Arize-ai/openinference：OpenTelemetry Instrumentation

项目介绍

Arize-ai/openinference 是一个托管在 GitHub 上的开源项目，主要使用 Python 编写，采用 Apache License 2.0 许可证，目前获得 1.3k 个 Star、379 次 Fork。

仓库全名: Arize-ai/openinference

README 摘要

🇺🇸 English • 🇨🇳 中文 • 🇹🇼 繁體中文 • 🇯🇵 日本語 • 🇵🇹 Português • 🇧🇷 Português • 🇰🇷 한국어 • 🇪🇸 Español • 🇩🇪 Deutsch • 🇫🇷 Français • 🇮🇱 עברית • 🇸🇦 العربية • 🇷🇺 Русский • 🇵🇱 Polski • 🇨🇿 Čeština • 🇳🇱 Nederlands • 🇹🇷 Türkçe • 🇺🇦 Українська • 🇻🇳 Tiếng Việt • 🇵🇭 Tagalog • 🇮🇩 Indonesia • 🇹🇭 ไทย • 🇮🇳 हिन्दी • 🇧🇩 বাংলা • 🇵🇰 اردو • 🇷🇴 Română • 🇸🇪 Svenska • 🇮🇹 Italiano • 🇬🇷 Ελληνικά…

完整内容见 GitHub 原始 README 或本页。

常见问题

openinference 用什么语言开发？

主要使用 Python 编写，采用 Apache License 2.0 许可证，目前有 1.3k 个 Star。

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如何获取 openinference 的源码？

可以直接克隆仓库：git clone https://github.com/Arize-ai/openinference.git，默认分支为 main；安装与运行步骤见仓库 README。

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仓库最近一次更新为 19 小时前，当前有 279 个未关闭 Issue；Star 数为 1.3k，可作为社区活跃度的参考。

关于

aiops gemini hacktoberfest haystack langchain langraph llamaindex llmops llms mcp openai openai-agents opentelemetry pydantic-ai smolagents telemetry tracing vercel vertex

Apache License 2.0
1.3k Stars
379 Forks
14 Watching

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OpenInference

🇺🇸 English • 🇨🇳 中文 • 🇹🇼 繁體中文 • 🇯🇵 日本語 • 🇵🇹 Português • 🇧🇷 Português • 🇰🇷 한국어 • 🇪🇸 Español • 🇩🇪 Deutsch • 🇫🇷 Français • 🇮🇱 עברית • 🇸🇦 العربية • 🇷🇺 Русский • 🇵🇱 Polski • 🇨🇿 Čeština • 🇳🇱 Nederlands • 🇹🇷 Türkçe • 🇺🇦 Українська • 🇻🇳 Tiếng Việt • 🇵🇭 Tagalog • 🇮🇩 Indonesia • 🇹🇭 ไทย • 🇮🇳 हिन्दी • 🇧🇩 বাংলা • 🇵🇰 اردو • 🇷🇴 Română • 🇸🇪 Svenska • 🇮🇹 Italiano • 🇬🇷 Ελληνικά • 🇭🇺 Magyar • 🇫🇮 Suomi • 🇩🇰 Dansk • 🇳🇴 Norsk

