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+---
+title: "Building CI Observability for Transformers with pytest, OpenTelemetry, and Grafana"
+thumbnail: /blog/assets/96_hf_bitsandbytes_integration/Thumbnail_blue.png
+authors:
+- user: tarekziade
+- user: ydshieh
+---
+
+# Building CI Observability for Transformers with pytest, OpenTelemetry, and Grafana
+
+
+## The CircleCI Era
+
+XXX explain what we did with circle CI
+historicaly only CPU , we added GPU in our own github runners
+
+
+## Moving all runners to our infrastructure
+
+XXX explain how we moved all runners to our infra
+
+## The Gap : Observability
+
+XXX GH Action alone dont give us the Observability we need.
+XXX we needed a circle CI replacement and build our custom UI
+
+
+## Pytest and OpenTelemetry
+
+XXX explain how it was simple to instrument our pytest suite with OpenTelemetry
+
+XXX show the plugin and a small example
+
+## Grafana, Tempo and Prometheus
+
+XXX Describe the Grafana and Tempo stack
+XXX describe the plumbing between grafana and github events to make grafana as live as possible
+
+## Grafana as a wrapper
+
+XXX Explain that more and more poanels are served by a custom Py web server
+XXX in iframes. Grafana is just becoming a a grid
+XXX an the py app is more efficient using tempo as its DB
+
+## What we plan next
+
+
+XXX
+