i4shane / openllmetry

Open-source observability for your LLM application, based on OpenTelemetry

Open-source observability for your LLM application

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Looking for the JS/TS version? Check out OpenLLMetry-JS.

OpenLLMetry is a set of extensions built on top of OpenTelemetry that gives you complete observability over your LLM application. Because it uses OpenTelemetry under the hood, it can be connected to your existing observability solutions - Datadog, Honeycomb, and others.

It's built and maintained by Traceloop under the Apache 2.0 license.

The repo contains standard OpenTelemetry instrumentations for LLM providers and Vector DBs, as well as a Traceloop SDK that makes it easy to get started with OpenLLMetry, while still outputting standard OpenTelemetry data that can be connected to your observability stack. If you already have OpenTelemetry instrumented, you can just add any of our instrumentations directly.

🚀 Getting Started

The easiest way to get started is to use our SDK. For a complete guide, go to our docs.

Install the SDK:

pip install traceloop-sdk

Then, to start instrumenting your code, just add this line to your code:

from traceloop.sdk import Traceloop

Traceloop.init()

That's it. You're now tracing your code with OpenLLMetry! If you're running this locally, you may want to disable batch sending, so you can see the traces immediately:

Traceloop.init(disable_batch=True)

⏫ Supported (and tested) destinations

• ✅ Traceloop
• ✅ Dynatrace
• ✅ Datadog
• ✅ New Relic
• ✅ Honeycomb
• ✅ Grafana Tempo
• ✅ HyperDX
• ✅ SigNoz
• ✅ Splunk
• ✅ OpenTelemetry Collector
• ✅ IBM Instana

See our docs for instructions on connecting to each one.

🪗 What do we instrument?

OpenLLMetry can instrument everything that OpenTelemetry already instruments - so things like your DB, API calls, and more. On top of that, we built a set of custom extensions that instrument things like your calls to OpenAI or Anthropic, or your Vector DB like Pinecone, Chroma, or Weaviate.

LLM Providers

• ✅ OpenAI / Azure OpenAI
• ✅ Anthropic
• ✅ Cohere
• ✅ HuggingFace
• ✅ Bedrock (AWS)
• ✅ Replicate
• ✅ Vertex AI (GCP)
• ✅ IBM Watsonx AI

Vector DBs

• ✅ Pinecone
• ✅ Chroma
• ⏳ Qdrant
• ⏳ Weaviate
• ⏳ Milvus

Frameworks

• ✅ LangChain
• ✅ LlamaIndex
• ✅ Haystack
• ✅ LiteLLM

🌱 Contributing

Whether it's big or small, we love contributions ❤️ Check out our guide to see how to get started.

Not sure where to get started? You can:

• Book a free pairing session with one of our teammates!
• Join our Slack, and ask us any questions there.

💚 Community & Support

• Slack (For live discussion with the community and the Traceloop team)
• GitHub Discussions (For help with building and deeper conversations about features)
• GitHub Issues (For any bugs and errors you encounter using OpenLLMetry)
• Twitter (Get news fast)

🙏 Special Thanks

To @patrickdebois, who suggested the great name we're now using for this repo!