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OpenInference er et sett med konvensjoner og plugins som utfyller [OpenTelemetry](https://opentelemetry.io/) for å
muliggjøre tracing av AI-applikasjoner. OpenInference støttes innebygd
av [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 brukes med enhver OpenTelemetry-kompatibel
backend.
## Spesifikasjon
OpenInference-spesifikasjonen redigeres i markdown-filer som ligger i [spec-mappen](../../spec/). Den er utformet for å
gi innsikt i kall til LLM-er og den omkringliggende applikasjonskonteksten, som retrieval fra vektorlagre
og bruk av eksterne verktøy som søkemotorer eller API-er. Spesifikasjonen er uavhengig av transport og filformat
og er ment å brukes sammen med andre spesifikasjoner som JSON, ProtoBuf og DataFrames.
## Instrumentering
OpenInference tilbyr et sett med instrumenteringer for populære SDK-er og rammeverk for maskinlæring i en rekke
språk.
## Python
### Biblioteker
| Pakke | Beskrivelse | Versjon |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | Semantiske konvensjoner for tracing av LLM-apper. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | Gjenbrukbare verktøy, decorators, konfigurasjoner og hjelpefunksjoner for instrumentering. | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | OpenInference-instrumentering for Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | OpenInference-instrumentering for AG2. | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | OpenInference-instrumentering for OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | OpenInference-instrumentering for 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 for 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 for LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | OpenInference-instrumentering for DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | OpenInference-instrumentering for AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | OpenInference-instrumentering for LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | OpenInference-instrumentering for MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | OpenInference-instrumentering for MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | OpenInference-instrumentering for Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | OpenInference-instrumentering for Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | OpenInference-instrumentering for VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | OpenInference-instrumentering for CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | OpenInference-instrumentering for Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | OpenInference-instrumentering for liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | OpenInference-instrumentering for Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | OpenInference-instrumentering for Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | OpenInference-instrumentering for Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | OpenInference-instrumentering for BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | OpenInference-instrumentering for Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | OpenInference-instrumentering for Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | OpenInference-instrumentering for Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | OpenInference-instrumentering for PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | OpenInference-instrumentering for smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | OpenInference-instrumentering for Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | OpenInference-instrumentering for Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | OpenInference-instrumentering for Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | OpenInference-instrumentering for Together AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | OpenInference-instrumentering for TypeSafe AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | OpenInference-instrumentering for Ollama. | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | OpenInference-instrumentering for Cohere. | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Span-prosessorer
Normaliser og konverter data på tvers av andre instrumenteringsbiblioteker ved å legge til span-prosessorer som samordner dataene.
| Pakke | Beskrivelse | Versjon |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenInference-span-prosessor for OpenLIT-traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference-span-prosessor for OpenLLMetry (Traceloop)-traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### Eksempler
| Navn | Beskrivelse | Vanskelighetsgrad |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Eksempler på Agno-agenter | Nybegynner |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, inkludert chat completions og embeddings | Nybegynner |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Nybegynner |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Nybegynner |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Nybegynner |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex-query engines | Nybegynner |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy-primitiver og egendefinerte RAG-moduler | Nybegynner |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock-klient | Nybegynner |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain-primitiver og enkle chains | Nybegynner |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | Et lett LiteLLM-rammeverk | Nybegynner |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy for logging av OpenAI, Azure, Vertex, Bedrock | Nybegynner |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Chat completions med Groq og AsyncGroq | Nybegynner |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Chat