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OpenInference 是一套与 [OpenTelemetry](https://opentelemetry.io/) 互补的约定和插件，
用于实现 AI 应用的链路追踪。OpenInference 已获得
[Arize Phoenix](https://github.com/Arize-ai/phoenix) 和 [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) 的原生支持，同时也可以与任何兼容 OpenTelemetry 的后端
配合使用。
## 规范
OpenInference 规范以 Markdown 文件形式编写，位于 [spec 目录](../../spec/) 中。它旨在
提供对 LLM 调用及其周边应用上下文的洞察，例如从向量数据库中进行检索，
以及调用搜索引擎或 API 等外部工具。该规范与传输协议和文件格式无关，
旨在与 JSON、ProtoBuf 和 DataFrames 等其他规范结合使用。
## 插桩
OpenInference 为多种编程语言中的主流机器学习 SDK 和框架提供了一系列
插桩库。
## Python
### 库
| 软件包 | 描述 | 版本 |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | 用于 LLM 应用链路追踪的语义约定。 | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | 可复用的插桩工具函数、装饰器、配置与辅助工具。 | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | 适用于 Agno Agents 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | 适用于 AG2 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | 适用于 OpenAI SDK 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | 适用于 OpenAI Agents SDK 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |
| [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk) | 适用于 Claude Agent SDK 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | 适用于 LlamaIndex 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | 适用于 DSPy 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | 适用于 AWS Bedrock 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | 适用于 LangChain 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | 适用于 MCP 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | 适用于 MistralAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | 适用于 Portkey 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | 适用于 Guardrails 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | 适用于 VertexAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | 适用于 CrewAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | 适用于 Haystack 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | 适用于 liteLLM 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | 适用于 Groq 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | 适用于 Instructor 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | 适用于 Anthropic 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | 适用于 BeeAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | 适用于 Google GenAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | 适用于 Google ADK 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | 适用于 Microsoft Autogen AgentChat 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | 适用于 PydanticAI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | 适用于 smolagents 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | 适用于 Pipecat 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | 适用于 Open Agent Specification 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | 适用于 Strands Agents 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | 适用于 Together AI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | 适用于 TypeSafe AI 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | 适用于 Ollama 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | 适用于 Cohere 的 OpenInference 插桩。 | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Span 处理器
通过添加用于统一数据的 Span 处理器，对来自其他插桩库的数据进行规范化和转换。
| 软件包 | 描述 | 版本 |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | 适用于 OpenLIT 链路追踪数据的 OpenInference Span 处理器。 | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | 适用于 OpenLLMetry (Traceloop) 链路追踪数据的 OpenInference Span 处理器。 | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### 示例
| 名称 | 描述 | 难度 |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Agno 智能体示例 | 入门 |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK，包括聊天补全与嵌入 | 入门 |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | 入门 |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | 入门 |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | 入门 |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex 查询引擎 | 入门 |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy 基础组件与自定义 RAG 模块 | 入门 |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock 客户端 | 入门 |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain 基础组件与简单 Chain | 入门 |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | 轻量级 LiteLLM 框架 | 入门 |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | 使用 LiteLLM Proxy 记录 OpenAI、Azure、Vertex、Bedrock 调用 | 入门 |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Groq 与 AsyncGroq 聊天补全 | 入门 |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Together 与 AsyncTogether 聊天补全、流式输出与工具调用 | 入门 |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | TypeSafeClient 与 AsyncTypeSafeClient 的 System One 调用（Noul、Choice、Score） | 入门 |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages 客户端 | 入门 |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | BeeAI 框架中的智能体插桩 | 入门 |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | Haystack 问答 RAG 应用 | 进阶 |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | 支持交接（handoff）的 OpenAI Agents | 进阶 |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent 与 Team Chat | 进阶 |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2 工具调用、群聊与顺序对话 | 进阶 |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | PydanticAI 智能体示例 | 进阶 |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Pipecat 应用示例 | 进阶 |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama 聊天、流式输出与工具调用 | 入门 |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Cohere ClientV2 聊天补全 | 入门 |
## JavaScript
### 库
| 软件包 | 描述 | 版本 |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | 用于 LLM 应用链路追踪的语义约定。 | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | 可复用的插桩工具函数、配置与辅助工具。 | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | 适用于 AWS Bedrock 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock) |
| [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | 适用于 AWS Bedrock Agent Runtime 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) |
| [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai) | 适用于 BeeAI 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | 适用于 LangChain.js 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | 适用于 MCP 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | 适用于 OpenAI SDK 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | 适用于 Anthropic SDK 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic) |
| [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk) | 适用于 Claude Agent SDK 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | OpenInference 对 Vercel AI SDK 的支持。 | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | 适用于 TanStack AI 的 OpenInference 中间件。 | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | OpenInference 对 GenAI 约定的支持 | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | 适用于 TypeSafe AI SDK 的 OpenInference 插桩。 | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### 示例
| 名称 | 描述 | 难度 |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | 分类、结构化问题，以及基于置信度阈值路由至 LLM | 入门 |
## Java
### 库
| 软件包 | 描述 | 版本 |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | 用于 LLM 应用链路追踪的语义约定。 | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | 基础插桩工具。 | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | 适用于 LangChain4j 的 OpenInference 插桩。 | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | 适用于 Spring AI 的 OpenInference 插桩。 | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | 基于 ByteBuddy 的注解式手动链路追踪。 | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | 适用于 Google ADK Java (`-javaagent`) 的 OpenInference 插桩。 | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### 示例
| 名称 | 描述 | 难度 |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j 示例](../../java/examples/langchain4j-example) | 结合 OpenAI 使用 LangChain4j 的简单示例 | 入门 |
| [Spring AI 示例](../../java/examples/spring-ai-example) | 结合 OpenAI 与工具调用的 Spring AI 示例 | 入门 |
| [注解示例](../../java/examples/annotation-example) | 基于注解的链路追踪，使用 `@Chain`, `@LLM`, `@Tool`, `@Agent` | 入门 |
| [编程式示例](../../java/examples/programmatic-example) | 使用带类型的 Span 类进行手动链路追踪 (`LLMSpan`, `AgentSpan`, 等) | 入门 |
| [ADK Java 示例](../../java/examples/adk-java-example) | 带有函数工具的 Google ADK for Java 智能体，由 ADK `-javaagent` 追踪 | 入门 |
## Go
### 库
| 软件包 | 描述 | 版本 |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | 用于 LLM 应用链路追踪的语义约定。 | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | 追踪抑制、上下文属性传播以及 `TraceConfig` 脱敏。支持 `OPENINFERENCE_HIDE_*` 环境变量。 | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | 适用于 Anthropic Go SDK (`anthropics/anthropic-sdk-go`) 的 OpenInference 插桩。 | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` |
| [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | 适用于官方 OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)) 的 OpenInference 插桩。 | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |
需要 Go 1.25+。可搭配 [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) 一行代码完成到 [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) 的 OTLP/HTTP 配置，或接入任意 OTel 导出器（例如位于 `http://localhost:6006/v1/traces` 的 [Phoenix](https://github.com/Arize-ai/phoenix)）。
## 支持的目标端
OpenInference 支持以下目标端作为 Span 收集器。
- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ 任何兼容 OTEL 的收集器
## 社区与交流
加入我们的社区，与数千名机器学习从业者和 LLM 可观测性爱好者交流！
- 🌍 加入我们的 [Slack 社区](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A)。
- 💡 在 _#phoenix-support_ 频道提问与反馈。
- 🌟 在 [GitHub](https://github.com/Arize-ai/openinference) 上为我们点亮 Star。
- 🐞 通过 [GitHub Issues](https://github.com/Arize-ai/openinference/issues) 报告缺陷。
- 𝕏 在 [X](https://twitter.com/ArizePhoenix) 上关注我们。
- 🗺️ 查看我们的 [路线图](https://github.com/orgs/Arize-ai/projects/45)，了解未来的发展方向。