diff --git a/.github/workflows/workflow.yml b/.github/workflows/workflow.yml index dead34a..65cab07 100644 --- a/.github/workflows/workflow.yml +++ b/.github/workflows/workflow.yml @@ -7,7 +7,7 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: [ 3.8, 3.9, 3.11 ] + python-version: [ '3.10', '3.11', '3.12' ] java-version: [ 17 ] maven-version: [ '3.8.6' ] steps: diff --git a/pyproject.toml b/pyproject.toml index a445048..a6ed647 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,7 +5,7 @@ description = "Python bindings to the TrustyAI explainability library." authors = [{ name = "Rui Vieira", email = "rui@redhat.com" }] license = { text = "Apache License Version 2.0" } readme = "README.md" -requires-python = ">=3.8" +requires-python = ">=3.10" keywords = ["trustyai", "xai", "explainability", "ml"] @@ -15,19 +15,20 @@ classifiers = [ "Intended Audience :: Developers", "Intended Audience :: Science/Research", "Programming Language :: Java", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", "Topic :: Scientific/Engineering :: Artificial Intelligence", "Topic :: Software Development :: Libraries :: Java Libraries", ] dependencies = [ "Jpype1==1.5.0", - "pyarrow==17.0.0", - "matplotlib~=3.6.3", + "pyarrow==20.0.0", + "matplotlib~=3.10.3", "pandas~=1.5.3", - "numpy~=1.24.1", - "jupyter-bokeh~=3.0.5", + "numpy==1.26.4", + "jupyter-bokeh~=3.0.7", ] [project.optional-dependencies] @@ -38,15 +39,15 @@ dev = [ "joblib~=1.2.0", "jupyterlab~=3.5.3", "numpydoc==1.5.0", - "pylint==2.15.6", + "pylint==3.2.0", "pytest~=7.2.1", "pytest-benchmark==4.0.0", "pytest-forked~=1.6.0", - "scikit-learn~=1.2.1", + "scikit-learn~=1.7.0", "setuptools", "twine==3.4.2", "wheel~=0.38.4", - "xgboost==1.4.2", + "xgboost~=3.0.2", ] extras = ["aix360[default,tsice,tslime,tssaliency]==0.3.0"] diff --git a/src/trustyai/__init__.py b/src/trustyai/__init__.py index 514f894..cf38b04 100644 --- a/src/trustyai/__init__.py +++ b/src/trustyai/__init__.py @@ -21,7 +21,8 @@ def init(): """Deprecated manual initializer for the JVM. This function has been replaced by automatic initialization when importing the components of the module that require - JVM access, or by manual user initialization via :func:`trustyai`initializer.init`.""" + JVM access, or by manual user initialization via :func:`trustyai`initializer.init`. + """ warnings.warn( "trustyai.init() is now deprecated; the trustyai library will now " + "automatically initialize. For manual initialization options, see " diff --git a/src/trustyai/explainers/__init__.py b/src/trustyai/explainers/__init__.py index 4c051f5..0963bad 100644 --- a/src/trustyai/explainers/__init__.py +++ b/src/trustyai/explainers/__init__.py @@ -1,4 +1,5 @@ """Explainers module""" + # pylint: disable=duplicate-code from .counterfactuals import CounterfactualResult, CounterfactualExplainer from .lime import LimeExplainer, LimeResults diff --git a/src/trustyai/explainers/counterfactuals.py b/src/trustyai/explainers/counterfactuals.py index 67e8cab..fcb361d 100644 --- a/src/trustyai/explainers/counterfactuals.py +++ b/src/trustyai/explainers/counterfactuals.py @@ -1,4 +1,5 @@ """Explainers.countefactual module""" + # pylint: disable = import-error, too-few-public-methods, wrong-import-order, line-too-long, # pylint: disable = unused-argument from typing import Optional, Union, List diff --git a/src/trustyai/explainers/explanation_results.py b/src/trustyai/explainers/explanation_results.py index 9109cf3..93892d2 100644 --- a/src/trustyai/explainers/explanation_results.py +++ b/src/trustyai/explainers/explanation_results.py @@ -1,4 +1,5 @@ """Generic class for Explanation and Saliency results""" + from abc import ABC, abstractmethod import pandas as pd diff --git a/src/trustyai/explainers/extras/tsice.py b/src/trustyai/explainers/extras/tsice.py index 484a8a1..b77865f 100644 --- a/src/trustyai/explainers/extras/tsice.py +++ b/src/trustyai/explainers/extras/tsice.py @@ -2,6 +2,7 @@ Wrapper module for TSICEExplainer from aix360. Original at https://github.com/Trusted-AI/AIX360/ """ + # pylint: disable=too-many-arguments,import-error from typing import Callable, List, Optional, Union @@ -46,7 +47,8 @@ def as_html(self) -> pd.io.formats.style.Styler: def plot_forecast(self, variable): # pylint: disable=too-many-locals """Plots the explanation. - Based on https://github.com/Trusted-AI/AIX360/blob/master/examples/tsice/plots.py""" + Based on https://github.com/Trusted-AI/AIX360/blob/master/examples/tsice/plots.py + """ forecast_horizon = self.explanation["current_forecast"].shape[0] original_ts = pd.DataFrame( data={variable: self.explanation["data_x"][variable]} @@ -161,7 +163,8 @@ def _add_timeseries( def plot_impact(self, feature_per_row=2): """Plot the impace. - Based on https://github.com/Trusted-AI/AIX360/blob/master/examples/tsice/plots.py""" + Based on https://github.com/Trusted-AI/AIX360/blob/master/examples/tsice/plots.py + """ n_row = int(np.ceil(len(self.explanation["feature_names"]) / feature_per_row)) feat_values = np.array(self.explanation["feature_values"]) diff --git a/src/trustyai/explainers/extras/tslime.py b/src/trustyai/explainers/extras/tslime.py index a919192..95b720e 100644 --- a/src/trustyai/explainers/extras/tslime.py +++ b/src/trustyai/explainers/extras/tslime.py @@ -35,7 +35,8 @@ def as_html(self) -> Styler: def plot(self): """Plot TSLime explanation for the time-series instance. Based on - https://github.com/Trusted-AI/AIX360/blob/master/examples/tslime/tslime_univariate_demo.ipynb""" + https://github.com/Trusted-AI/AIX360/blob/master/examples/tslime/tslime_univariate_demo.ipynb + """ relevant_history = self.explanation["history_weights"].shape[0] input_data = self.explanation["input_data"] relevant_df = input_data[-relevant_history:] diff --git a/src/trustyai/explainers/lime.py b/src/trustyai/explainers/lime.py index 8a1f2c2..d164a95 100644 --- a/src/trustyai/explainers/lime.py +++ b/src/trustyai/explainers/lime.py @@ -1,4 +1,5 @@ """Explainers.lime module""" + # pylint: disable = import-error, too-few-public-methods, wrong-import-order, line-too-long, # pylint: disable = unused-argument, duplicate-code, consider-using-f-string, invalid-name from typing import Dict, Union diff --git a/src/trustyai/explainers/pdp.py b/src/trustyai/explainers/pdp.py index c5d2292..164e891 100644 --- a/src/trustyai/explainers/pdp.py +++ b/src/trustyai/explainers/pdp.py @@ -1,4 +1,5 @@ """Explainers.pdp module""" + import math import pandas as pd from pandas.io.formats.style import Styler diff --git a/src/trustyai/explainers/shap.py b/src/trustyai/explainers/shap.py index 5f2df7a..4e3e14b 100644 --- a/src/trustyai/explainers/shap.py +++ b/src/trustyai/explainers/shap.py @@ -1,4 +1,5 @@ """Explainers.shap module""" + # pylint: disable = import-error, too-few-public-methods, wrong-import-order, line-too-long, # pylint: disable = unused-argument, consider-using-f-string, invalid-name from typing import Dict, Optional, Union diff --git a/src/trustyai/language/detoxify/__init__.py b/src/trustyai/language/detoxify/__init__.py index 1a7ae39..6ee4e7b 100644 --- a/src/trustyai/language/detoxify/__init__.py +++ b/src/trustyai/language/detoxify/__init__.py @@ -1,2 +1,3 @@ """Language detoxification module.""" + from trustyai.language.detoxify.tmarco import TMaRCo diff --git a/src/trustyai/language/detoxify/tmarco.py b/src/trustyai/language/detoxify/tmarco.py index 676624d..4845962 100644 --- a/src/trustyai/language/detoxify/tmarco.py +++ b/src/trustyai/language/detoxify/tmarco.py @@ -1,5 +1,5 @@ # -*- coding: utf-8 -*- -# pylint: disable = invalid-name, line-too-long, use-dict-literal, consider-using-f-string, too-many-nested-blocks, self-assigning-variable +# pylint: disable = invalid-name, line-too-long, use-dict-literal, consider-using-f-string, too-many-nested-blocks, self-assigning-variable, broad-exception-raised, possibly-used-before-assignment """TMaRCo detoxification.""" import os import math diff --git a/src/trustyai/metrics/distance.py b/src/trustyai/metrics/distance.py index 28f1979..c4ce817 100644 --- a/src/trustyai/metrics/distance.py +++ b/src/trustyai/metrics/distance.py @@ -1,4 +1,5 @@ -""""Distance metrics""" +""" "Distance metrics""" + # pylint: disable = import-error from dataclasses import dataclass from typing import List, Optional, Union, Callable diff --git a/src/trustyai/metrics/fairness/group.py b/src/trustyai/metrics/fairness/group.py index 5fd42c9..09b55c1 100644 --- a/src/trustyai/metrics/fairness/group.py +++ b/src/trustyai/metrics/fairness/group.py @@ -1,4 +1,5 @@ """Group fairness metrics""" + # pylint: disable = import-error from typing import List, Optional, Any, Union diff --git a/src/trustyai/metrics/language.py b/src/trustyai/metrics/language.py index c921f7b..f0681b5 100644 --- a/src/trustyai/metrics/language.py +++ b/src/trustyai/metrics/language.py @@ -1,4 +1,5 @@ -""""Language metrics""" +""" "Language metrics""" + # pylint: disable = import-error from dataclasses import dataclass diff --git a/src/trustyai/model/__init__.py b/src/trustyai/model/__init__.py index 748d0fd..cf8852c 100644 --- a/src/trustyai/model/__init__.py +++ b/src/trustyai/model/__init__.py @@ -242,7 +242,8 @@ def __init__(self, predict_fun): def predict(self, inbound_bytearray): """The function called internally by :func:`predictAsync` when communicating - between Java and Python. This function should never need to be called manually.""" + between Java and Python. This function should never need to be called manually. + """ with pa.ipc.open_file(inbound_bytearray) as reader: batch = reader.get_batch(0) arr = batch.to_pandas() diff --git a/src/trustyai/utils/_visualisation.py b/src/trustyai/utils/_visualisation.py index 1a10ce4..0f392ec 100644 --- a/src/trustyai/utils/_visualisation.py +++ b/src/trustyai/utils/_visualisation.py @@ -1,4 +1,5 @@ """Visualiser utilies for explainer results""" + # pylint: disable = consider-using-f-string diff --git a/src/trustyai/utils/data_conversions.py b/src/trustyai/utils/data_conversions.py index 00d8a83..8d40a4d 100644 --- a/src/trustyai/utils/data_conversions.py +++ b/src/trustyai/utils/data_conversions.py @@ -381,7 +381,7 @@ def numpy_to_prediction_object( def prediction_object_to_numpy( - objects: Union[List[PredictionInput], List[PredictionOutput]] + objects: Union[List[PredictionInput], List[PredictionOutput]], ) -> np.array: """ Convert a list of TrustyAI @@ -410,7 +410,7 @@ def prediction_object_to_numpy( def prediction_object_to_pandas( - objects: Union[List[PredictionInput], List[PredictionOutput]] + objects: Union[List[PredictionInput], List[PredictionOutput]], ) -> pd.DataFrame: """ Convert a list of TrustyAI diff --git a/src/trustyai/utils/extras/models.py b/src/trustyai/utils/extras/models.py index 4e9b9d2..11584a5 100644 --- a/src/trustyai/utils/extras/models.py +++ b/src/trustyai/utils/extras/models.py @@ -1,2 +1,3 @@ """AIX360 model wrappers""" + from aix360.algorithms.tsutils.model_wrappers import * # pylint: disable=wildcard-import,unused-wildcard-import diff --git a/src/trustyai/utils/extras/timeseries.py b/src/trustyai/utils/extras/timeseries.py index bed0d3a..77a473c 100644 --- a/src/trustyai/utils/extras/timeseries.py +++ b/src/trustyai/utils/extras/timeseries.py @@ -1,3 +1,4 @@ """Extra time series utilities.""" + from aix360.algorithms.tsutils.tsframe import tsFrame # pylint: disable=unused-import from aix360.algorithms.tsutils.tsperturbers import * # pylint: disable=wildcard-import,unused-wildcard-import diff --git a/src/trustyai/utils/text.py b/src/trustyai/utils/text.py index 4ce194a..718ea71 100644 --- a/src/trustyai/utils/text.py +++ b/src/trustyai/utils/text.py @@ -1,4 +1,5 @@ """Utility methods for text data handling""" + from typing import List, Callable from jpype import _jclass diff --git a/src/trustyai/utils/tokenizers.py b/src/trustyai/utils/tokenizers.py index a53f16b..03eb82e 100644 --- a/src/trustyai/utils/tokenizers.py +++ b/src/trustyai/utils/tokenizers.py @@ -1,4 +1,5 @@ -""""Default tokenizers for TrustyAI.""" +""" "Default tokenizers for TrustyAI.""" + # pylint: disable = import-error from org.apache.commons.text import StringTokenizer as _StringTokenizer diff --git a/src/trustyai/utils/tyrus.py b/src/trustyai/utils/tyrus.py index 711a1f9..5cbf35d 100644 --- a/src/trustyai/utils/tyrus.py +++ b/src/trustyai/utils/tyrus.py @@ -1,4 +1,5 @@ """Tyrus module""" + # pylint: disable = too-few-public-methods, wrong-import-order, protected-access, cell-var-from-loop # pylint: disable = too-many-instance-attributes, import-error. too-many-locals # pylint: disable = consider-using-f-string @@ -98,7 +99,7 @@ def __init__( inputs: OneInputUnionType, outputs: OneOutputUnionType, background: ManyInputsUnionType, - **kwargs + **kwargs, ): r"""Initialize the :class:`Tyrus` TrustyAI assistant and dashboard. diff --git a/src/trustyai/version.py b/src/trustyai/version.py index 9955a68..42ba281 100644 --- a/src/trustyai/version.py +++ b/src/trustyai/version.py @@ -1,2 +1,3 @@ """TrustyAI version""" + __version__ = "0.6.1" diff --git a/src/trustyai/visualizations/__init__.py b/src/trustyai/visualizations/__init__.py index 2b4e305..55757c2 100644 --- a/src/trustyai/visualizations/__init__.py +++ b/src/trustyai/visualizations/__init__.py @@ -1,4 +1,5 @@ """Generates visualization according to explanation type""" + # pylint: disable=import-error, wrong-import-order, protected-access, missing-final-newline from typing import Union, Optional diff --git a/src/trustyai/visualizations/distance.py b/src/trustyai/visualizations/distance.py index 001eb41..ee14af7 100644 --- a/src/trustyai/visualizations/distance.py +++ b/src/trustyai/visualizations/distance.py @@ -1,4 +1,5 @@ """Visualizations.distance module""" + # pylint: disable = import-error, too-few-public-methods, line-too-long, missing-final-newline import numpy as np import matplotlib.pyplot as plt @@ -9,7 +10,7 @@ class DistanceViz: def plot(self, explanations): """Plot the Levenshtein distance matrix""" - cmap = plt.cm.viridis + cmap = plt.cm.viridis # pylint: disable=no-member _, axes = plt.subplots() cax = axes.imshow(explanations.matrix, cmap=cmap, interpolation="nearest") diff --git a/src/trustyai/visualizations/lime.py b/src/trustyai/visualizations/lime.py index add9810..8cad660 100644 --- a/src/trustyai/visualizations/lime.py +++ b/src/trustyai/visualizations/lime.py @@ -1,4 +1,5 @@ """Visualizations.lime module""" + # pylint: disable = import-error, too-few-public-methods, consider-using-f-string, missing-final-newline import matplotlib.pyplot as plt import matplotlib as mpl @@ -34,9 +35,11 @@ def _matplotlib_plot( ] = feature_importance.getScore() colours = [ - ds["negative_primary_colour"] - if i < 0 - else ds["positive_primary_colour"] + ( + ds["negative_primary_colour"] + if i < 0 + else ds["positive_primary_colour"] + ) for i in dictionary.values() ] plt.title(f"LIME: Feature Importances to {output_name}") @@ -65,18 +68,22 @@ def _get_bokeh_plot(self, explanations, output_name): ] ) lime_data_source["color"] = lime_data_source["saliency"].apply( - lambda x: ds["positive_primary_colour"] - if x >= 0 - else ds["negative_primary_colour"] + lambda x: ( + ds["positive_primary_colour"] + if x >= 0 + else ds["negative_primary_colour"] + ) ) lime_data_source["saliency_colored"] = lime_data_source["saliency"].apply( lambda x: (bold_green_html if x >= 0 else bold_red_html)("{:.2f}".format(x)) ) lime_data_source["color_faded"] = lime_data_source["saliency"].apply( - lambda x: ds["positive_primary_colour_faded"] - if x >= 0 - else ds["negative_primary_colour_faded"] + lambda x: ( + ds["positive_primary_colour_faded"] + if x >= 0 + else ds["negative_primary_colour_faded"] + ) ) source = ColumnDataSource(lime_data_source) htool = HoverTool( diff --git a/src/trustyai/visualizations/pdp.py b/src/trustyai/visualizations/pdp.py index 15f2eb2..01b0682 100644 --- a/src/trustyai/visualizations/pdp.py +++ b/src/trustyai/visualizations/pdp.py @@ -1,4 +1,5 @@ """Visualizations.pdp module""" + # pylint: disable = import-error, wrong-import-order, too-few-public-methods, missing-final-newline # pylint: disable = protected-access import matplotlib.pyplot as plt diff --git a/src/trustyai/visualizations/shap.py b/src/trustyai/visualizations/shap.py index 89504ca..dcfe088 100644 --- a/src/trustyai/visualizations/shap.py +++ b/src/trustyai/visualizations/shap.py @@ -1,4 +1,5 @@ """Visualizations.shap module""" + # pylint: disable = import-error, consider-using-f-string, too-few-public-methods, missing-final-newline import matplotlib.pyplot as plt import matplotlib as mpl @@ -100,14 +101,18 @@ def _get_bokeh_plot(self, explanations, output_name): prediction = fnull + data_source["saliency"].sum() data_source["color"] = data_source["saliency"].apply( - lambda x: ds["positive_primary_colour"] - if x >= 0 - else ds["negative_primary_colour"] + lambda x: ( + ds["positive_primary_colour"] + if x >= 0 + else ds["negative_primary_colour"] + ) ) data_source["color_faded"] = data_source["saliency"].apply( - lambda x: ds["positive_primary_colour_faded"] - if x >= 0 - else ds["negative_primary_colour_faded"] + lambda x: ( + ds["positive_primary_colour_faded"] + if x >= 0 + else ds["negative_primary_colour_faded"] + ) ) data_source["index"] = data_source.index data_source["saliency_text"] = data_source["saliency"].apply( diff --git a/src/trustyai/visualizations/visualization_results.py b/src/trustyai/visualizations/visualization_results.py index 9f4cf08..326ad6e 100644 --- a/src/trustyai/visualizations/visualization_results.py +++ b/src/trustyai/visualizations/visualization_results.py @@ -1,4 +1,5 @@ """Generic class for Visualization results""" + # pylint: disable = import-error, too-few-public-methods, line-too-long, missing-final-newline from abc import ABC, abstractmethod from typing import Dict diff --git a/tests/general/data/credit-data-bias-clean.csv b/tests/general/data/credit-data-bias-clean.csv new file mode 100644 index 0000000..3388d34 --- /dev/null +++ b/tests/general/data/credit-data-bias-clean.csv @@ -0,0 +1,58004 @@ 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b/tests/general/models/credit-bias-model-clean.joblib differ diff --git a/tests/general/test_group_fairness.py b/tests/general/test_group_fairness.py index bfe33a7..4981672 100644 --- a/tests/general/test_group_fairness.py +++ b/tests/general/test_group_fairness.py @@ -27,7 +27,8 @@ AIF_DF = pd.read_csv(os.path.join(TEST_DIR, "data/data.csv")) -XGB_MODEL = joblib.load(os.path.join(TEST_DIR, "models/income-xgd-biased.joblib")) +CREDIT_DF_BIASED = pd.read_csv(os.path.join(TEST_DIR, "data/credit-data-bias-clean.csv")) +CREDIT_BIAS_MODEL = joblib.load(os.path.join(TEST_DIR, "models/credit-bias-model-clean.joblib")) def test_statistical_parity_difference_random(): @@ -98,18 +99,22 @@ def test_statistical_parity_difference_AIF(): assert score == approx(0.19643287553870947, abs=1e-5) -def test_statistical_parity_difference_model(): - """Test Statistical Parity Difference (XGBoost model)""" - - df = INCOME_DF_BIASED.copy() - X = df[["age", "race", "gender"]] - - favorable = output("income", dtype="number", value=1) - model = Model(XGB_MODEL.predict, dataframe_input=True, output_names=["approved"]) - score = statistical_parity_difference_model(X, model, [2], [1], [favorable]) +def test_statistical_parity_difference_credit_model(): + """Test Statistical Parity Difference""" + + df = CREDIT_DF_BIASED.copy() + X = df.drop("PaidLoan", axis=1) + X = X.astype(float).astype(int) + + favorable = output("PaidLoan", dtype="number", value=1) + model = Model(CREDIT_BIAS_MODEL.predict, dataframe_input=True, output_names=["PaidLoan"]) + + education_col_idx = X.columns.get_loc("Education") + privilege_value = int(X["Education"].mode()[0]) + score = statistical_parity_difference_model(X, model, [education_col_idx], [privilege_value], [favorable]) + print(f"Statistical Parity Difference score: {score}") assert score == approx(0.0, abs=0.09) - def test_disparate_impact_ratio_random(): """Test Disparate Impact Ratio (unbalanced random data)""" @@ -206,51 +211,48 @@ def test_average_odds_difference_numpy(): assert score == approx(0.2, abs=0.1) -def test_average_odds_difference_model(): - """Test Average Odds Difference (XGBoost income model)""" - df = INCOME_DF_BIASED.copy() - X = df[["age", "race", "gender"]] - - model = Model(XGB_MODEL.predict, dataframe_input=True, output_names=["approved"]) - - score = average_odds_difference_model(samples=X, +def test_average_odds_difference_credit_model(): + """Test Average Odds Difference """ + + df = CREDIT_DF_BIASED.copy() + X = df.drop("PaidLoan", axis=1) + X = X.astype(float).astype(int) + + model = Model(CREDIT_BIAS_MODEL.predict, dataframe_input=True, output_names=["PaidLoan"]) + + education_col_idx = X.columns.get_loc("Education") + privilege_value = int(X["Education"].mode()[0]) + score = average_odds_difference_model(samples=X, model=model, - privilege_columns=[2], - privilege_values=[1], - positive_class=[1]) - + privilege_columns=[education_col_idx], + privilege_values=[privilege_value], + positive_class=[1]) + + print(f"Average Odds Difference score: {score}") assert score == approx(0.0, abs=0.09) - score = average_odds_difference_model(samples=X, - model=model, - privilege_columns=[2], - privilege_values=[0], - positive_class=[1]) - assert score == approx(0.0, abs=0.09) - - -def test_average_odds_difference_model_numpy(): - """Test Average Odds Difference (XGBoost income model, NumPy)""" - arr = INCOME_DF_BIASED.to_numpy() - X = arr[:, 0:3] - - model = Model(XGB_MODEL.predict, - feature_names=['age', 'race', 'gender'], - output_names=["approved"]) - - score = average_odds_difference_model(samples=X, +def test_average_odds_difference_credit_model_numpy(): + """Test Average Odds Difference """ + + df = CREDIT_DF_BIASED.copy() + X_df = df.drop("PaidLoan", axis=1) + X_df = X_df.astype(float).astype(int) + arr = X_df.to_numpy() + feature_names = X_df.columns.tolist() + + model = Model(CREDIT_BIAS_MODEL.predict, + feature_names=feature_names, + output_names=["PaidLoan"]) + + education_col_idx = feature_names.index("Education") + privilege_value = int(X_df["Education"].mode()[0]) + score = average_odds_difference_model(samples=arr, model=model, - privilege_columns=[2], - privilege_values=[1], + privilege_columns=[education_col_idx], + privilege_values=[privilege_value], positive_class=[1]) - - assert score == approx(0.0, abs=0.09) - score = average_odds_difference_model(samples=X, - model=model, - privilege_columns=[2], - privilege_values=[0], - positive_class=[1]) - + + print(f"Average Odds Difference (NumPy) score: {score}") assert score == approx(0.0, abs=0.09) @@ -295,51 +297,46 @@ def test_average_predictive_value_difference_numpy(): assert score == approx(-0.22, abs=0.05) -def test_average_predictive_value_difference_model(): - """Test Average Predictive Value Difference (XGB income model)""" - - df = INCOME_DF_BIASED.copy() - X = df[["age", "race", "gender"]] - - model = Model(XGB_MODEL.predict, dataframe_input=True, output_names=["approved"]) - +def test_average_predictive_value_difference_credit_model(): + """Test Average Predictive Value Difference """ + + df = CREDIT_DF_BIASED.copy() + X = df.drop("PaidLoan", axis=1) + X = X.astype(float).astype(int) + + model = Model(CREDIT_BIAS_MODEL.predict, dataframe_input=True, output_names=["PaidLoan"]) + + education_col_idx = X.columns.get_loc("Education") + privilege_value = int(X["Education"].mode()[0]) score = average_predictive_value_difference_model(samples=X, model=model, - privilege_columns=[2], - privilege_values=[1], + privilege_columns=[education_col_idx], + privilege_values=[privilege_value], positive_class=[1]) - + + print(f"Average Predictive Value Difference score: {score}") assert score == approx(0.0, abs=0.09) - score = average_predictive_value_difference_model(samples=X, - model=model, - privilege_columns=[2], - privilege_values=[0], - positive_class=[1]) - - assert score == approx(0.0, abs=0.09) - -def test_average_predictive_value_difference_model_numpy(): - """Test Average Predictive Value Difference (XGB income model, NumPy)""" - - arr = INCOME_DF_BIASED.to_numpy() - X = arr[:, 0:3] - - model = Model(XGB_MODEL.predict, - feature_names=['age', 'race', 'gender'], - output_names=["approved"]) - - score = average_predictive_value_difference_model(samples=X, +def test_average_predictive_value_difference_credit_model_numpy(): + """Test Average Predictive Value Difference""" + + df = CREDIT_DF_BIASED.copy() + X_df = df.drop("PaidLoan", axis=1) + X_df = X_df.astype(float).astype(int) + arr = X_df.to_numpy() + feature_names = X_df.columns.tolist() + + model = Model(CREDIT_BIAS_MODEL.predict, + feature_names=feature_names, + output_names=["PaidLoan"]) + + education_col_idx = feature_names.index("Education") + privilege_value = int(X_df["Education"].mode()[0]) + score = average_predictive_value_difference_model(samples=arr, model=model, - privilege_columns=[2], - privilege_values=[1], + privilege_columns=[education_col_idx], + privilege_values=[privilege_value], positive_class=[1]) - - assert score == approx(0.0, abs=0.09) - score = average_predictive_value_difference_model(samples=X, - model=model, - privilege_columns=[2], - privilege_values=[0], - positive_class=[1]) - + + print(f"Average Predictive Value Difference (NumPy) score: {score}") assert score == approx(0.0, abs=0.09)