completions, strømming og verktøykall med Together og AsyncTogether | Nybegynner |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | System One-kall med TypeSafeClient og AsyncTypeSafeClient (Noul, Choice, Score) | Nybegynner |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages-klient | Nybegynner |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | Agentisk instrumentering i BeeAI-rammeverket | Nybegynner |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | En Haystack QA RAG-applikasjon | Middels |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents med handoffs | Middels |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent og Team Chat | Middels |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2-verktøykall, gruppechatter og sekvensielle chatter | Middels |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | Eksempler på PydanticAI-agenter | Middels |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Eksempler på Pipecat-applikasjoner | Middels |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama-chat, strømming og verktøykall | Nybegynner |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Chat completions med Cohere ClientV2 | Nybegynner |
## JavaScript
### Biblioteker
| Pakke | Beskrivelse | Versjon |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | Semantiske konvensjoner for tracing av LLM-apper. | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | Gjenbrukbare verktøy, konfigurasjon og hjelpefunksjoner for instrumentering. | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | OpenInference-instrumentering for 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 for 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 for BeeAI. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | OpenInference-instrumentering for LangChain.js. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | OpenInference-instrumentering for MCP. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | OpenInference-instrumentering for OpenAI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | OpenInference-instrumentering for 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 for Claude Agent SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | OpenInference-støtte for Vercel AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | OpenInference-mellomvare for TanStack AI. | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | OpenInference-støtte for GenAI-konvensjoner | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | OpenInference-instrumentering for TypeSafe AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### Eksempler
| Navn | Beskrivelse | Vanskelighetsgrad |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | Klassifisering, strukturerte spørsmål og konfidensstyrt ruting til en LLM | Nybegynner |
## Java
### Biblioteker
| Pakke | Beskrivelse | Versjon |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | Semantiske konvensjoner for tracing av LLM-apper. | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | Grunnleggende instrumenteringsverktøy. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | OpenInference-instrumentering for LangChain4j. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | OpenInference-instrumentering for Spring AI. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | Annotasjonsbasert manuell 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 for Google ADK Java (`-javaagent`). | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### Eksempler
| Navn | Beskrivelse | Vanskelighetsgrad |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j-eksempel](../../java/examples/langchain4j-example) | Enkelt eksempel med LangChain4j og OpenAI | Nybegynner |
| [Spring AI-eksempel](../../java/examples/spring-ai-example) | Spring AI-eksempel med OpenAI og verktøykall | Nybegynner |
| [Annotasjonseksempel](../../java/examples/annotation-example) | Annotasjonsbasert tracing med `@Chain`, `@LLM`, `@Tool`, `@Agent` | Nybegynner |
| [Programmatisk eksempel](../../java/examples/programmatic-example) | Manuell tracing med typede span-klasser (`LLMSpan`, `AgentSpan` osv.) | Nybegynner |
| [ADK Java-eksempel](../../java/examples/adk-java-example) | Google ADK for Java-agent med et funksjonsverktøy, tracet av ADK `-javaagent` | Nybegynner |
## Go
### Biblioteker
| Pakke | Beskrivelse | Versjon |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | Semantiske konvensjoner for tracing av LLM-apper. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Undertrykking, propagering av 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 for 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 for 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` |
Krever Go 1.25+. Kombiner med [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) for OTLP/HTTP-oppsett på én linje mot [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), eller koble til en hvilken som helst OTel-eksportør (f.eks. [Phoenix](https://github.com/Arize-ai/phoenix) på `http://localhost:6006/v1/traces`).
## Støttede destinasjoner
OpenInference støtter følgende destinasjoner som span-collectorer.
- ✅ [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
## Fellesskap
Bli med i fellesskapet vårt og kom i kontakt med tusenvis av fagfolk innen maskinlæring og entusiaster innen LLM-observability!
- 🌍 Bli med i [Slack-fellesskapet](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) vårt.
- 💡 Still spørsmål og gi tilbakemeldinger i kanalen _#phoenix-support_.
- 🌟 Gi oss en stjerne på [GitHub](https://github.com/Arize-ai/openinference).
- 🐞 Rapporter feil via [GitHub Issues](https://github.com/Arize-ai/openinference/issues).
- 𝕏 Følg oss på [X](https://twitter.com/ArizePhoenix).
- 🗺️ Ta en titt på [veikartet](https://github.com/orgs/Arize-ai/projects/45) vårt for å se hvor vi er på vei.