OpenInference is a set of conventions and plugins that is complementary 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.
`openinference-instrumentation-agno`	OpenInference Instrumentation for Agno Agents.
`openinference-instrumentation-ag2`	OpenInference Instrumentation for AG2.
`openinference-instrumentation-openai`	OpenInference Instrumentation for OpenAI SDK.
`openinference-instrumentation-openai-agents`	OpenInference Instrumentation for OpenAI Agents SDK.
`openinference-instrumentation-claude-agent-sdk`	OpenInference Instrumentation for Claude Agent SDK.
`openinference-instrumentation-llama-index`	OpenInference Instrumentation for LlamaIndex.
`openinference-instrumentation-dspy`	OpenInference Instrumentation for DSPy.
`openinference-instrumentation-bedrock`	OpenInference Instrumentation for AWS Bedrock.
`openinference-instrumentation-langchain`	OpenInference Instrumentation for LangChain.
`openinference-instrumentation-mcp`	OpenInference Instrumentation for MCP.
`openinference-instrumentation-mistralai`	OpenInference Instrumentation for MistralAI.
`openinference-instrumentation-portkey`	OpenInference Instrumentation for Portkey.
`openinference-instrumentation-guardrails`	OpenInference Instrumentation for Guardrails.
`openinference-instrumentation-vertexai`	OpenInference Instrumentation for VertexAI.
`openinference-instrumentation-crewai`	OpenInference Instrumentation for CrewAI.
`openinference-instrumentation-haystack`	OpenInference Instrumentation for Haystack.
`openinference-instrumentation-litellm`	OpenInference Instrumentation for liteLLM.
`openinference-instrumentation-groq`	OpenInference Instrumentation for Groq.
`openinference-instrumentation-instructor`	OpenInference Instrumentation for Instructor.
`openinference-instrumentation-anthropic`	OpenInference Instrumentation for Anthropic.
`openinference-instrumentation-beeai`	OpenInference Instrumentation for BeeAI.
`openinference-instrumentation-google-genai`	OpenInference Instrumentation for Google GenAI.
`openinference-instrumentation-google-adk`	OpenInference Instrumentation for Google ADK.
`openinference-instrumentation-autogen-agentchat`	OpenInference Instrumentation for Microsoft Autogen AgentChat.
`openinference-instrumentation-pydantic-ai`	OpenInference Instrumentation for PydanticAI.
`openinference-instrumentation-smolagents`	OpenInference Instrumentation for smolagents.
`openinference-instrumentation-pipecat`	OpenInference Instrumentation for Pipecat.
`openinference-instrumentation-agentspec`	OpenInference Instrumentation for Open Agent Specification.
`openinference-instrumentation-strands-agents`	OpenInference Instrumentation for Strands Agents.
`openinference-instrumentation-together`	OpenInference Instrumentation for Together AI.
`openinference-instrumentation-typesafe`	OpenInference Instrumentation for TypeSafe AI.
`openinference-instrumentation-ollama`	OpenInference Instrumentation for Ollama.
`openinference-instrumentation-cohere`	OpenInference Instrumentation for Cohere.

Span Processors

Normalize and convert data across other instrumentation libraries by adding span processors that unify data.

Package	Description	Version
`openinference-instrumentation-openlit`	OpenInference Span Processor for OpenLIT traces.
`openinference-instrumentation-openllmetry`	OpenInference Span Processor for OpenLLMetry (Traceloop) traces.

Examples

Name	Description	Complexity Level
Agno	Agno agent examples	Beginner
OpenAI SDK	OpenAI Python SDK, including chat completions and embeddings	Beginner
Claude Agent SDK	Claude Agent SDK	Beginner
MistralAI SDK	MistralAI Python SDK	Beginner
VertexAI SDK	VertexAI Python SDK	Beginner
LlamaIndex	LlamaIndex query engines	Beginner
DSPy	DSPy primitives and custom RAG modules	Beginner
Boto3 Bedrock Client	Boto3 Bedrock client	Beginner
LangChain	LangChain primitives and simple chains	Beginner
LiteLLM	A lightweight LiteLLM framework	Beginner
LiteLLM Proxy	LiteLLM Proxy to log OpenAI, Azure, Vertex, Bedrock	Beginner
Groq	Groq and AsyncGroq chat completions	Beginner
Together AI	Together and AsyncTogether chat completions, streaming, and tool calls	Beginner
TypeSafe AI	TypeSafeClient and AsyncTypeSafeClient System One calls (Noul, Choice, Score)	Beginner
Anthropic	Anthropic Messages client	Beginner
BeeAI	Agentic instrumentation in the BeeAI framework	Beginner
Haystack	A Haystack QA RAG application	Intermediate
OpenAI Agents	OpenAI Agents with handoffs	Intermediate
Autogen AgentChat	Microsoft Autogen Assistant Agent and Team Chat	Intermediate
AG2	AG2 tool calling, group chats, and sequential chats	Intermediate
PydanticAI	PydanticAI agent examples	Intermediate
Pipecat	Pipecat application examples	Intermediate
Ollama	Ollama chat, streaming, and tool calls	Beginner
Cohere	Cohere ClientV2 chat completions	Beginner

JavaScript

Libraries

Package	Description	Version
`@arizeai/openinference-semantic-conventions`	Semantic conventions for tracing of LLM Apps.
`@arizeai/openinference-core`	Reusable utilities, configuration, and helpers for instrumentation.
`@arizeai/openinference-instrumentation-bedrock`	OpenInference Instrumentation for AWS Bedrock.
`@arizeai/openinference-instrumentation-bedrock-agent-runtime`	OpenInference Instrumentation for AWS Bedrock Agent Runtime.
`@arizeai/openinference-instrumentation-beeai`	OpenInference Instrumentation for BeeAI.
`@arizeai/openinference-instrumentation-langchain`	OpenInference Instrumentation for LangChain.js.
`@arizeai/openinference-instrumentation-mcp`	OpenInference Instrumentation for MCP.
`@arizeai/openinference-instrumentation-openai`	OpenInference Instrumentation for OpenAI SDK.
`@arizeai/openinference-instrumentation-anthropic`	OpenInference Instrumentation for the Anthropic SDK.
`@arizeai/openinference-instrumentation-claude-agent-sdk`	OpenInference Instrumentation for Claude Agent SDK.
`@arizeai/openinference-vercel`	OpenInference Support for Vercel AI SDK.
`@arizeai/openinference-tanstack-ai`	OpenInference middleware for TanStack AI.
`@arizeai/openinference-genai`	OpenInference Support for GenAI conventions
`@arizeai/openinference-instrumentation-typesafe`	OpenInference Instrumentation for the TypeSafe AI SDK.

Examples

Name	Description	Complexity Level
TypeSafe AI	Classification, structured questions, and confidence-gated routing to an LLM	Beginner

Java

Libraries

Package	Description	Version
`openinference-semantic-conventions`	Semantic conventions for tracing of LLM Apps.
`openinference-instrumentation`	Base instrumentation utilities.
`openinference-instrumentation-langchain4j`	OpenInference Instrumentation for LangChain4j.
`openinference-instrumentation-springAI`	OpenInference Instrumentation for Spring AI.
`openinference-instrumentation-annotation`	Annotation-based manual tracing with ByteBuddy.
`openinference-instrumentation-adk-java`	OpenInference Instrumentation for Google ADK Java (`-javaagent`).

Examples

Name	Description	Complexity Level
LangChain4j Example	Simple example using LangChain4j with OpenAI	Beginner
Spring AI Example	Spring AI example with OpenAI and tool calling	Beginner
Annotation Example	Annotation-based tracing with `@Chain`, `@LLM`, `@Tool`, `@Agent`	Beginner
Programmatic Example	Manual tracing with typed span classes (`LLMSpan`, `AgentSpan`, etc.)	Beginner
ADK Java Example	Google ADK for Java agent with a function tool, traced by the ADK `-javaagent`	Beginner

Go

Libraries

Package	Description	Version
`openinference-semantic-conventions`	Semantic conventions for tracing of LLM Apps.	`go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions`
`openinference-instrumentation`	Suppression, context attribute propagation, and `TraceConfig` masking. Honors `OPENINFERENCE_HIDE_*` env vars.	`go get github.com/Arize-ai/openinference/go/openinference-instrumentation`
`openinference-instrumentation-anthropic-sdk-go`	OpenInference Instrumentation for the Anthropic Go SDK (`anthropics/anthropic-sdk-go`).	`go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go`
`openinference-instrumentation-openai-go`	OpenInference Instrumentation for the official OpenAI Go SDK (`openai/openai-go`).	`go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go`

Requires Go 1.25+. Pair with arize-otel-go for the one-line OTLP/HTTP setup to Arize AX, or wire up any OTel exporter (e.g. Phoenix at http://localhost:6006/v1/traces).

Supported Destinations

OpenInference supports the following destinations as span collectors.

✅ Arize Phoenix
✅ Arize AX
✅ Any OTEL-compatible collector

Community

Join our community to connect with thousands of machine learning practitioners and LLM observability enthusiasts!

🌍 Join our Slack community.
💡 Ask questions and provide feedback in the #phoenix-support channel.
🌟 Leave a star on our GitHub.
🐞 Report bugs with GitHub Issues.
𝕏 Follow us on X.
🗺️ Check out our roadmap to see where we’re heading next.

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openinference

项目介绍

README 摘要

常见问题

相关仓库

关于

简要分析

语言占比

Release

贡献者

Specification

Instrumentation

Python

Libraries

Span Processors

Examples

JavaScript

Libraries

Examples

Java

Libraries

Examples

Go

Libraries

Supported Destinations

Community

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