13 lines
737 B
Markdown
13 lines
737 B
Markdown
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# mlflow
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MLflow tracking server + model registry. Used by data scientists running experiments from JupyterHub or local laptops. **Cloud-only.**
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- **Networks**: `app` (UI on port 5000, reverse-proxied at `/mlflow` or subdomain) + `data` (postgres backend in `sql`)
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- **Backend store**: postgres database `mlflow` — must be provisioned by `sql/config/init.d/`
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- **Artifact store**: local volume `mlflow-artifacts`. Switch to S3/MinIO when artifact volume grows beyond a few GB.
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- **TODO**:
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- Provision `mlflow` DB + role in `sql` init scripts
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- Keycloak OIDC via nginx `auth_request` (MLflow has no native auth — must front-end it)
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- MinIO sidecar for S3-compatible artifact store
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- Retention / cleanup policy for stale runs
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