From 1f23f3e6f0283b6bc40aead0d0fd0adeccf8086a Mon Sep 17 00:00:00 2001 From: zyliang2001 Date: Sun, 21 Jan 2024 11:04:38 -0800 Subject: [PATCH] Update dgps: Correct typo; Update models.py: include no raw features; Update competing_methods: adapt to Zach changes --- .../two_subgroups_linear_sims/dgp.py | 3 +- .../two_subgroups_linear_sims/models.py | 11 +- .../local_MDI_plus_visulization.ipynb | 341 +++++++++++++++++- .../scripts/competing_methods_local.py | 165 ++++----- 4 files changed, 410 insertions(+), 110 deletions(-) diff --git a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py index 9aa9e62..a7aac17 100644 --- a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py +++ b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/dgp.py @@ -24,7 +24,8 @@ # VARY_PARAM_VALS = {"100": 100, "250": 250, "500": 500, "1000": 1000} # vary two parameters in a grid -VARY_PARAM_NAME = ["heritability", "sample_row_n"] +### "sample_row_n" +VARY_PARAM_NAME = ["heritability", "n"] VARY_PARAM_VALS = {"heritability": {"0.1": 0.1, "0.2": 0.2, "0.4": 0.4, "0.8": 0.8}, "n": {"100": 100, "250": 250, "500": 500, "1000": 1000}} diff --git a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py index 425ef7b..87428a6 100644 --- a/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py +++ b/feature_importance/fi_config/mdi_local/two_subgroups_linear_sims/models.py @@ -10,9 +10,12 @@ ] FI_ESTIMATORS = [ - [FIModelConfig('MDI_all_stumps', MDI_local_all_stumps, ascending = False, model_type='tree')], - [FIModelConfig('MDI_sub_stumps', MDI_local_sub_stumps, ascending = False, model_type='tree')], + [FIModelConfig('MDI_all_stumps_with_raw', MDI_local_all_stumps, ascending = False, model_type='tree')], + [FIModelConfig('MDI_sub_stumps_with_raw', MDI_local_sub_stumps, ascending = False, model_type='tree')], + [FIModelConfig('MDI_all_stumps_without_raw', MDI_local_all_stumps, ascending = False, model_type='tree', include_raw=False)], + [FIModelConfig('MDI_sub_stumps_without_raw', MDI_local_sub_stumps, ascending = False, model_type='tree', include_raw=False)], [FIModelConfig('TreeSHAP', tree_shap_local, model_type='tree')], - [FIModelConfig('Permutation', permutation_local, model_type='tree')], [FIModelConfig('LIME', lime_local, model_type='tree')], -] \ No newline at end of file +] + +# [FIModelConfig('Permutation', permutation_local, model_type='tree')], \ No newline at end of file diff --git a/feature_importance/local_MDI_plus_visulization.ipynb b/feature_importance/local_MDI_plus_visulization.ipynb index 9396530..f26cf31 100644 --- a/feature_importance/local_MDI_plus_visulization.ipynb +++ b/feature_importance/local_MDI_plus_visulization.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -100,12 +100,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -151,12 +151,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -173,7 +173,7 @@ "for i in range(len(heritability)):\n", " h = heritability[i]\n", " for m in methods:\n", - " axs[i].plot(sample_row_n, results[h][m][\"auroc_group2\"], label=m)\n", + " axs[i].plot(sample_row_n, agg_results[h][m][\"auroc_group2\"], label=m)\n", " \n", " \n", "# Set labels and title\n", @@ -199,6 +199,325 @@ "# Show the plots\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
varlocal_fi_score_group1_meanlocal_fi_score_group2_meantrue_support_group1true_support_group2cor_with_signal_group1cor_with_signal_group2
0048.45715550.3315971.00.0NaN0.077228
1149.37141650.0081351.00.0NaN0.139311
2249.34055450.1757641.00.0NaN0.062564
3348.11842149.6501251.00.0NaN0.143315
4449.36403949.9710711.00.0NaN0.161335
