{ "cells": [ { "cell_type": "markdown", "id": "e2b69330", "metadata": {}, "source": [ "# Achieving _equalized odds_ on synthetic data\n", "\n", "**NOTE**: this notebook has extra requirements, install them with:\n", "```\n", "pip install \"error_parity[dev]\"\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "id": "01898056", "metadata": {}, "outputs": [], "source": [ "import logging\n", "from itertools import product\n", "\n", "import numpy as np\n", "import cvxpy as cp\n", "from scipy.spatial import ConvexHull\n", "from sklearn.metrics import roc_curve" ] }, { "cell_type": "code", "execution_count": 2, "id": "da92fdab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Notebook ran using `error-parity==0.3.11`\n" ] } ], "source": [ "from error_parity import __version__\n", "print(f\"Notebook ran using `error-parity=={__version__}`\")" ] }, { "cell_type": "markdown", "id": "8aa7fefa", "metadata": {}, "source": [ "## Given some data (X, Y, S)" ] }, { "cell_type": "code", "execution_count": 3, "id": "70b33f87", "metadata": {}, "outputs": [], "source": [ "def generate_synthetic_data(n_samples: int, n_groups: int, prevalence: float, seed: int):\n", " \"\"\"Helper to generate synthetic features/labels/predictions.\"\"\"\n", "\n", " # Construct numpy rng\n", " rng = np.random.default_rng(seed)\n", " \n", " # Different levels of gaussian noise per group (to induce some inequality in error rates)\n", " group_noise = [0.1 + 0.3 * rng.random() / (1+idx) for idx in range(n_groups)]\n", "\n", " # Generate predictions\n", " assert 0 < prevalence < 1\n", " y_score = rng.random(size=n_samples)\n", "\n", " # Generate labels\n", " # - define which samples belong to each group\n", " # - add different noise levels for each group\n", " group = rng.integers(low=0, high=n_groups, size=n_samples)\n", " \n", " y_true = np.zeros(n_samples)\n", " for i in range(n_groups):\n", " group_filter = group == i\n", " y_true_groupwise = ((\n", " y_score[group_filter] +\n", " rng.normal(size=np.sum(group_filter), scale=group_noise[i])\n", " ) > (1-prevalence)).astype(int)\n", "\n", " y_true[group_filter] = y_true_groupwise\n", "\n", " ### Generate features: just use the sample index\n", " # As we already have the y_scores, we can construct the features X\n", " # as the index of each sample, so we can construct a classifier that\n", " # simply maps this index to our pre-generated predictions for this clf.\n", " X = np.arange(len(y_true)).reshape((-1, 1))\n", " \n", " return X, y_true, y_score, group" ] }, { "cell_type": "code", "execution_count": 4, "id": "0d326b40", "metadata": {}, "outputs": [], "source": [ "# N_GROUPS = 4\n", "N_GROUPS = 3\n", "\n", "# N_SAMPLES = 1_000_000\n", "N_SAMPLES = 100_000\n", "\n", "SEED = 23\n", "\n", "X, y_true, y_score, group = generate_synthetic_data(\n", " n_samples=N_SAMPLES,\n", " n_groups=N_GROUPS,\n", " prevalence=0.25,\n", " seed=SEED)" ] }, { "cell_type": "code", "execution_count": 5, "id": "ba24bcc5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual global prevalence: 26.6%\n" ] } ], "source": [ "actual_prevalence = np.sum(y_true) / len(y_true)\n", "print(f\"Actual global prevalence: {actual_prevalence:.1%}\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "8fbc24a2", "metadata": {}, "outputs": [], "source": [ "EPSILON_TOLERANCE = 0.05\n", "\n", "FALSE_POS_COST = 1\n", "FALSE_NEG_COST = 1\n", "\n", "# L_P_NORM = np.inf\n", "L_P_NORM = 2" ] }, { "cell_type": "markdown", "id": "69bc6798", "metadata": {}, "source": [ "---\n", "## Given a trained predictor (that outputs real-valued scores)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5615f135", "metadata": {}, "outputs": [], "source": [ "# Example predictor that predicts the synthetically produced scores above\n", "predictor = lambda idx: y_score[idx]" ] }, { "cell_type": "markdown", "id": "6af00a5e", "metadata": {}, "source": [ "## Construct the fair optimal classifier (derived from the given predictor)\n", "- Fairness is measured by the equal odds constraint (equal FPR and TPR among groups);\n", " - optionally, this constraint can be relaxed by some small tolerance;\n", "- Optimality is measured as minimizing the expected loss,\n", " - parameterized by the given cost of false positive and false negative errors;" ] }, { "cell_type": "code", "execution_count": 8, "id": "48f713ae", "metadata": {}, "outputs": [], "source": [ "from error_parity import RelaxedThresholdOptimizer\n", "\n", "postproc_clf = RelaxedThresholdOptimizer(\n", " predictor=predictor,\n", " constraint=\"equalized_odds\",\n", " tolerance=EPSILON_TOLERANCE,\n", " false_pos_cost=FALSE_POS_COST,\n", " false_neg_cost=FALSE_NEG_COST,\n", " l_p_norm=L_P_NORM,\n", " max_roc_ticks=None,\n", " seed=SEED,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "3dbca6de", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:ROC convex hull contains 0.8% of the original points.