From 95b9b1f2bec461ebda44d74661425dfcdb3deca3 Mon Sep 17 00:00:00 2001 From: AndreFCruz Date: Thu, 25 Apr 2024 22:45:05 +0200 Subject: [PATCH] update --- error_parity/pareto_curve.py | 13 +++- ...with-postprocessing-and-inprocessing.ipynb | 20 +++--- ...alized-odds.usage-example-folktables.ipynb | 72 +++++++++---------- ...ed-odds.usage-example-synthetic-data.ipynb | 25 ++++--- ...for-other-constraints.synthetic-data.ipynb | 11 ++- 5 files changed, 72 insertions(+), 69 deletions(-) diff --git a/error_parity/pareto_curve.py b/error_parity/pareto_curve.py index 35257de..6110e9b 100644 --- a/error_parity/pareto_curve.py +++ b/error_parity/pareto_curve.py @@ -33,7 +33,7 @@ def fit_and_evaluate_postprocessing( seed: int = 42, y_fit_pred_scores: np.ndarray = None, # pre-computed predictions on the fit data bootstrap: bool = True, - bootstrap_kwargs: dict = None, + **bootstrap_kwargs: dict, ) -> dict[str, dict]: """Fit and evaluate a postprocessing intervention on the given predictor. @@ -106,12 +106,16 @@ def _evaluate_on_data(data: tuple): X, Y, S = data if bootstrap: - kwargs = bootstrap_kwargs or dict( + # Default kwargs for bootstrapping + kwargs = dict( confidence_pct=95, seed=seed, threshold=0.50, ) + # Update kwargs with any extra bootstrap kwargs + kwargs.update(bootstrap_kwargs) + eval_func = partial( evaluate_predictions_bootstrap, **kwargs, @@ -197,6 +201,10 @@ def callable_predictor(X) -> np.ndarray: assert 1 <= len(preds.shape) <= 2, f"Model outputs predictions in shape {preds.shape}" return preds if len(preds.shape) == 1 else preds[:, -1] + # Pre-compute predictions on the fit data + X_fit, _, _ = fit_data + y_fit_pred_scores = callable_predictor(X_fit) + postproc_template = RelaxedThresholdOptimizer( predictor=callable_predictor, constraint=fairness_constraint, @@ -211,6 +219,7 @@ def _func_call(tol: float): fit_data=fit_data, eval_data=eval_data, bootstrap=bootstrap, + y_fit_pred_scores=y_fit_pred_scores, **kwargs) except Exception as exc: diff --git a/examples/example-with-postprocessing-and-inprocessing.ipynb b/examples/example-with-postprocessing-and-inprocessing.ipynb index a19f860..b8f9b80 100644 --- a/examples/example-with-postprocessing-and-inprocessing.ipynb +++ b/examples/example-with-postprocessing-and-inprocessing.ipynb @@ -292,7 +292,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "90f6ae09e8fc4acba6d372b375aa36ef", + "model_id": "e0d9ac484c1b44dcb852da934dbb5e3a", "version_major": 2, "version_minor": 0 }, @@ -330,7 +330,6 @@ "\n", "postproc_results_df = compute_postprocessing_curve(\n", " model=unconstr_clf,\n", - " y_fit_pred_scores=unconstr_clf.predict_proba(fit_data[0])[:, -1],\n", " **compute_postproc_kwargs,\n", ")" ] @@ -367,7 +366,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -496,21 +495,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 45.8 s, sys: 1min 12s, total: 1min 58s\n", - "Wall time: 46.7 s\n" + "CPU times: user 49.1 s, sys: 1min 9s, total: 1min 58s\n", + "Wall time: 1min 59s\n" ] }, { "data": { "text/html": [ - "
ExponentiatedGradient(constraints=<fairlearn.reductions._moments.utility_parity.EqualizedOdds object at 0x30c5643d0>,\n",
+       "
ExponentiatedGradient(constraints=<fairlearn.reductions._moments.utility_parity.EqualizedOdds object at 0x16dac2650>,\n",
        "                      estimator=LGBMClassifier(verbosity=-1), max_iter=10,\n",
-       "                      nu=0.000851617415307666)
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