zenml
https://github.com/zenml-io/zenml
Python
ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
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- Issues
- Investigate cleanup for Modal apps after sandbox completion
- Deprecate Integrations No Longer Actively Maintained
- Add k8s_agent_sandbox integration: Sandbox flavor backed by Google's Agent Sandbox / Substrate
- Feature Request: Async invocation mode for pipeline deployment /invoke (return run_id immediately, poll for status)
- Otel Metrics Store as a new stack component type
- Store source snapshot for local replays
- Add OTel MetricStore stack component for runtime metric export
- Fix deployer run context lifecycle
- K8s deployer: `RunContext` singleton torn down per-request by stack orchestrator, causing `RuntimeError: Run context not initialized` under concurrency
- Automatically log ZenML artifacts to W&B Artifacts
- Docs
- Python not yet supported