feat(ai-service): add OpenTelemetry tracing around LLM calls#365
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ugoocreates-pixel wants to merge 1 commit into
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feat(ai-service): add OpenTelemetry tracing around LLM calls#365ugoocreates-pixel wants to merge 1 commit into
ugoocreates-pixel wants to merge 1 commit into
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Closes #273
This PR introduces distributed tracing to the humanitarian verification service by wrapping LLM calls in OpenTelemetry spans. This will allow for bottleneck tracking, cost attribution, and distributed trace visualization in Jaeger.
Key Changes
OpenTelemetry Setup (
app/ai-service/tracing/otel_setup.py):OTEL_EXPORTER_OTLP_ENDPOINTenvironment variable is defined.InMemorySpanExporterwhen in-memory/test environments (APP_ENV=test) or fallback modes are active.Lifespan Initialization (
app/ai-service/main.py):setup_tracing()) into the FastAPI startup lifecycle.Span Wrapping around LLM Calls (
app/ai-service/services/humanitarian_verification.py):_call_provider,_call_openai, and_call_groqin canonical OTel trace spans.modelandprompt_variant.prompt_variantparameter seamlessly fromverify_claimdown through_call_providerto the provider-specific calls.Integration Testing (
app/ai-service/tests/test_otel_spans.py):