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feat: [Backend] Data Quality Monitoring with native compute, multi-backend support, REST API, CLI (#6202)
* feat: Statistical/Distribution metrics in Feast Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * chore: Serving Time metrics and monitoring rollout to more backends Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * chore: Performance Improvements Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * docs: Monitoring User Guide Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * feat: Optional Monitoring and utils file added Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * test: Validate the query logic to validate metrics calculation Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * fix: Review comments and relevent code fixed Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * fix: None values handled gracefully Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * chore: Update the monitoring backend based on frontent needs Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> * fix: Address Devin AI and others review comments Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com> --------- Signed-off-by: Jitendra Yejare <11752425+jyejare@users.noreply.github.com>
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‎.secrets.baseline‎

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‎Makefile‎

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@@ -105,7 +105,10 @@ install-python-dependencies-minimal: ## Install minimal Python dependencies usin
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# Used in github actions/ci
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install-python-dependencies-ci: ## Install Python CI dependencies using uv pip sync
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# Create virtualenv if it doesn't exist
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uv venv .venv
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@if [ ! -d .venv ]; then \
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echo "Creating virtualenv..."; \
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uv venv .venv; \
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fi
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# Install CPU-only torch first to prevent CUDA dependency issues (Linux only)
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@if [ "$$(uname -s)" = "Linux" ]; then \
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echo "Installing dependencies with torch CPU index for Linux..."; \

‎docs/SUMMARY.md‎

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* [MCP - AI Agent Example](../examples/mcp_feature_store/README.md)
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* [Feast-Powered AI Agent](../examples/agent_feature_store/README.md)
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* [Demo Notebooks](tutorials/demo-notebooks.md)
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* [Feature Quality Monitoring Quickstart](../examples/monitoring/monitoring-quickstart.ipynb)
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## How-to Guides
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* [Adding or reusing tests](how-to-guides/adding-or-reusing-tests.md)
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* [Starting Feast servers in TLS(SSL) Mode](how-to-guides/starting-feast-servers-tls-mode.md)
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* [Importing Features from dbt](how-to-guides/dbt-integration.md)
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* [Feature Quality Monitoring](how-to-guides/feature-monitoring.md)
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## Reference
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