fairpipe 0.7.4

Production-ready toolkit for fairness measurement, mitigation, and monitoring.

fairpipe

Fairness measurement, mitigation, monitoring, and pipeline tooling for ML workflows.
PyPI package: fairpipe · License: Apache-2.0 · Python 3.10+

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Install

pip install fairpipe

Optional extras: pip install 'fairpipe[api]' · 'fairpipe[training]' · 'fairpipe[monitoring]' · 'fairpipe[adapters]'
(REST API, PyTorch training helpers, dashboards/drift, Fairlearn/Aequitas backends.) Full detail is in the documentation below—not duplicated here.

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Documentation

Start here (hosted): Documentation — SvrusIO.github.io/fAIr
Built from this repo’s Sphinx sources; includes getting started, user guide, API reference, integration, performance, and security links.

In-repo references (for browsing on GitHub or a checkout):

Topic	Location
Getting started	docs/getting_started.md
User guide (long-form)	DOCS.md
API reference	docs/api.md
Playbook · fairpipe (as implemented)	docs/playbook-part-five-fairpipe.md
Integration guide	docs/integration_guide.md
Architecture / ADR	docs/ADR-001-architecture.md
Versioning	docs/VERSIONING.md

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Quick start

CLI

fairpipe validate \
  --csv data.csv \
  --y-true y_true \
  --y-pred y_pred \
  --sensitive gender \
  --with-ci

fairpipe run-pipeline --config config.yml --csv data.csv --output-dir artifacts/

Python

from fairpipe import load_data
from fairpipe.metrics import FairnessAnalyzer

df = load_data("data.csv")
analyzer = FairnessAnalyzer(min_group_size=30)
result = analyzer.demographic_parity_difference(
    y_pred=df["y_pred"],
    sensitive=df["gender"],
    with_ci=True,
)
print(result.value, result.ci)

CLI commands, YAML configuration, workflow orchestration, training, monitoring, and the optional REST API are documented on the docs site and in docs/api.md.

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Development

git clone https://github.com/SvrusIO/fAIr.git
cd fAIr
pip install -e ".[dev]"
pytest -q

See CONTRIBUTING.md and SECURITY.md.

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Optional: GitHub Action for CI

Example composite action (metrics + optional threshold gate): SvrusIO/fairpipe-action — usage snippets also appear in the integration / CI sections of the hosted documentation.

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Project links

Homepage / docs	SvrusIO.github.io/fAIr
Repository	github.com/SvrusIO/fAIr
Issues	github.com/SvrusIO/fAIr/issues

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License

Apache License 2.0 — see LICENSE.