{"repo":"Arize-ai/openinference","free":true,"listed":false,"github":"https://github.com/Arize-ai/openinference","clone":"git clone https://github.com/Arize-ai/openinference.git","description":"OpenTelemetry Instrumentation for AI Observability","language":"Python","stars":1150,"topics":["llmops","telemetry","aiops","llms","opentelemetry","tracing","hacktoberfest","haystack","langchain","langraph"],"license":"Apache-2.0","category":"analytics","readme_excerpt":"OpenInference is a set of conventions and plugins that is complimentary to OpenTelemetry to enable tracing of AI applications. OpenInference is natively supported by Arize Phoenix and Arize AX, but can be used with any OpenTelemetry-compatible backend as well. Specification The OpenInference specification is edited in markdown files found in the spec directory. It's designed to provide insight into the invocation of LLMs and the surrounding application context such as retrieval from vector stores and the usage of external tools such as search engines or APIs. The specification is transport and file-format agnostic, and is intended to be used in conjunction with other specifications such as JSON, ProtoBuf, and DataFrames. Instrumentation OpenInference provides a set of instrumentations for popular machine learning SDKs and frameworks in a variety of languages. Python Libraries Package Description Version ------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------------------- ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ openinference-semantic-conventions Semantic conventions for tracing of LLM Apps. openinference-instrumentation Reusable utilities, decorators, configurations, and helpers for instrumentation.","default_branch":null,"files":null,"tree":[],"storefront":"/r/Arize-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Arize-ai/openinference/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}