quorabust-reportfor generating Markdown model cards from saved artifacts and optional labeled holdout CSVs.GET /modelsserving endpoint for safe loaded-model metadata.examples/smoke_pairs.csvand CI coverage for the train-to-report workflow.- JSON output for
quorabust-report --format json. - Precision, recall, F1, and configurable threshold sweeps in model reports.
POST /predict?explain=truefeature-value explanations for scored pairs.quorabust-train --metadata-outfor JSON metadata sidecars.- Thresholded
/predictdecisions with artifact/env defaults and per-request override. - Enterprise product-positioning guide for semantic matching use cases and production gaps.
- Calibration summary and probability-bin diagnostics in
quorabust-report. - Holdout-selected
decision_thresholdmetadata fromquorabust-train. quorabust-validate-reportrelease gate for machine-readable model-card JSON.- Optional
--feature-backend cross-encoderfor modern transformer pair scoring. quorabust-report --compare-model label=pathfor same-holdout backend comparisons.
- Capped NumPy below 2.5 so Mypy can parse dependency stubs with the configured Python target.
- Importable Grafana dashboard
grafana/dashboards/quorabust-serving.jsonand docs/GRAFANA.md.
- OpenAPI examples, descriptions, and tags for scoring vs operations endpoints.
loadtests/k6_predict.jsand docs/LOAD_TESTING.md for SLO-oriented load checks.
- Chunked CSV reader (
dataio), JSONL model registry, drift mean-shift helpers. - Optional embedding backend (
PairEmbeddingBuilder,[nlp]extra) andquorabust-train --feature-backend. - FastAPI serving (
quorabust-serve): health/ready, predict, Prometheus/metrics, A/B header routing. - Training
meta:feature_schema,reference_feature_means; optional--registry-dir. - Docs: docs/SCALING.md; CI runs
quorabust-serve --help.
SECURITY.md,NOTICE,CODEOWNERS, Dependabot, pip-audit workflow, pre-commit (Ruff + Mypy).- PEP 621 packaging (
pyproject.tomlonly), Mypy in CI, coverage floor 70%, training lineage in CLI meta. eval_classification_metrics,lineagehelpers, Docker image and build workflow.CONTRIBUTING.md,docs/ENTERPRISE.md.
Initial published layout: quorabust package, tests, training CLI, documentation.