5550.23227649.7691260.01.00.094644NaN
6650.40563849.1514030.01.00.095526NaN
7750.39404549.2086080.01.00.127975NaN
8850.11750849.0282700.01.00.067749NaN
9950.09739149.1186860.01.00.095736NaN
101049.96642549.9781840.00.00.0230890.041658
111150.06063649.8454090.00.00.0785310.109278
121250.09904649.7872620.00.00.0445400.117703
131350.05896849.9358720.00.00.0655250.078134
141450.08459749.8164790.00.00.0668260.129328
151550.03444349.8669480.00.00.0605550.127854
161649.96736849.7414700.00.00.0875490.128474
171750.03065149.8349990.00.00.1133700.110828
181850.01419049.7615790.00.00.0777880.117979
191950.00564749.8866190.00.00.0982760.044444
\n", + "
" + ], + "text/plain": [ + " var local_fi_score_group1_mean local_fi_score_group2_mean \\\n", + "0 0 48.457155 50.331597 \n", + "1 1 49.371416 50.008135 \n", + "2 2 49.340554 50.175764 \n", + "3 3 48.118421 49.650125 \n", + "4 4 49.364039 49.971071 \n", + "5 5 50.232276 49.769126 \n", + "6 6 50.405638 49.151403 \n", + "7 7 50.394045 49.208608 \n", + "8 8 50.117508 49.028270 \n", + "9 9 50.097391 49.118686 \n", + "10 10 49.966425 49.978184 \n", + "11 11 50.060636 49.845409 \n", + "12 12 50.099046 49.787262 \n", + "13 13 50.058968 49.935872 \n", + "14 14 50.084597 49.816479 \n", + "15 15 50.034443 49.866948 \n", + "16 16 49.967368 49.741470 \n", + "17 17 50.030651 49.834999 \n", + "18 18 50.014190 49.761579 \n", + "19 19 50.005647 49.886619 \n", + "\n", + " true_support_group1 true_support_group2 cor_with_signal_group1 \\\n", + "0 1.0 0.0 NaN \n", + "1 1.0 0.0 NaN \n", + "2 1.0 0.0 NaN \n", + "3 1.0 0.0 NaN \n", + "4 1.0 0.0 NaN \n", + "5 0.0 1.0 0.094644 \n", + "6 0.0 1.0 0.095526 \n", + "7 0.0 1.0 0.127975 \n", + "8 0.0 1.0 0.067749 \n", + "9 0.0 1.0 0.095736 \n", + "10 0.0 0.0 0.023089 \n", + "11 0.0 0.0 0.078531 \n", + "12 0.0 0.0 0.044540 \n", + "13 0.0 0.0 0.065525 \n", + "14 0.0 0.0 0.066826 \n", + "15 0.0 0.0 0.060555 \n", + "16 0.0 0.0 0.087549 \n", + "17 0.0 0.0 0.113370 \n", + "18 0.0 0.0 0.077788 \n", + "19 0.0 0.0 0.098276 \n", + "\n", + " cor_with_signal_group2 \n", + "0 0.077228 \n", + "1 0.139311 \n", + "2 0.062564 \n", + "3 0.143315 \n", + "4 0.161335 \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN \n", + "10 0.041658 \n", + "11 0.109278 \n", + "12 0.117703 \n", + "13 0.078134 \n", + "14 0.129328 \n", + "15 0.127854 \n", + "16 0.128474 \n", + "17 0.110828 \n", + "18 0.117979 \n", + "19 0.044444 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pickle\n", + "dic = pickle.load(open(\"/local_MDI+/imodels-experiments/feature_importance/results/mdi_local.two_subgroups_linear_sims/varying_heritability_sample_row_n/seed331/0.1_1000/rep0/RF_MDI_sub_stumps_comparisons.pkl\", \"rb\"))\n", + "dic[\"df\"][\"fi_scores\"].iloc[0]" + ] } ], "metadata": { diff --git a/feature_importance/scripts/competing_methods_local.py b/feature_importance/scripts/competing_methods_local.py index db3a08c..e31c895 100644 --- a/feature_importance/scripts/competing_methods_local.py +++ b/feature_importance/scripts/competing_methods_local.py @@ -15,76 +15,6 @@ from sklearn.metrics import r2_score, mean_absolute_error, accuracy_score, roc_auc_score, mean_squared_error -def neg_mae(y_true, y_pred, **kwargs): - """ - Evaluates negative mean absolute error - """ - return -mean_absolute_error(y_true, y_pred, **kwargs) - -def tree_shap_local(X, y, fit): - """ - Compute average treeshap value across observations - :param X: design matrix - :param y: response - :param fit: fitted model of interest (tree-based) - :return: dataframe of shape: (n_samples, n_features) - """ - explainer = shap.TreeExplainer(fit) - shap_values = explainer.shap_values(X, check_additivity=False) - if sklearn.base.is_classifier(fit): - def add_abs(a, b): - return abs(a) + abs(b) - results = reduce(add_abs, shap_values) - else: - results = abs(shap_values) - result_table = pd.DataFrame(results, columns=[f'Feature_{i}' for i in range(X.shape[1])]) - # results = results.mean(axis=0) - # results = pd.DataFrame(data=results, columns=['importance']) - # # Use column names from dataframe if possible - # if isinstance(X, pd.DataFrame): - # results.index = X.columns - # results.index.name = 'var' - # results.reset_index(inplace=True) - - return result_table - -def permutation_local(X, y, fit, num_permutations=100): - """ - Compute local permutation importance for each feature and sample. - :param X: design matrix - :param y: response - :param fit: fitted model of interest (tree-based) - :num_permutations: Number of permutations for each feature (default is 100) - :return: dataframe of shape: (n_samples, n_features) - """ - - # Get the number of samples and features - num_samples, num_features = X.shape - - # Initialize array to store local permutation importance - lpi = np.zeros((num_samples, num_features)) - - # For each feature - for k in range(num_features): - # Permute X_k num_permutations times - for b in range(num_permutations): - X_permuted = X.copy() - X_permuted[:, k] = np.random.permutation(X[:, k]) - - # Feed permuted data through the fitted model - y_pred_permuted = fit.predict(X_permuted) - - # Calculate MSE for each sample - for i in range(num_samples): - lpi[i, k] += (y[i]-y_pred_permuted[i])**2 - - lpi /= num_permutations - - # Convert the array to a DataFrame - result_table = pd.DataFrame(lpi, columns=[f'Feature_{i}' for i in range(num_features)]) - - return result_table - def MDI_local_sub_stumps(X, y, fit, scoring_fns="auto", return_stability_scores=False, **kwargs): """ Compute local MDI importance for each feature and sample. @@ -106,26 +36,19 @@ def MDI_local_sub_stumps(X, y, fit, scoring_fns="auto", return_stability_scores= rf_plus_model.fit(X, y) try: - mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "zach") + mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "sub", lfi=True)["lfi"] if return_stability_scores: + raise NotImplementedError stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25) except ValueError as e: if str(e) == 'Transformer representation was empty for all trees.': - mdi_plus_scores = np.zeros((num_samples, num_features)) ### Not sure if this is right - # mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance']) - # if isinstance(X, pd.DataFrame): - # mdi_plus_scores.index = X.columns - # mdi_plus_scores.index.name = 'var' - # mdi_plus_scores.reset_index(inplace=True) + mdi_plus_scores = np.zeros((num_samples, num_features)) stability_scores = None else: raise - # mdi_plus_scores["prediction_score"] = rf_plus_model.prediction_score_ - # if return_stability_scores: - # mdi_plus_scores = pd.concat([mdi_plus_scores, stability_scores], axis=1) - result = mdi_plus_scores["local"].values + # Convert the array to a DataFrame - result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)]) + result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)]) return result_table @@ -159,32 +82,26 @@ def MDI_local_all_stumps(X, y, fit, scoring_fns="auto", return_stability_scores= rf_plus_model = RFPlus(rf_model=fit, **kwargs) rf_plus_model.fit(X, y) try: - mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "tiffany") + mdi_plus_scores = rf_plus_model.get_mdi_plus_scores(X=X, y=y, local_scoring_fns=mean_squared_error, version = "all", lfi=True)["lfi"] if return_stability_scores: + raise NotImplementedError stability_scores = rf_plus_model.get_mdi_plus_stability_scores(B=25) except ValueError as e: if str(e) == 'Transformer representation was empty for all trees.': - mdi_plus_scores = np.zeros((num_samples, num_features)) ### Not sure if this is right - # mdi_plus_scores = pd.DataFrame(data=np.zeros(X.shape[1]), columns=['importance']) - # if isinstance(X, pd.DataFrame): - # mdi_plus_scores.index = X.columns - # mdi_plus_scores.index.name = 'var' - # mdi_plus_scores.reset_index(inplace=True) + mdi_plus_scores = np.zeros((num_samples, num_features)) stability_scores = None else: raise - # mdi_plus_scores["prediction_score"] = rf_plus_model.prediction_score_ - # if return_stability_scores: - # mdi_plus_scores = pd.concat([mdi_plus_scores, stability_scores], axis=1) - result = mdi_plus_scores["local"].values + # Convert the array to a DataFrame - result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)]) + result_table = pd.DataFrame(mdi_plus_scores, columns=[f'Feature_{i}' for i in range(num_features)]) return result_table def lime_local(X, y, fit): """ Compute LIME local importance for each feature and sample. + Larger values indicate more important features. :param X: design matrix :param y: response :param fit: fitted model of interest (tree-based) @@ -205,4 +122,64 @@ def lime_local(X, y, fit): # Convert the array to a DataFrame result_table = pd.DataFrame(result, columns=[f'Feature_{i}' for i in range(num_features)]) + return result_table + +def tree_shap_local(X, y, fit): + """ + Compute average treeshap value across observations. + Larger absolute values indicate more important features. + :param X: design matrix + :param y: response + :param fit: fitted model of interest (tree-based) + :return: dataframe of shape: (n_samples, n_features) + """ + explainer = shap.TreeExplainer(fit) + shap_values = explainer.shap_values(X, check_additivity=False) + if sklearn.base.is_classifier(fit): + # Shape values are returned as a list of arrays, one for each class + def add_abs(a, b): + return abs(a) + abs(b) + results = reduce(add_abs, shap_values) + else: + results = abs(shap_values) + result_table = pd.DataFrame(results, columns=[f'Feature_{i}' for i in range(X.shape[1])]) + + return result_table + +def permutation_local(X, y, fit, num_permutations=100): + """ + Compute local permutation importance for each feature and sample. + Larger values indicate more important features. + :param X: design matrix + :param y: response + :param fit: fitted model of interest (tree-based) + :num_permutations: Number of permutations for each feature (default is 100) + :return: dataframe of shape: (n_samples, n_features) + """ + + # Get the number of samples and features + num_samples, num_features = X.shape + + # Initialize array to store local permutation importance + lpi = np.zeros((num_samples, num_features)) + + # For each feature + for k in range(num_features): + # Permute X_k num_permutations times + for b in range(num_permutations): + X_permuted = X.copy() + X_permuted[:, k] = np.random.permutation(X[:, k]) + + # Feed permuted data through the fitted model + y_pred_permuted = fit.predict(X_permuted) + + # Calculate MSE for each sample + for i in range(num_samples): + lpi[i, k] += (y[i]-y_pred_permuted[i])**2 + + lpi /= num_permutations + + # Convert the array to a DataFrame + result_table = pd.DataFrame(lpi, columns=[f'Feature_{i}' for i in range(num_features)]) + return result_table \ No newline at end of file