{ "cells": [ { "cell_type": "markdown", "id": "e2b69330", "metadata": {}, "source": [ "# Achieving different fairness constraints on synthetic data\n", "\n", "The `constraint` kwarg can take any of the following values:\n", "\n", " `\"equalized_odds\"`, `\"demographic_parity\"`, `\"true_positive_rate_parity\"`, `\"false_positive_rate_parity\"`.\n", "\n", "Additionally, for `constraint=\"equalized_odds\"`, you can use the `l_p_norm` kwarg to use a different l-p norm when computing the distance between group ROC points. Default is `l_p_norm=np.inf`.\n", "\n", "---\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": "c3fc96e4", "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": "a881f9d7", "metadata": {}, "source": [ "## **NOTE:** change the `FAIRNESS_CONSTRAINT` to your target fairness constraint." ] }, { "cell_type": "code", "execution_count": 3, "id": "284b51f0", "metadata": {}, "outputs": [], "source": [ "FAIRNESS_CONSTRAINT = \"true_positive_rate_parity\"\n", "# FAIRNESS_CONSTRAINT = \"false_positive_rate_parity\"\n", "# FAIRNESS_CONSTRAINT = \"demographic_parity\"\n", "# FAIRNESS_CONSTRAINT = \"equalized_odds\"" ] }, { "cell_type": "markdown", "id": "8aa7fefa", "metadata": {}, "source": [ "## Given some data (X, Y, S)" ] }, { "cell_type": "code", "execution_count": 4, "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 + 0.4 * 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": "markdown", "id": "eded764d", "metadata": {}, "source": [ "Generate synthetic data and synthetic predictions (there's no need to train a predictor, the predictor is seen as a black-box that outputs scores)." ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "id": "ba24bcc5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual global prevalence: 26.9%\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": 7, "id": "8fbc24a2", "metadata": {}, "outputs": [], "source": [ "EPSILON_TOLERANCE = 0.05\n", "# EPSILON_TOLERANCE = 1.0 # best unconstrained classifier\n", "FALSE_POS_COST = 1\n", "FALSE_NEG_COST = 1" ] }, { "cell_type": "markdown", "id": "69bc6798", "metadata": {}, "source": [ "---\n", "## Given a trained predictor (that outputs real-valued scores)" ] }, { "cell_type": "code", "execution_count": 8, "id": "5615f135", "metadata": {}, "outputs": [], "source": [ "# Example predictor that predicts the synthetically produced scores above\n", "predictor = lambda idx: y_score[idx].ravel()" ] }, { "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": 9, "id": "48f713ae", "metadata": {}, "outputs": [], "source": [ "from error_parity import RelaxedThresholdOptimizer\n", "\n", "clf = RelaxedThresholdOptimizer(\n", " predictor=predictor,\n", " constraint=FAIRNESS_CONSTRAINT,\n", " tolerance=EPSILON_TOLERANCE,\n", " false_pos_cost=FALSE_POS_COST,\n", " false_neg_cost=FALSE_NEG_COST,\n", " max_roc_ticks=100,\n", " seed=SEED,\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "3dbca6de", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:ROC convex hull contains 36.6% of the original points.\n", "INFO:root:ROC convex hull contains 41.6% of the original points.\n", "INFO:root:ROC convex hull contains 36.6% of the original points.\n", "INFO:root:ROC convex hull contains 38.6% of the original points.\n", "INFO:root:cvxpy solver took 0.000282458s; status is optimal.\n", "INFO:root:Optimal solution value: 0.15335531408011688\n", "INFO:root:Variable Global ROC point: value [0.10552007 0.71687162]\n", "INFO:root:Variable ROC point for group 0: value [0.23852472 0.69338557]\n", "INFO:root:Variable ROC point for group 1: value [0.11605835 0.69338557]\n", "INFO:root:Variable ROC point for group 2: value [0.04159198 0.74338557]\n", "INFO:root:Variable ROC point for group 3: value [0.03632111 0.74338557]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 152 ms, sys: 9 ms, total: 161 ms\n", "Wall time: 242 ms\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "import logging\n", "logging.basicConfig(level=logging.INFO, force=True)\n", "clf.fit(X=X, y=y_true, group=group)" ] }, { "cell_type": "markdown", "id": "599af3ba", "metadata": {}, "source": [ "## Plot solution" ] }, { "cell_type": "code", "execution_count": 11, "id": "41a84db6", "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": 12, "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=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": 13, "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": 14, "id": "4c70252e", "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", "from error_parity.roc_utils import compute_roc_point_from_predictions\n", "\n", "plot_postprocessing_solution(\n", " postprocessed_clf=clf,\n", " plot_roc_curves=True,\n", " plot_roc_hulls=True,\n", " dpi=200, figsize=(5, 5),\n", " plot_relaxation=True,\n", ")\n", "\n", "# Compute predictions\n", "y_pred_binary = 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.show()" ] }, { "cell_type": "markdown", "id": "d8db9a56", "metadata": {}, "source": [ "### Compute distances between theorized ROC points and empirical ROC points" ] }, { "cell_type": "code", "execution_count": 15, "id": "be73972d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group 0: l2 distance from target to realized point := 0.199%\n", "Group 1: l2 distance from target to realized point := 0.000%\n", "Group 2: l2 distance from target to realized point := 0.003%\n", "Group 3: l2 distance from target to realized point := 0.092%\n", "Global l2 distance from target to realized point := 0.036%\n" ] } ], "source": [ "# Distances to group-wise targets:\n", "for i, (target_point, actual_point) in enumerate(zip(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(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": 16, "id": "6991bf75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual accuracy: \t\t\t84.678%\n", "Actual error rate (1 - Acc.):\t\t15.322%\n", "Theoretical cost of solution found:\t15.336%\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=clf.global_roc_point[0],\n", " fnr=1 - 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": "markdown", "id": "f2e16086", "metadata": {}, "source": [ "### Compute empirical fairness violation" ] }, { "cell_type": "code", "execution_count": 17, "id": "fce51ec0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Maximum fairness violation is between group=0 (p=[0.69338557]) and group=2 (p=[0.74338557]);\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Empirical true_positive_rate_parity violation: 0.05\n", "Theoretical true_positive_rate_parity violation: 0.05\n", "Max theoretical constraint violation:\t 0.05\n" ] } ], "source": [ "from error_parity.evaluation import evaluate_fairness\n", "\n", "empirical_metrics = evaluate_fairness(\n", " y_true=y_true,\n", " y_pred=y_pred_binary,\n", " sensitive_attribute=group,\n", ")\n", "\n", "disparity_metric_map = {\n", " \"equalized_odds\": \"equalized_odds_diff\",\n", "\n", " \"true_positive_rate_parity\": \"tpr_diff\",\n", " \"false_negative_rate_parity\": \"tpr_diff\",\n", "\n", " \"false_positive_rate_parity\": \"fpr_diff\",\n", " \"true_negative_rate_parity\": \"fpr_diff\",\n", " \n", " \"demographic_parity\": \"ppr_diff\",\n", "}\n", "\n", "disparity_metric = disparity_metric_map[FAIRNESS_CONSTRAINT]\n", "\n", "# Calculate empirical fairness violation\n", "empirical_constraint_violation = empirical_metrics[disparity_metric]\n", "\n", "# Check if empirical and theoretical results are reasonably close\n", "print(f\"Empirical {FAIRNESS_CONSTRAINT} violation: {empirical_constraint_violation:.3}\")\n", "print(f\"Theoretical {FAIRNESS_CONSTRAINT} violation: {clf.constraint_violation():.3}\")\n", "print(f\"Max theoretical constraint violation:\\t {clf.tolerance:.3}\")" ] }, { "cell_type": "markdown", "id": "485d5b1f", "metadata": {}, "source": [ "---\n", "---\n", "# Plot Fairness-Accuracy Pareto frontier achievable by postprocessing" ] }, { "cell_type": "code", "execution_count": 18, "id": "790f18c6", "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": "8c3f25c7c9b34de3b6c636584189fb00", "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", "\n", "plot_postprocessing_frontier(\n", " postproc_results_df,\n", " perf_metric=\"accuracy\",\n", " disp_metric=disparity_metric,\n", " show_data_type=\"fit\", # synthetic data example on the same data as used to fit the model\n", " constant_clf_perf=max((y_true == const_pred).mean() for const_pred in {0, 1}),\n", ")\n", "\n", "plt.xlabel(r\"accuracy $\\rightarrow$\")\n", "plt.ylabel(FAIRNESS_CONSTRAINT.replace(\"_\", \"-\") + r\" violation $\\leftarrow$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "46ca150d", "metadata": {}, "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }