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#!pip install -q git+https://github.com/holistic-ai/holisticai.git@feature/bias-benchmark
import os
from holisticai.benchmark import BiasMitigationBenchmark
def main():
for task_type in ["multiclass",
"regression",
"clustering",
"binary_classification",
]:
for stage in ["preprocessing",
"inprocessing",
"postprocessing"
]:
benchmark = BiasMitigationBenchmark(task_type, stage)
results = benchmark.run()
if not os.path.exists("data"):
os.makedirs("data")
results.to_csv(f"data/benchmark_{task_type}_{stage}.csv", index=True)
print(f"Results saved for {task_type} task type and {stage} stage.") # noqa: T201
if __name__ == "__main__":
main() |