\n", "INFO:root:ROC convex hull contains 1.1% of the original points.\n", "INFO:root:ROC convex hull contains 1.7% of the original points.\n", "INFO:root:cvxpy solver took 0.000574791s; status is optimal.\n", "INFO:root:Optimal solution value: 0.17475045311134396\n", "INFO:root:Variable Global ROC point: value [0.07436224 0.54775546]\n", "INFO:root:Variable ROC point for group 0: value [0.10639373 0.53750647]\n", "INFO:root:Variable ROC point for group 1: value [0.05919955 0.55402037]\n", "INFO:root:Variable ROC point for group 2: value [0.05891875 0.55319488]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 199 ms, sys: 8.76 ms, total: 208 ms\n", "Wall time: 1.6 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "import logging\n", "logging.basicConfig(level=logging.INFO, force=True)\n", "postproc_clf.fit(X=X, y=y_true, group=group)" ] }, { "cell_type": "markdown", "id": "599af3ba", "metadata": {}, "source": [ "## Plot solution" ] }, { "cell_type": "code", "execution_count": 10, "id": "eb901f92", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "sns.set(style=\"whitegrid\", rc={'grid.linestyle': ':'})" ] }, { "cell_type": "code", "execution_count": 11, "id": "5ccb923e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.plotting import plot_postprocessing_solution\n", "\n", "plot_postprocessing_solution(\n", " postprocessed_clf=postproc_clf,\n", " plot_roc_curves=True,\n", " plot_roc_hulls=True,\n", " dpi=200, figsize=(5, 5),\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "493d213c", "metadata": {}, "source": [ "---\n", "## Plot realized ROC points\n", "> realized ROC points will converge to the theoretical solution for larger datasets, but some variance is expected for smaller datasets" ] }, { "cell_type": "code", "execution_count": 12, "id": "fcd2aaf9", "metadata": {}, "outputs": [], "source": [ "# Set group-wise colors and global color\n", "palette = sns.color_palette(n_colors=N_GROUPS + 1)\n", "global_color = palette[0]\n", "all_group_colors = palette[1:]" ] }, { "cell_type": "code", "execution_count": 13, "id": "4c70252e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.roc_utils import compute_roc_point_from_predictions\n", "\n", "plot_postprocessing_solution(\n", " postprocessed_clf=postproc_clf,\n", " plot_roc_curves=True,\n", " plot_roc_hulls=True,\n", " plot_relaxation=True,\n", " dpi=200, figsize=(5, 5),\n", ")\n", "\n", "# Compute predictions\n", "y_pred_binary = postproc_clf(X, group=group)\n", "\n", "# Plot the group-wise points found\n", "realized_roc_points = list()\n", "for idx in range(N_GROUPS):\n", "\n", " # Evaluate triangulation of target point as a randomized clf\n", " group_filter = group == idx\n", "\n", " curr_realized_roc_point = compute_roc_point_from_predictions(y_true[group_filter], y_pred_binary[group_filter])\n", " realized_roc_points.append(curr_realized_roc_point)\n", "\n", " plt.plot(\n", " curr_realized_roc_point[0], curr_realized_roc_point[1],\n", " color=all_group_colors[idx],\n", " marker=\"*\", markersize=8,\n", " lw=0,\n", " )\n", "\n", "realized_roc_points = np.vstack(realized_roc_points)\n", "\n", "# Plot actual global classifier performance\n", "global_clf_realized_roc_point = compute_roc_point_from_predictions(y_true, y_pred_binary)\n", "plt.plot(\n", " global_clf_realized_roc_point[0], global_clf_realized_roc_point[1],\n", " color=global_color,\n", " marker=\"*\", markersize=8,\n", " lw=0,\n", ")\n", "\n", "plt.xlim(-0.003, 0.3)\n", "plt.ylim(-0.01, 1.0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8db9a56", "metadata": {}, "source": [ "### Compute distances between theorized ROC points and empirical ROC points" ] }, { "cell_type": "code", "execution_count": 