrees'],\n", " radii=arrRadii)\n", " \n", " dfResults = pd.DataFrame(lsResults)\n", " dfGrads = pd.concat(lsGrads, axis=0)\n", " \n", " if model_class == MixedEffectsMLPNonlinearSlope:\n", " dfRandomSlopeSD = pd.concat(lsRandomSlopeSD, axis=0)\n", " dfRandomIntercept = pd.concat(lsRandomInt, axis=0)\n", " return dfResults, dfGrads, dfRandomSlopeSD, dfRandomIntercept, figDB\n", " else:\n", " return dfResults, dfGrads, figDB\n", " \n", "def compute_95ci(dfResults):\n", " print('Mean')\n", " print(dfResults.mean())\n", " \n", " print('95CI low') \n", " print(dfResults.mean() - 1.96 * (dfResults.std() / (10**0.5)))\n", "\n", " print('95CI high') \n", " print(dfResults.mean() + 1.96 * (dfResults.std() / (10**0.5)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conventional MLP" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-02-01 12:35:23.689365: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcublas.so.10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.765478\n", "Test Accuracy 0.763600\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.759369\n", "Test Accuracy 0.758001\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.771587\n", "Test Accuracy 0.769199\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictCompile = {'loss':tf.keras.losses.BinaryCrossentropy(),\n", " 'metrics': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'optimizer': tf.keras.optimizers.Adam(lr=0.001)}\n", "dfResultsBase, dfGradsBase, figDBBase = cross_validate(BaseMLP, compile_args=dictCompile)\n", "figDBBase.savefig(os.path.join(strOutputDir, 'conventional_decision_boundaries.png'))\n", "figDBBase.savefig(os.path.join(strOutputDir, 'conventional_decision_boundaries.svg'))\n", "figDBBase.show()\n", "\n", "figGradsBase, axGradsBase = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsBase, x='Feature', y='Gradient', ax=axGradsBase, color='C0')\n", "axGradsBase.set_ylabel('Gradient magnitude')\n", "figGradsBase.savefig(os.path.join(strOutputDir, 'conventional_feature_gradients.png'))\n", "figGradsBase.savefig(os.path.join(strOutputDir, 'conventional_feature_gradients.svg'))\n", "figGradsBase.show()\n", "\n", "compute_95ci(dfResultsBase)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Meta-learning domain generalization" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:5 out of the last 33424 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02c097790> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:6 out of the last 33425 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02cc2fe50> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:7 out of the last 33426 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02cf86670> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:8 out of the last 33427 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02c0e1d30> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:9 out of the last 33428 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02c0ac820> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:10 out of the last 33429 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab027946c10> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:11 out of the last 33430 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02c13b310> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "WARNING:tensorflow:11 out of the last 11 calls to <function Model.make_predict_function.<locals>.predict_function at 0x2ab02c13b310> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "Mean\n", "Accuracy 0.629929\n", "Test Accuracy 0.632800\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.613166\n", "Test Accuracy 0.614172\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.646692\n", "Test Accuracy 0.651428\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKkAAADQCAYAAAB8+EEmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAVxUlEQVR4nO3dfVRT9R8H8DdsjpiDYhxDw6dQOKaomZliGknCFJKHlKyj+ZAdTVPwmCRgWmlPGpaalppRmpUPZYYOJXGVWXYsTRHjl2gaPg6FJQi4se37+2PtHiYbdwzudoHP6xzPaffe3X1uvM99vp/rxRhjIETEvD1dACF8KKRE9CikRPQopET0KKRE9CikRPSkni6guRw/fhw+Pj6eLoO4SK/X4/7777c7rtWE1MfHB/fdd5+nyyAuKioqcjiONvdE9CikpJ6ysjKkpKSgrKzM06UAoJASOzZt2oSTJ09i8+bNni4FAIWU3KasrAz79u0DYwz79u0TxdqUQkpsbNq0CWazGQBgMplEsTalkBIb+fn5MBqNAACj0Yj9+/d7uCIKKbnNyJEjIZVazkxKpVJER0d7uCIKKbnN5MmT4e1tiYVEIsGkSZM8XBGFlNwmMDAQo0aNgpeXF0aNGoXAwEBPl9R6rjiR5jN58mScP39eFGtRgEJK7AgMDMTq1as9XQaHNvdE9CikRPQopET0KKRE9CikRPQopET0BA3pwYMHoVKpEB0djQ0bNtQbbzAYMHfuXERHRyM5ORkXL160GX/58mUMGDAAH3/8sZBlEpETLKQmkwlLlizBxo0boVarsWfPHpw5c8Zmmh07dsDf3x/79+/HlClTkJWVZTP+7bffxvDhw4UqkbQQgoW0oKAA3bp1Q5cuXSCTyRAXF4cDBw7YTKPRaJCUlAQAUKlUOHz4MKytqfLz8xEcHIzQ0FChSiQthGBXnLRaLTp27Mh9DgoKQkFBQb1pOnXqZClEKoWfnx90Oh18fHzw0UcfITs7G9nZ2U79nl6vb/BhLtJyifKy6Jo1azB58mS0b9/e6e/Q06ItW0MrGMFCGhQUhKtXr3KftVotgoKC6k1z5coVdOzYEUajEZWVlQgICMCJEyeQl5eHrKwsVFRUwNvbGz4+Ppg4caJQ5RIREyykffv2xfnz53HhwgUEBQVBrVZjxYoVNtNERUXhm2++wYABA5CXl4chQ4bAy8sLX3zxBTfN+++/D7lcTgFtwwQLqVQqxeLFi/Hcc8/BZDJh7NixCA0NxapVqxAeHo7HHnsM48aNQ1paGqKjo3HnnXfivffeE6oc0oJ5tZZOz0VFRbRP2oI19PejK05E9CikRPREeQrKE/Ly8pCbm+vUtDqdDgAQEBDg1PSxsbFQqVQu19bWUUhdYO3q4WxISdM4FdJLly7hn3/+wdChQ3Hr1i0YjUYoFAqha3MrlUrl9NouNTUVALBq1SohSyL/4d0n3b59O1JSUrB48WIAwNWrV/HCCy8IXhghVrwh/fzzz/Hll19ya87u3bujvLxc8MIIseINqUwmg0wm4z5b+wQR4i68+6SDBg3CunXrcOvWLfz888/44osvEBUV5Y7aCAHgxJp0/vz5UCqVCAsLw7Zt2xAZGYm5c+e6oTRCLHjXpN7e3njyySfx5JNPuqMeQupxGNIxY8Y0+MXdu3c3ezGE2OMwpOvWrQNgOboHgISEBABATk4OvLy83FAaIRYOQxocHAwA+OWXX7Br1y5ueFpaGpKSkjB//nzBiyMEcOLAiTGGo0ePcp+PHTvG9VQnxB14D5zeeOMNZGZm4ubNm2CMwd/fH2+++aY7aiMEgBMhDQ8PR05ODiorKwEAfn5+ghdFSF28IV2zZo3d4bNnz272Ygixhzekcrmc+2+9Xo8ffvgBISEhghZFSF28IX322WdtPk+bNg3Tpk0TrCBCbtfox0dqampsnqcnRGi8a9K6V57MZjPKy8sxa9YsQYsipC7ekFqvPAGWZ+kDAwO5N6YR4g68m/uVK1ciODgYwcHBCAoKglQqRVpamjtqIwSAEyG9vaeo0WjEqVOnnJq5q010CwoKkJCQgISEBMTHx4viJazEcxxut9evX49169ZBr9fjgQceAGC5RCqTyZy6bc/aRPeTTz5BUFAQxo0bh6ioKPTs2ZObpm4TXbVajaysLKxcuRKhoaH4+uuvIZVKUVpaioSEBIwYMYJ2M9ooh3/1GTNmYMaMGVixYgVefPHFRs+4bhNdAFwT3boh1Wg03EUBlUqFJUuWgDEGX19fbhq9Xk93XbVxDkN69uxZ9OjRA6NGjbK7ee/Tp0+DM25KE12lUokTJ04gMzMTly9fxvLly3nXou5soltdXQ2g4Z6apPk4/Mt/+umnWLp0Kd5+++1647y8vLB582ZBC+vfvz/UajXOnj2LBQsW4JFHHoGPj4/D6d3ZRNd6FY4apDUfl5roLl26FADw2WefufSjTWmiW1ePHj0gl8tx+vRp9O3b16VaSMvm1JHIsWPHcOnSJZhMJm5YYmJig99pShPdCxcuoFOnTpBKpbh06RL+/vtv7iZs0vbwhjQtLQ0XLlxAr169IJFIAFg293whbUoT3aNHj+Kjjz6CVCqFt7c3Xn31VSiVyqYvLWmReJvojh49Grm5uaI/wnZnE13qBdX8mtRENzQ0FNeuXWv2oghxFu/mXqfTIS4uDv369UO7du244XWv6RMiJN6Qzpkzxx11EOIQb0gfeughd9RBiEO8IR0wYEC9gyY/Pz+Eh4cjPT2du+xJiFB4Qzp58mR07NgRjz/+OABArVajpKQEffr0QWZmpssn+wlxFu/RvUajwVNPPQWFQgGFQoHx48fj0KFDiI2NxY0bN9xRI2njeEPq6+uL3NxcmM1mmM1m5ObmctfQxX7ulLQOvCHNyspCTk4OIiIiMHToUOTk5OCdd97BrVu3sGjRInfUSNo43n3SLl26ODwn+uCDDzZ7QYTcjjeker0eX331FYqLi6HX67nhb731lqCFEWLFu7lPS0vDtWvXcOjQITz00EPQarVo3769O2ojBIATIS0pKcHcuXPh6+uLpKQkrF+/vt4d9oQIiTek1sc2/P39cfr0aVRWVnKvLSTEHXj3ScePH48bN24gNTUVM2fORHV1NVJSUtxRGyEAnAhpcnIyAMs1/AMHDgheECG34w1pRUUFdu3aVe/xkZdfflnQwgix4g3p9OnT0b9/f4SFhcHbu9FN+AhpMqfOk2ZkZLijFkLs4l01JiQkYPv27SgtLcW///7L/SPEXXjXpO3atcPy5cttLo16eXnRQRRxG96QZmdn47vvvqNHionH8G7uu3XrZtNAjBB3412T+vr6IjExEYMHD4ZMJuOG0yko4i68IR05ciRGjhzp0swPHjyIN954A2azGcnJyZg+fbrNeIPBgJdeegmnTp3CXXfdhffeew+dO3fGzz//jBUrVqC2thbt2rVDWloaIiIiXKqBtAJMIEajkT322GOspKSE6fV6NmbMGFZcXGwzzZYtW9iiRYsYY4zt2bOHpaamMsYYO3XqFLt69SpjjLG//vqLDRs2jPf3/vzzz+ZdgAakpKSwlJQUt/1eW9DQ30+ws/N1m+jKZDKuiW5dGo0GSUlJACxNdA8fPgzGGHr37s114AsNDYVer4fBYBCqVCJygoXUXhNdrVZbbxp7TXTrysvLQ+/evW32h0nbwrtPunfvXowePZp3mBCKi4uRlZWF7Oxs3mmp03PrxRvSDRs21AukvWG3a2oT3atXr2L27NlYtmwZunbtyrsg1Om5ZXOp0/OPP/6IgwcPQqvV4vXXX+eG37x5k+tT2pCmNNGtqKjA9OnT8eKLL2LgwIHOLKNd77//fr1X/DQH6zytLSCbW8+ePakHVx0OQxoUFITw8HBoNBqblzi0b9/eqRtOmtJEd8uWLSgpKcHatWuxdu1aAJYrX4GBgY1auDNnzuB4YRFM8ua9WuZlsvxvO/q3lmfKxpNUlzf7PFs63ia61nOVYmevCWtqaiqO/q1FTa9YD1XVeL7/y8XAkKA216C3oSa6vPukBQUFWLNmDS5fvgyj0QjGGN1gQtyKN6QLFy5ERkYGwsPD6aZn4hG8IfXz80NkZKQ7aiHELt6QDh48GMuWLUNMTIzNCXW+N+IR0lx4Q3rixAkAQGFhITfMHW/EI8SKN6TUJJd4Gu+R0PXr15GZmYnnnnsOgOXc444dOwQvjBAr3pCmp6dj2LBhKC0tBQB0796dNvXErXhDqtPpEBsby51+sr5KkRB34U2bXC6HTqfjWo8fP34cfn5+ghdGiBXvgVN6ejpmzpyJkpISPPXUU9DpdG3ukh3xLN6Q9unTB1u2bMG5c+fAGMO9997bIq7lk9bDYUgPHz6MiIgIfPfddzbDz58/DwCIiYkRtDBCrByG9LfffkNERAS+//57u+MppMRdHIbU2iiXXuBAPM1hSD/55JMGvzh16tRmL4YQexyGtKqqCgBw7tw5nDx5ElFRUQCA77//Hn379nVPdYSggZDOnj0bADBhwgTs3LkTCoWCGz5jxgz3VEcInLx2X/cWPZlMhuvXrwtaFCF18Z4nTUxMxLhx4xAdHQ0AyM/P57qOEOIOvCGdOXMmhg8fjqNHjwKwHO337t1b8MIIseINKQCEh4ejU6dO3LtFL1++jHvuuUfQwgix4g3pgQMHsGzZMpSWlkKpVOLKlSsICQmBWq12R32E8Id01apV2LZtG6ZOnYpdu3bh119/RU5OjjtqI80oLy8Pubm5Tk1rbRpnbXnEJzY2FiqVyuXa+Dj1btGAgACYzWaYzWYMGTLE5nkn0vqUlZWJ6v2xvGtSf39/VFVVYdCgQZg/fz6USiXXsIuPq52edTodUlJSUFhYiKSkJCxevNi1pSMclUrl9NrO2uNKLLdk8q5JP/jgA/j6+iIjIwPDhw9H165d8eGHH/LO2GQyYcmSJdi4cSPUajX27NlTr3nYjh074O/vj/3792PKlCnIysoCYOmQl5qaipdeesnFxSKtSYMhNZlMmDFjBry9vSGVSpGUlIRJkyY5ta/SlE7PcrkcDz74IHx8fJqwaKS1aHBzL5FI4O3tjcrKykY/MmKv03NBQUG9aex1enblnVH2muham922NNXV1R5t0Cu2JsG8+6RyuRxjxozB0KFDbfZFxfaKHHtNdC31VnqmoCaQy+UebdDriSbBLjXRtYqJiXHpBuemdnomxIo3pK5ep29Kp2dC6nIY0vz8fGi1WkyYMAEAkJycjPJySxfitLQ0jBo1quEZN6HTM2AJ8M2bN1FbW4v8/HxkZ2ejZ8+ezbHMpIVxGNKNGzfahMZgMOCrr75CTU0NMjIyeEMKAJGRkfXaRtbtM+/j44PVq1fb/a5Go+Gdf1vXEt8J4Mr7AByGtLa2ljvyBoCBAwciICAAAQEBqKmpcb1K0mxa2jsBXH0fgMOQVlRU2Hyue9XHutknnmeSK1vMOwF8/+fcvQO3c3gyv1+/fti+fXu94Vu3bkW/fv1c+jFCXOFwTZqZmYkXXngBu3fv5ro6nzp1CgaDgXttDSHu4DCkgYGB2Lp1Kw4fPsztSEdGRtIrvYnb8Z4njYiIoGASj6JGo0T0KKRE9CikRPQopET0KKRE9CikRPQopET0KKRE9CikRPQopET0KKRE9CikRPQopET0KKRE9JxqokvEqby8HJLqMpcfy3A3SXUZyssb/8pPWpMS0aM1aQumVCpx7t/aFvUgnit9vmhNSkRP0JAePHgQKpUK0dHR2LBhQ73xBoMBc+fORXR0NJKTk3Hx4kVu3Pr16xEdHQ2VSoWffvpJyDKJyAkW0qY00T1z5gzUajXUajU2btyI1157DSaTSahSicgJtk9at4kuAK6Jbt1+ThqNhns9pEqlwpIlS8AYw4EDBxAXFweZTIYuXbqgW7duKCgowIABAxpVQ3l5OSSVWiiOfcY/sdkMMHOj5u80L2/A28n1gcnYqCNgSXW5U0f3XrU18K4Vpl+ruZ0crJ0v73SWDiZBvNPdTrCQNqWJrlarRf/+/W2+q9U23PLFXhNdhUIBue8dTtVrNBphMjGnpm0sicTSKds5UigUCqca2CqVSoSFdHNqrhUVDBUVBidraBx//zvg7+9Mk2U/KJXKRjfnbTVH9/aa6DrT278le+WVVzxdQrNpKLiC7ZM2pokuAJsmus58l7QdgoW0bhNdg8EAtVqNqKgom2msTXQB2DTRjYqKglqthsFgwIULF3D+/HnqP9WGCba5b0oT3dDQUIwePRqxsbGQSCRYvHgxJBKJUKUSkfNijAlztOBmRUVFHn0ZAmmahv5+dMWJiB6FlIheqzkFZe88KWk59Hq9w3GtZp+UtF60uSeiRyElokchJaJHISWiRyElokchbaSMjAxERETg8ccf93Qpgrhy5QqeeeYZxMbGIi4uDps2bfJ0SQAjjXLkyBFWWFjI4uLiPF2KILRaLSssLGSMMVZZWcliYmJYcXGxR2uiNWkjDRo0CHfeeaenyxDM3Xffzb1cTqFQICQkhPeGc6FRSIlDFy9eRFFRkc1TEp5AISV2VVVVISUlBZmZmVAoFB6thUJK6qmtrUVKSgrGjBmDmJgYT5dDISW2GGNYuHAhQkJCMHXqVE+XA4BuMGm0efPm4ciRI9DpdAgMDMScOXOQnJzs6bKaze+//44JEyYgLCwM3v89hj1v3jxERkZ6rCYKKRE92twT0aOQEtGjkBLRo5AS0aOQEtFrNQ/iidV9992HsLAw7vPatWvRuXPnRs0jPz8f3bt3t+lI2JZQSAV2xx134Ntvv23SPPLz8/Hoo482KqRGo7ERnfzEjTb3HlBYWIiJEyfiiSeewLRp01BaWgoA2L59O8aOHYv4+HjMmTMHNTU1OHbsGDQaDZYvX46EhASUlJTgmWeewcmTJwFYerBae2zt3LkTzz//PCZNmoQpU6aguroaGRkZGDduHBITE5Gfn++xZW4Sj94o2Ab06tWLxcfHs/j4eDZr1ixmMBjY+PHjWVlZGWOMMbVazdLT0xljjJWXl3Pfe/fdd9nmzZsZY4wtWLCA7d27lxs3ceJEVlBQwBhjrKysjI0YMYIxxtjXX3/Nhg8fznQ6HWOMsRUrVrBdu3Yxxhi7ceMGi4mJYVVVVcIusABax/ZAxG7f3J8+fRqnT5/mroubzWZ06NABAFBcXIyVK1eisrISVVVVGDZsWKN/7+GHH8Zdd90FADh06BA0Gg2ys7MBWBowXLlyBT169GjiUrkXhdTNGGMIDQ3Ftm3b6o1LT0/HBx98gF69emHnzp04cuSI3XlIJBKw/65mGwy23Zt9fW3bgq9evRohISHNVL1n0D6pm917770oLy/HH3/8AcByW1xxcTEAyz2cHTp0QG1tLXbv3s19p3379qiqquI+BwcHo7CwEACwb98+h781bNgwbNmyhQv0n3/+2ezL4w4UUjeTyWRYvXo1srKyEB8fj8TERC6wqampSE5OxtNPP22z9ouNjcXHH3+MxMRElJSU4Nlnn8WXX36JxMRE6HQ6h781a9YsGI1GxMfHIy4uDqtWrRJ8+YRAd0ER0aM1KRE9CikRPQopET0KKRE9CikRPQopET0KKRE9CikRvf8D8VZ+NWP1fUkAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictCompile = {'loss':tf.keras.losses.BinaryCrossentropy(),\n", " 'metrics': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'optimizer': tf.keras.optimizers.Adam(lr=0.001)}\n", "dfResultsMLDG, dfGradsMLDG, figDBMLDG = cross_validate(BaseMLP, compile_args=dictCompile, use_mldg=True)\n", "figDBMLDG.savefig(os.path.join(strOutputDir, 'metalearning_decision_boundaries.png'))\n", "figDBMLDG.savefig(os.path.join(strOutputDir, 'metalearning_decision_boundaries.svg'))\n", "figDBMLDG.show()\n", "\n", "figGradsMLDG, axGradsMLDG = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsMLDG, x='Feature', y='Gradient', ax=axGradsMLDG, color='C0')\n", "axGradsMLDG.set_ylabel('Gradient magnitude')\n", "figGradsMLDG.savefig(os.path.join(strOutputDir, 'metalearning_feature_gradients.png'))\n", "figGradsMLDG.savefig(os.path.join(strOutputDir, 'metalearning_feature_gradients.svg'))\n", "figGradsMLDG.show()\n", "\n", "compute_95ci(dfResultsMLDG)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conventional MLP with additional cluster membership input\n", "\n", "The data X and cluster membership matrix Z are simply concatenated together." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.676622\n", "Test Accuracy 0.675500\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.662681\n", "Test Accuracy 0.658177\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.690564\n", "Test Accuracy 0.692823\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictCompile = {'loss':tf.keras.losses.BinaryCrossentropy(),\n", " 'metrics': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'optimizer': tf.keras.optimizers.Adam(lr=0.001)}\n", "dfResultsConcat, dfGradsConcat, figDBConcat = cross_validate(ClusterCovariateMLP, use_z=True, compile_args=dictCompile)\n", "figDBConcat.savefig(os.path.join(strOutputDir, 'concatcluster_decision_boundaries.png'))\n", "figDBConcat.savefig(os.path.join(strOutputDir, 'concatcluster_decision_boundaries.svg'))\n", "figDBConcat.show()\n", "\n", "figGradsConcat, axGradsConcat = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsConcat, x='Feature', y='Gradient', ax=axGradsConcat, color='C0')\n", "axGradsConcat.set_ylabel('Gradient magnitude')\n", "figGradsConcat.savefig(os.path.join(strOutputDir, 'concatcluster_feature_gradients.png'))\n", "figGradsConcat.savefig(os.path.join(strOutputDir, 'concatcluster_feature_gradients.svg'))\n", "figGradsConcat.show()\n", "\n", "compute_95ci(dfResultsConcat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Domain adversarial MLP" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.747662\n", "Test Accuracy 0.752539\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.720332\n", "Test Accuracy 0.724828\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.774991\n", "Test Accuracy 0.780250\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictBuild = {'n_clusters': dictSpiralParams['clusters'], 'adversary_layer_units': [4, 4]}\n", "dictCompile = {'loss_gen_weight': 0.5,\n", " 'metric_class': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'metric_adv': tf.keras.metrics.CategoricalAccuracy('adv_acc')}\n", "dfResultsDA, dfGradsDA, figDBDA = cross_validate(DomainAdversarialMLP, use_z=True, \n", " build_args=dictBuild, compile_args=dictCompile)\n", "figDBDA.savefig(os.path.join(strOutputDir, 'adversarial_decision_boundaries.png'))\n", "figDBDA.savefig(os.path.join(strOutputDir, 'adversarial_decision_boundaries.svg'))\n", "figDBDA.show()\n", "\n", "figGradsDA, axGradsDA = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsDA, x='Feature', y='Gradient', ax=axGradsDA, color='C0')\n", "axGradsDA.set_ylabel('Gradient magnitude')\n", "figGradsDA.savefig(os.path.join(strOutputDir, 'adversarial_feature_gradients.png'))\n", "figGradsDA.savefig(os.path.join(strOutputDir, 'adversarial_feature_gradients.svg'))\n", "figGradsDA.show()\n", "\n", "compute_95ci(dfResultsDA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mixed effects MLP \n", "With nonlinear slope layer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-02-01 12:51:10.233630: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.785816\n", "Test Accuracy 0.787793\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.779762\n", "Test Accuracy 0.779672\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.791869\n", "Test Accuracy 0.795914\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictBuild = {'n_features': arrX.shape[1],\n", " 'n_clusters': dictSpiralParams['clusters'],\n", " 'adversary_layer_units': [4, 4],\n", " 'slope_posterior_init_scale': 0.3, \n", " 'intercept_posterior_init_scale': 0.1, \n", " 'slope_prior_scale': 0.3, \n", " 'intercept_prior_scale': 0.1,\n", " 'kl_weight': 0.00001}\n", "dictCompile = {'loss_class_fe_weight': 1.0, \n", " 'loss_gen_weight': 0.5, \n", " 'loss_class_me_weight': 1.0,\n", " 'metric_class_me': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'metric_class_fe': tf.keras.metrics.BinaryAccuracy('acc_fe'),\n", " 'metric_adv': tf.keras.metrics.CategoricalAccuracy('adv_acc')}\n", "dfResultsME, dfGradsME, dfRandomSlopeSD, dfRandomIntercept, figDBME = cross_validate(MixedEffectsMLPNonlinearSlope, \n", " use_z=True, \n", " build_args=dictBuild, \n", " compile_args=dictCompile)\n", "figDBME.savefig(os.path.join(strOutputDir, 'mixedeffects_decision_boundaries.png'))\n", "figDBME.savefig(os.path.join(strOutputDir, 'mixedeffects_decision_boundaries.svg'))\n", "figDBME.show()\n", "\n", "figGradsME, axGradsME = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsME, x='Feature', y='Gradient', ax=axGradsME, color='C0')\n", "axGradsME.set_ylabel('Gradient magnitude')\n", "figGradsME.savefig(os.path.join(strOutputDir, 'mixedeffects_feature_gradients.png'))\n", "figGradsME.savefig(os.path.join(strOutputDir, 'mixedeffects_feature_gradients.svg'))\n", "figGradsME.show()\n", "\n", "compute_95ci(dfResultsME)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mixed effects MLP\n", "\n", "With domain adversarial loss disabled." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.793528\n", "Test Accuracy 0.793262\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.771184\n", "Test Accuracy 0.768500\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.815872\n", "Test Accuracy 0.818023\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 144x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictBuild = {'n_features': arrX.shape[1],\n", " 'n_clusters': dictSpiralParams['clusters'],\n", " 'adversary_layer_units': [4, 4],\n", " 'slope_posterior_init_scale': 0.3, \n", " 'intercept_posterior_init_scale': 0.1, \n", " 'slope_prior_scale': 0.3, \n", " 'intercept_prior_scale': 0.1,\n", " 'kl_weight': 0.00001}\n", "dictCompile = {'loss_class_fe_weight': 0., \n", " 'loss_gen_weight': 0., \n", " 'loss_class_me_weight': 1.0,\n", " 'metric_class_me': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'metric_class_fe': tf.keras.metrics.BinaryAccuracy('acc_fe'),\n", " 'metric_adv': tf.keras.metrics.CategoricalAccuracy('adv_acc')}\n", "dfResultsME2, dfGradsME2, dfRandomSlopeSD2, dfRandomIntercept2, figDBME2 = cross_validate(MixedEffectsMLPNonlinearSlope, \n", " use_z=True, \n", " build_args=dictBuild, \n", " compile_args=dictCompile)\n", "figDBME2.savefig(os.path.join(strOutputDir, 'mixedeffects_noadv_decision_boundaries.png'))\n", "figDBME2.savefig(os.path.join(strOutputDir, 'mixedeffects_noadv_decision_boundaries.svg'))\n", "figDBME2.show()\n", "\n", "figGradsME2, axGradsME2 = plt.subplots(figsize=(arrX.shape[1], 3))\n", "sns.boxplot(data=dfGradsME2, x='Feature', y='Gradient', ax=axGradsME2, color='C0')\n", "axGradsME2.set_ylabel('Gradient magnitude')\n", "figGradsME2.savefig(os.path.join(strOutputDir, 'mixedeffects_noadv_feature_gradients.png'))\n", "figGradsME2.savefig(os.path.join(strOutputDir, 'mixedeffects_noadv_feature_gradients.svg'))\n", "figGradsME2.show()\n", "\n", "compute_95ci(dfResultsME2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mixed effects MLP\n", "\n", "With Z input randomized to ablate learned RE information." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-02-04 12:43:57.401426: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n", "2022-02-04 12:44:00.006965: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library libcublas.so.10\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Mean\n", "Accuracy 0.785816\n", "Test Accuracy 0.766992\n", "dtype: float64\n", "95CI low\n", "Accuracy 0.779762\n", "Test Accuracy 0.756388\n", "dtype: float64\n", "95CI high\n", "Accuracy 0.791869\n", "Test Accuracy 0.777596\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1152x432 with 10 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dictBuild = {'n_features': arrX.shape[1],\n", " 'n_clusters': dictSpiralParams['clusters'],\n", " 'adversary_layer_units': [4, 4],\n", " 'slope_posterior_init_scale': 0.3, \n", " 'intercept_posterior_init_scale': 0.1, \n", " 'slope_prior_scale': 0.3, \n", " 'intercept_prior_scale': 0.1,\n", " 'kl_weight': 0.00001}\n", "dictCompile = {'loss_class_fe_weight': 1.0, \n", " 'loss_gen_weight': 0.5, \n", " 'loss_class_me_weight': 1.0,\n", " 'metric_class_me': tf.keras.metrics.BinaryAccuracy('acc'),\n", " 'metric_class_fe': tf.keras.metrics.BinaryAccuracy('acc_fe'),\n", " 'metric_adv': tf.keras.metrics.CategoricalAccuracy('adv_acc')}\n", "dfResultsMERandomizedZ, dfGradsMERandomizedZ, dfRandomSlopeSD, dfRandomIntercept, figDBMERandomizedZ = cross_validate(MixedEffectsMLPNonlinearSlope, \n", " use_z=True, \n", " build_args=dictBuild, \n", " compile_args=dictCompile,\n", " randomize_z=True)\n", "figDBMERandomizedZ.show()\n", "\n", "compute_95ci(dfResultsMERandomizedZ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create barplot comparing performance" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 720x216 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lsPerformance = []\n", "for strModel, df in {'Conventional': dfResultsBase,\n", " 'Cluster input': dfResultsConcat,\n", " 'Meta-learning': dfResultsMLDG,\n", " 'Domain adversarial': dfResultsDA,\n", " 'Mixed effects': dfResultsME,\n", " 'Mixed effects w/o DA': dfResultsME2}.items():\n", " dfLong = df['Test Accuracy'].to_frame('Accuracy')\n", " dfLong['Model'] = strModel\n", " lsPerformance += [dfLong]\n", " \n", "dfPerformance = pd.concat(lsPerformance, axis=0)\n", "figPerf, axPerf = plt.subplots(figsize=(10, 3))\n", "sns.barplot(data=dfPerformance, x='Model', y='Accuracy', ax=axPerf)\n", "axPerf.set_ylim(dfPerformance['Accuracy'].min() - 0.05, dfPerformance['Accuracy'].max())\n", "\n", "figPerf.savefig(os.path.join(strOutputDir, 'performance_comparison.png'))\n", "figPerf.savefig(os.path.join(strOutputDir, 'performance_comparison.svg'))\n", "figPerf.show()\n", "\n", "dfPerformance.to_csv(os.path.join(strOutputDir, 'test_performance.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the ME-MLP, compare each cluster's learned random intercept with its class balance. When simulating a confounding effect, these two measurements should be highly correlated." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/project/bioinformatics/DLLab/shared/CondaEnvironments/Kevin385Ray/lib/python3.8/site-packages/scipy/stats/stats.py:3845: PearsonRConstantInputWarning: An input array is constant; the correlation coefficent is not defined.\n", " warnings.warn(PearsonRConstantInputWarning())\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute conversion % by site\n", "dfRatio = pd.DataFrame({'Cluster': arrZ.argmax(axis=1), 'Class': arrY})\n", "dfClusterRatio = dfRatio.groupby('Cluster').mean()\n", "dfClusterRatio.columns = ['Class balance']\n", "\n", "dfClusterInt = dfClusterRatio.join(dfRandomIntercept.groupby('Cluster').median())\n", "fig, ax = plt.subplots()\n", "sns.scatterplot(data=dfClusterInt, x='Random intercept', y='Class balance', ax=ax)\n", "r, p = stats.pearsonr(dfClusterInt['Random intercept'], dfClusterInt['Class balance'])\n", "ax.text(0.05, 0.9, f'r = {r:.03f}, p = {p:.2e}', \n", " transform=ax.transAxes, bbox={'boxstyle': 'round', 'facecolor': 'white', 'edgecolor': 'k'})\n", "\n", "fig.savefig(os.path.join(strOutputDir, 'mixedeffects_random_intercepts.png'))\n", "fig.savefig(os.path.join(strOutputDir, 'mixedeffects_random_intercepts.svg'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare feature importance." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfGradsBaseNorm = dfGradsBase.copy()\n", "dfGradsBaseNorm['Gradient'] /= dfGradsBaseNorm['Gradient'].max()\n", "dfGradsBaseNorm['Gradient'] -= dfGradsBaseNorm['Gradient'].min()\n", "dfGradsBaseNorm['Model'] = 'Conventional'\n", "\n", "dfGradsConcatNorm = dfGradsConcat.copy()\n", "dfGradsConcatNorm['Gradient'] /= dfGradsConcatNorm['Gradient'].max()\n", "dfGradsConcatNorm['Gradient'] -= dfGradsConcatNorm['Gradient'].min()\n", "dfGradsConcatNorm['Model'] = 'Cluster input'\n", "\n", "dfGradsMLDGNorm = dfGradsMLDG.copy()\n", "dfGradsMLDGNorm['Gradient'] /= dfGradsMLDGNorm['Gradient'].max()\n", "dfGradsMLDGNorm['Gradient'] -= dfGradsMLDGNorm['Gradient'].min()\n", "dfGradsMLDGNorm['Model'] = 'Meta-learning'\n", "\n", "dfGradsDANorm = dfGradsDA.copy()\n", "dfGradsDANorm['Gradient'] /= dfGradsDANorm['Gradient'].max()\n", "dfGradsDANorm['Gradient'] -= dfGradsDANorm['Gradient'].min()\n", "dfGradsDANorm['Model'] = 'Domain adversarial'\n", "\n", "dfGradsMENorm = dfGradsME.copy()\n", "dfGradsMENorm['Gradient'] /= dfGradsMENorm['Gradient'].max()\n", "dfGradsMENorm['Gradient'] -= dfGradsMENorm['Gradient'].min()\n", "dfGradsMENorm['Model'] = 'ME-MLP w/ DA'\n", "\n", "dfGradsME2Norm = dfGradsME2.copy()\n", "dfGradsME2Norm['Gradient'] /= dfGradsME2Norm['Gradient'].max()\n", "dfGradsME2Norm['Gradient'] -= dfGradsME2Norm['Gradient'].min()\n", "dfGradsME2Norm['Model'] = 'ME-MLP w/o DA'\n", "\n", "dfGradsAll = pd.concat([dfGradsBaseNorm, dfGradsConcatNorm, dfGradsMLDGNorm, dfGradsDANorm, dfGradsME2Norm, dfGradsMENorm], axis=0)\n", "figGradsAll, axGradsAll = plt.subplots(figsize=(4 * arrX.shape[1], 4))\n", "sns.barplot(data=dfGradsAll, x='Model', y='Gradient', hue='Feature', ax=axGradsAll)\n", "axGradsAll.set_ylabel('Gradient magnitude')\n", "\n", "figGradsAll.savefig(os.path.join(strOutputDir, 'feature_gradients_compared.png'))\n", "figGradsAll.savefig(os.path.join(strOutputDir, 'feature_gradients_compared.svg'))\n", "figGradsAll.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When simulating confounds: Test for difference in gradient magnitude between the least important \"real\" feature and each probe feature" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "if dictSpiralParams['confounded_vars'] > 0:\n", " for strModel, df in [('Conventional', dfGradsBase), ('Cluster input', dfGradsConcat), \n", " ('Meta-learning', dfGradsMLDG), ('Domain adversarial', dfGradsDA),\n", " ('ME-MLP w/ DA', dfGradsME),\n", " ('ME-MLP w/o DA', dfGradsME2)]:\n", " print(strModel)\n", " dfRealFeatures = df.loc[df['Feature'].isin(['1', '2'])]\n", " strRefFeature = dfRealFeatures.groupby('Feature').mean().idxmin().values[0]\n", " \n", " for iProbe in range(dictSpiralParams['confounded_vars']): \n", " t, p = stats.ttest_rel(df.loc[df['Feature'] == strRefFeature, 'Gradient'],\n", " df.loc[df['Feature'] == f'Probe {iProbe + 1}', 'Gradient'])\n", " print(f'Feature {strRefFeature} vs. Probe {iProbe + 1}: t = {t:.03f}, p = {p:.05f}')" ] } ], "metadata": { "interpreter": { "hash": "a5dc4aa0b7969a772c348262b9338538f97e30fb3762c91cf138c2ab2be38e85" }, "kernelspec": { "display_name": "Python 3.8.5 64-bit (conda)", "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": "3.8.5" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }