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OpenInference er et sæt konventioner og plugins, der supplerer [OpenTelemetry](https://opentelemetry.io/) for at
muliggøre tracing af AI-applikationer. OpenInference understøttes indbygget
af [Arize Phoenix](https://github.com/Arize-ai/phoenix) og [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), men kan også bruges med enhver OpenTelemetry-kompatibel
backend.
## Specifikation
OpenInference-specifikationen redigeres i markdown-filer, som findes i [spec-mappen](../../spec/). Den er designet til at
give indsigt i kald af LLM'er og den omgivende applikationskontekst, såsom retrieval fra vektorlagre
og brug af eksterne værktøjer som søgemaskiner eller API'er. Specifikationen er uafhængig af transport og filformat
og er beregnet til at blive brugt sammen med andre specifikationer såsom JSON, ProtoBuf og DataFrames.
## Instrumentering
OpenInference leverer et sæt instrumenteringer til populære machine learning-SDK'er og frameworks i en række
sprog.
## Python
### Biblioteker
| Pakke | Beskrivelse | Version |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | Semantiske konventioner til tracing af LLM-apps. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | Genbrugelige værktøjer, decorators, konfigurationer og hjælpere til instrumentering. | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | OpenInference-instrumentering til Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | OpenInference-instrumentering til AG2. | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | OpenInference-instrumentering til OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | OpenInference-instrumentering til OpenAI Agents SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |
| [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk) | OpenInference-instrumentering til Claude Agent SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | OpenInference-instrumentering til LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | OpenInference-instrumentering til DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | OpenInference-instrumentering til AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | OpenInference-instrumentering til LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | OpenInference-instrumentering til MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | OpenInference-instrumentering til MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | OpenInference-instrumentering til Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | OpenInference-instrumentering til Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | OpenInference-instrumentering til VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | OpenInference-instrumentering til CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | OpenInference-instrumentering til Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | OpenInference-instrumentering til liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | OpenInference-instrumentering til Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | OpenInference-instrumentering til Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | OpenInference-instrumentering til Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | OpenInference-instrumentering til BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | OpenInference-instrumentering til Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | OpenInference-instrumentering til Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | OpenInference-instrumentering til Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | OpenInference-instrumentering til PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | OpenInference-instrumentering til smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | OpenInference-instrumentering til Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | OpenInference-instrumentering til Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | OpenInference-instrumentering til Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | OpenInference-instrumentering til Together AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | OpenInference-instrumentering til TypeSafe AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | OpenInference-instrumentering til Ollama. | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | OpenInference-instrumentering til Cohere. | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Span-processorer
Normaliser og konverter data på tværs af andre instrumenteringsbiblioteker ved at tilføje span-processorer, der samler data.
| Pakke | Beskrivelse | Version |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenInference-span-processor til OpenLIT-traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference-span-processor til OpenLLMetry (Traceloop)-traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### Eksempler
| Navn | Beskrivelse | Sværhedsgrad |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Eksempler på Agno-agenter | Begynder |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, herunder chat completions og embeddings | Begynder |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Begynder |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Begynder |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Begynder |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex-query engines | Begynder |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy-primitiver og brugerdefinerede RAG-moduler | Begynder |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock-klient | Begynder |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain-primitiver og simple chains | Begynder |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | Et let LiteLLM-framework | Begynder |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy til logning af OpenAI, Azure, Vertex, Bedrock | Begynder |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Chat completions med Groq og AsyncGroq | Begynder |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Chat completions, streaming og tool calls med Together og AsyncTogether | Begynder |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | System One-kald med TypeSafeClient og AsyncTypeSafeClient (Noul, Choice, Score) | Begynder |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages-klient | Begynder |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | Agentisk instrumentering i BeeAI-frameworket | Begynder |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | En Haystack QA RAG-applikation | Mellem |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents med handoffs | Mellem |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent og Team Chat | Mellem |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2 tool calling, gruppechats og sekventielle chats | Mellem |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | Eksempler på PydanticAI-agenter | Mellem |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Eksempler på Pipecat-applikationer | Mellem |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama-chat, streaming og tool calls | Begynder |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Chat completions med Cohere ClientV2 | Begynder |
## JavaScript
### Biblioteker
| Pakke | Beskrivelse | Version |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | Semantiske konventioner til tracing af LLM-apps. | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | Genbrugelige værktøjer, konfiguration og hjælpere til instrumentering. | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | OpenInference-instrumentering til AWS Bedrock. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock) |
| [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | OpenInference-instrumentering til AWS Bedrock Agent Runtime. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) |
| [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai) | OpenInference-instrumentering til BeeAI. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | OpenInference-instrumentering til LangChain.js. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | OpenInference-instrumentering til MCP. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | OpenInference-instrumentering til OpenAI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | OpenInference-instrumentering til Anthropic SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic) |
| [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk) | OpenInference-instrumentering til Claude Agent SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | OpenInference-understøttelse af Vercel AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | OpenInference-middleware til TanStack AI. | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | OpenInference-understøttelse af GenAI-konventioner | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | OpenInference-instrumentering til TypeSafe AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### Eksempler
| Navn | Beskrivelse | Sværhedsgrad |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | Klassifikation, strukturerede spørgsmål og konfidensstyret routing til en LLM | Begynder |
## Java
### Biblioteker
| Pakke | Beskrivelse | Version |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | Semantiske konventioner til tracing af LLM-apps. | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | Grundlæggende instrumenteringsværktøjer. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | OpenInference-instrumentering til LangChain4j. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | OpenInference-instrumentering til Spring AI. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | Annotationsbaseret manuel tracing med ByteBuddy. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | OpenInference-instrumentering til Google ADK Java (`-javaagent`). | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### Eksempler
| Navn | Beskrivelse | Sværhedsgrad |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j-eksempel](../../java/examples/langchain4j-example) | Simpelt eksempel med LangChain4j og OpenAI | Begynder |
| [Spring AI-eksempel](../../java/examples/spring-ai-example) | Spring AI-eksempel med OpenAI og tool calling | Begynder |
| [Annotationseksempel](../../java/examples/annotation-example) | Annotationsbaseret tracing med `@Chain`, `@LLM`, `@Tool`, `@Agent` | Begynder |
| [Programmatisk eksempel](../../java/examples/programmatic-example) | Manuel tracing med typede span-klasser (`LLMSpan`, `AgentSpan` osv.) | Begynder |
| [ADK Java-eksempel](../../java/examples/adk-java-example) | Google ADK for Java-agent med et funktionsværktøj, traced af ADK `-javaagent` | Begynder |
## Go
### Biblioteker
| Pakke | Beskrivelse | Version |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | Semantiske konventioner til tracing af LLM-apps. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Undertrykkelse, propagering af kontekstattributter og `TraceConfig`-maskering. Respekterer `OPENINFERENCE_HIDE_*`-miljøvariabler. | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | OpenInference-instrumentering til Anthropic Go SDK (`anthropics/anthropic-sdk-go`). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` |
| [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | OpenInference-instrumentering til official OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |
Kræver Go 1.25+. Kombiner med [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) for OTLP/HTTP-opsætning på én linje til [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), eller forbind en hvilken som helst OTel-exporter (f.eks. [Phoenix](https://github.com/Arize-ai/phoenix) på `http://localhost:6006/v1/traces`).
## Understøttede destinationer
OpenInference understøtter følgende destinationer som span-collectors.
- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ Enhver OTEL-kompatibel collector
## Fællesskab
Bliv en del af vores fællesskab og kom i kontakt med tusindvis af machine learning-praktikere og entusiaster inden for LLM-observability!
- 🌍 Bliv medlem af vores [Slack-fællesskab](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A).
- 💡 Stil spørgsmål og giv feedback i kanalen _#phoenix-support_.
- 🌟 Giv os en stjerne på [GitHub](https://github.com/Arize-ai/openinference).
- 🐞 Rapportér fejl via [GitHub Issues](https://github.com/Arize-ai/openinference/issues).
- 𝕏 Følg os på [X](https://twitter.com/ArizePhoenix).
- 🗺️ Se vores [roadmap](https://github.com/orgs/Arize-ai/projects/45) for at se, hvor vi er på vej hen.