14, "id": "be73972d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group 0: l2 distance from target to realized point := 0.000%\n", "Group 1: l2 distance from target to realized point := 0.282%\n", "Group 2: l2 distance from target to realized point := 0.063%\n", "Global l2 distance from target to realized point := 0.089%\n" ] } ], "source": [ "# Distances to group-wise targets:\n", "for i, (target_point, actual_point) in enumerate(zip(postproc_clf.groupwise_roc_points, realized_roc_points)):\n", " dist = np.linalg.norm(target_point - actual_point, ord=2)\n", " print(f\"Group {i}: l2 distance from target to realized point := {dist:.3%}\")\n", "\n", "# Distance to global target point:\n", "dist = np.linalg.norm(postproc_clf.global_roc_point - global_clf_realized_roc_point, ord=2)\n", "print(f\"Global l2 distance from target to realized point := {dist:.3%}\")" ] }, { "cell_type": "markdown", "id": "e0494477", "metadata": {}, "source": [ "### Compute performance differences\n", "> assumes FP_cost == FN_cost == 1.0" ] }, { "cell_type": "code", "execution_count": 15, "id": "6991bf75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual accuracy: \t\t\t82.559%\n", "Actual error rate (1 - Acc.):\t\t17.441%\n", "Theoretical cost of solution found:\t17.475%\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score\n", "from error_parity.roc_utils import calc_cost_of_point\n", "\n", "# Empirical\n", "accuracy_val = accuracy_score(y_true, y_pred_binary)\n", "\n", "# Theoretical\n", "theoretical_global_cost = calc_cost_of_point(\n", " fpr=postproc_clf.global_roc_point[0],\n", " fnr=1 - postproc_clf.global_roc_point[1],\n", " prevalence=y_true.sum() / len(y_true),\n", ")\n", "\n", "print(f\"Actual accuracy: \\t\\t\\t{accuracy_val:.3%}\")\n", "print(f\"Actual error rate (1 - Acc.):\\t\\t{1 - accuracy_val:.3%}\")\n", "print(f\"Theoretical cost of solution found:\\t{theoretical_global_cost:.3%}\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "f2259911", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for dummy constant classifier: 73.4%\n" ] } ], "source": [ "print(f\"Accuracy for dummy constant classifier: {max(np.mean(y_true==label) for label in {0, 1}):.1%}\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "b05ebc45", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Realized LP accuracy:\t 82.6%\n", "Realized LP eq. odds violation: 5.1%\n", "\n" ] } ], "source": [ "from error_parity.evaluation import eval_accuracy_and_equalized_odds\n", "lp_acc, lp_eq_odds = eval_accuracy_and_equalized_odds(y_true, y_pred_binary, group, l_p_norm=L_P_NORM)\n", "\n", "print(f\"Realized LP accuracy:\\t {lp_acc:.1%}\")\n", "print(f\"Realized LP eq. odds violation: {lp_eq_odds:.1%}\\n\")" ] }, { "cell_type": "markdown", "id": "d590d262", "metadata": {}, "source": [ "---\n", "---\n", "# Plot postprocessing Pareto frontier\n", "> i.e., all attainable optimal trade-offs for this predictor" ] }, { "cell_type": "code", "execution_count": 18, "id": "dcf828fd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Using `n_jobs=9` to compute adjustment curve.\n", "INFO:root:Computing postprocessing for the following constraint tolerances: [0. 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.11 0.12 0.13\n", " 0.14 0.15 0.16 0.17 0.18 0.19 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 ].\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5b3e760b1a594706b19bdc40804d1c79", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/28 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.plotting import plot_postprocessing_frontier\n", "from matplotlib import pyplot as plt\n", "\n", "plot_postprocessing_frontier(\n", " postproc_results_df,\n", " perf_metric=\"accuracy\",\n", " disp_metric=f\"equalized_odds_diff_l{postproc_clf.l_p_norm}\",\n", " show_data_type=\"fit\",\n", " constant_clf_perf=max((y_true == const_pred).mean() for const_pred in {0, 1}),\n", " model_name=r\"$\\bigstar$\",\n", ")\n", "\n", "plt.xlabel(r\"accuracy $\\rightarrow$\")\n", "l_p_norm_str = str(postproc_clf.l_p_norm) if postproc_clf.l_p_norm != np.inf else r\"\\infty\"\n", "plt.ylabel(r\"equalized odds $\\ell_\" + l_p_norm_str + r\"$ violation $\\leftarrow$\")\n", "plt.show()" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }