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OpenInference is een set conventies en plugins die complementair is aan [OpenTelemetry](https://opentelemetry.io/) om
tracing van AI-applicaties mogelijk te maken. OpenInference wordt native ondersteund
door [Arize Phoenix](https://github.com/Arize-ai/phoenix) en [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), maar kan ook worden gebruikt met elke
OpenTelemetry-compatibele backend.
## Specificatie
De OpenInference-specificatie wordt bijgehouden in markdown-bestanden in de [spec-map](../../spec/). Ze is ontworpen om
inzicht te geven in het aanroepen van LLM's en de omringende applicatiecontext, zoals retrieval uit vector stores
en het gebruik van externe tools zoals zoekmachines of API's. De specificatie is onafhankelijk van transport en bestandsformaat,
en is bedoeld om te worden gebruikt in combinatie met andere specificaties zoals JSON, ProtoBuf en DataFrames.
## Instrumentatie
OpenInference biedt een set instrumentaties voor populaire machine learning-SDK's en -frameworks in diverse
programmeertalen.
## Python
### Bibliotheken
| Package | Beschrijving | Versie |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | Semantische conventies voor het tracen van LLM-apps. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | Herbruikbare utilities, decorators, configuraties en helpers voor instrumentatie. | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | OpenInference-instrumentatie voor Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | OpenInference-instrumentatie voor AG2. | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | OpenInference-instrumentatie voor OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | OpenInference-instrumentatie voor 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-instrumentatie voor Claude Agent SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | OpenInference-instrumentatie voor LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | OpenInference-instrumentatie voor DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | OpenInference-instrumentatie voor AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | OpenInference-instrumentatie voor LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | OpenInference-instrumentatie voor MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | OpenInference-instrumentatie voor MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | OpenInference-instrumentatie voor Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | OpenInference-instrumentatie voor Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | OpenInference-instrumentatie voor VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | OpenInference-instrumentatie voor CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | OpenInference-instrumentatie voor Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | OpenInference-instrumentatie voor liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | OpenInference-instrumentatie voor Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | OpenInference-instrumentatie voor Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | OpenInference-instrumentatie voor Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | OpenInference-instrumentatie voor BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | OpenInference-instrumentatie voor Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | OpenInference-instrumentatie voor Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | OpenInference-instrumentatie voor Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | OpenInference-instrumentatie voor PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | OpenInference-instrumentatie voor smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | OpenInference-instrumentatie voor Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | OpenInference-instrumentatie voor Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | OpenInference-instrumentatie voor Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | OpenInference-instrumentatie voor Together AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | OpenInference-instrumentatie voor TypeSafe AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | OpenInference-instrumentatie voor Ollama. | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | OpenInference-instrumentatie voor Cohere. | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Span-processors
Normaliseer en converteer data uit andere instrumentatiebibliotheken door span-processors toe te voegen die de data uniformeren.
| Package | Beschrijving | Versie |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenInference-span-processor voor OpenLIT-traces. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference-span-processor voor OpenLLMetry-traces (Traceloop). | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### Voorbeelden
| Naam | Beschrijving | Complexiteitsniveau |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Voorbeelden van Agno-agents | Beginner |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, inclusief chat completions en embeddings | Beginner |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Beginner |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Beginner |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Beginner |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex-query-engines | Beginner |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy-primitieven en aangepaste RAG-modules | Beginner |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock-client | Beginner |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain-primitieven en eenvoudige chains | Beginner |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | Een lichtgewicht LiteLLM-framework | Beginner |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy om OpenAI, Azure, Vertex en Bedrock te loggen | Beginner |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Chat completions met Groq en AsyncGroq | Beginner |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Chat completions, streaming en tool calls met Together en AsyncTogether | Beginner |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | System One-aanroepen met TypeSafeClient en AsyncTypeSafeClient (Noul, Choice, Score) | Beginner |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages-client | Beginner |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | Agentische instrumentatie in het BeeAI-framework | Beginner |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | Een QA-RAG-applicatie met Haystack | Gevorderd |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents met handoffs | Gevorderd |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent en Team Chat | Gevorderd |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2-tool calling, groepschats en sequentiële chats | Gevorderd |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | Voorbeelden van PydanticAI-agents | Gevorderd |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Voorbeelden van Pipecat-applicaties | Gevorderd |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama-chat, streaming en tool calls | Beginner |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Chat completions met Cohere ClientV2 | Beginner |
## JavaScript
### Bibliotheken
| Package | Beschrijving | Versie |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | Semantische conventies voor het tracen van LLM-apps. | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | Herbruikbare utilities, configuratie en helpers voor instrumentatie. | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | OpenInference-instrumentatie voor 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-instrumentatie voor 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-instrumentatie voor BeeAI. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | OpenInference-instrumentatie voor LangChain.js. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | OpenInference-instrumentatie voor MCP. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | OpenInference-instrumentatie voor OpenAI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | OpenInference-instrumentatie voor de 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-instrumentatie voor Claude Agent SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | OpenInference-ondersteuning voor Vercel AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | OpenInference-middleware voor TanStack AI. | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | OpenInference-ondersteuning voor GenAI-conventies | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | OpenInference-instrumentatie voor de TypeSafe AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### Voorbeelden
| Naam | Beschrijving | Complexiteitsniveau |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | Classificatie, gestructureerde vragen en routering naar een LLM op basis van betrouwbaarheid | Beginner |
## Java
### Bibliotheken
| Package | Beschrijving | Versie |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | Semantische conventies voor het tracen van LLM-apps. | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | Basisutilities voor instrumentatie. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | OpenInference-instrumentatie voor LangChain4j. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | OpenInference-instrumentatie voor Spring AI. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | Handmatige tracing op basis van annotaties met ByteBuddy. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | OpenInference-instrumentatie voor Google ADK Java (`-javaagent`). | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### Voorbeelden
| Naam | Beschrijving | Complexiteitsniveau |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j-voorbeeld](../../java/examples/langchain4j-example) | Eenvoudig voorbeeld met LangChain4j en OpenAI | Beginner |
| [Spring AI-voorbeeld](../../java/examples/spring-ai-example) | Spring AI-voorbeeld met OpenAI en tool calling | Beginner |
| [Annotatievoorbeeld](../../java/examples/annotation-example) | Tracing op basis van annotaties met `@Chain`, `@LLM`, `@Tool`, `@Agent` | Beginner |
| [Programmatisch voorbeeld](../../java/examples/programmatic-example) | Handmatige tracing met getypeerde spanklassen (`LLMSpan`, `AgentSpan`, enz.) | Beginner |
| [ADK Java-voorbeeld](../../java/examples/adk-java-example) | Google ADK for Java-agent met een function tool, getracet door de ADK `-javaagent` | Beginner |
## Go
### Bibliotheken
| Package | Beschrijving | Versie |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | Semantische conventies voor het tracen van LLM-apps. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Onderdrukking, propagatie van contextattributen en `TraceConfig`-maskering. Respecteert `OPENINFERENCE_HIDE_*`-omgevingsvariabelen. | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | OpenInference-instrumentatie voor de 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-instrumentatie voor de officiële OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |
Vereist Go 1.25+. Combineer met [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) voor de OTLP/HTTP-setup in één regel naar [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), of koppel een willekeurige OTel-exporter (bijv. [Phoenix](https://github.com/Arize-ai/phoenix) op `http://localhost:6006/v1/traces`).
## Ondersteunde bestemmingen
OpenInference ondersteunt de volgende bestemmingen als 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)
- ✅ Elke OTEL-compatibele collector
## Community
Word lid van onze community en kom in contact met duizenden machine learning-professionals en liefhebbers van LLM-observability!
- 🌍 Word lid van onze [Slack-community](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A).
- 💡 Stel vragen en geef feedback in het kanaal _#phoenix-support_.
- 🌟 Geef ons een ster op [GitHub](https://github.com/Arize-ai/openinference).
- 🐞 Meld bugs via [GitHub Issues](https://github.com/Arize-ai/openinference/issues).
- 𝕏 Volg ons op [X](https://twitter.com/ArizePhoenix).
- 🗺️ Bekijk onze [roadmap](https://github.com/orgs/Arize-ai/projects/45) om te zien waar we naartoe gaan.