Contents:
FairnessAnalyzer
from_dataframe()
demographic_parity_difference()
equalized_odds_difference()
mae_parity_difference()
MetricResult
FairnessAnalyzerDataFrameProxy
load_data()
PipelineConfig
load_config()
find_config_file()
build_pipeline()
apply_pipeline()
run_detectors()
InstanceReweighting
DisparateImpactRemover
ReweighingTransformer
ProxyDropper
execute_workflow()
WorkflowResult
ValidationResult
log_workflow_results()
to_markdown_report()
assert_fairness()
assert_llm_fairness()
log_llm_eval_results()
ReductionsWrapper
FairnessRegularizerLoss
LagrangianFairnessTrainer
GroupFairnessCalibrator
sweep_pareto()
plot_pareto()
RealTimeFairnessTracker
FairnessDriftAndAlertEngine
FairnessReportingDashboard
FairnessABTestAnalyzer
FairnessToolkitError
ConfigValidationError
MetricComputationError
PipelineExecutionError
TrainingError
DataValidationError
DependencyError
bootstrap_ci()
beta_binomial_interval()
risk_ratio()
cohens_d()
fairpipe llm-eval
run_llm_eval()
CounterfactualFairnessEvaluator
RefusalRateEvaluator
ToxicitySentimentEvaluator
StereotypeAssociationEvaluator
LLMEvalAdapter
LLMClient
get_llm_client()
ResponseCache
load_llm_eval_config()
LLMEvalConfig
estimate_dry_run()
DryRunEstimate
create_app()
ResultStore
GET /health
POST /validate
POST /llm-eval
POST /pipeline
POST /workflow
GET /results/{run_id}
llm-fairness-check
fairpipe
fairpipe.metrics
fairpipe.pipeline
fairpipe.integration
fairpipe.llm_evals
fairpipe.training
fairpipe.monitoring
fairpipe.exceptions