Awesome Infra for AI › LLM Observability & Tracing

traceloop/openllmetry

⭐ 7469 Python repository created 2023-09-02

OpenLLMetry is an open-source project that extends OpenTelemetry to provide comprehensive observability for Generative AI and LLM-powered applications. It enables developers to gain insights into the runtime behavior of their AI systems by instrumenting interactions with LLM providers (e.g., OpenAI, Anthropic, Google Generative AI), vector databases (e.g., Chroma, Pinecone, Qdrant), and other AI frameworks. The project leverages existing OpenTelemetry standards to ensure compatibility with a wide range of observability backends, including Datadog, Honeycomb, Grafana, and Splunk, among others. By integrating OpenLLMetry, users can collect and export detailed traces and metrics, allowing for effective monitoring, debugging, and performance optimization of their LLM applications in production. The Traceloop SDK simplifies the setup process, enabling quick instrumentation with just a few lines of code. This tool is crucial for understanding the operational nuances of conversational AI agents, RAG systems, and other generative AI solutions, helping identify issues related to latency, cost, and API usage across various components of an LLM stack.

https://github.com/traceloop/openllmetry

artifical-intelligencedatasciencegenerative-aillmllmopsmetricsmlmodel-monitoringmonitoringobservabilityopen-sourceopen-telemetryopentelemetryopentelemetry-pythonpythontracing

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