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OpenInference adalah sekumpulan konvensi dan plugin yang melengkapi [OpenTelemetry](https://opentelemetry.io/) untuk
memungkinkan tracing pada aplikasi AI. OpenInference didukung secara native
oleh [Arize Phoenix](https://github.com/Arize-ai/phoenix) dan [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), tetapi juga dapat digunakan dengan backend apa pun yang kompatibel
dengan OpenTelemetry.
## Spesifikasi
Spesifikasi OpenInference disunting dalam file markdown yang terdapat di [direktori spec](../../spec/). Spesifikasi ini dirancang untuk
memberikan wawasan tentang pemanggilan LLM dan konteks aplikasi di sekitarnya, seperti retrieval dari vector store
serta penggunaan alat eksternal seperti mesin pencari atau API. Spesifikasi ini tidak bergantung pada protokol transport maupun format file,
dan dimaksudkan untuk digunakan bersama spesifikasi lain seperti JSON, ProtoBuf, dan DataFrames.
## Instrumentasi
OpenInference menyediakan sekumpulan instrumentasi untuk SDK dan framework machine learning populer dalam berbagai
bahasa.
## Python
### Pustaka
| Paket | Deskripsi | Versi |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | Konvensi semantik untuk tracing aplikasi LLM. | [](https://pypi.python.org/pypi/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../python/openinference-instrumentation) | Utilitas, decorator, konfigurasi, dan helper yang dapat digunakan ulang untuk instrumentasi. | [](https://pypi.python.org/pypi/openinference-instrumentation) |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno) | Instrumentasi OpenInference untuk Agno Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-agno) |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2) | Instrumentasi OpenInference untuk AG2. | [](https://pypi.python.org/pypi/openinference-instrumentation-ag2) |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai) | Instrumentasi OpenInference untuk OpenAI SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai) |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents) | Instrumentasi OpenInference untuk OpenAI Agents SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) |
| [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk) | Instrumentasi OpenInference untuk Claude Agent SDK. | [](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index) | Instrumentasi OpenInference untuk LlamaIndex. | [](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy) | Instrumentasi OpenInference untuk DSPy. | [](https://pypi.python.org/pypi/openinference-instrumentation-dspy) |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock) | Instrumentasi OpenInference untuk AWS Bedrock. | [](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain) | Instrumentasi OpenInference untuk LangChain. | [](https://pypi.python.org/pypi/openinference-instrumentation-langchain) |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp) | Instrumentasi OpenInference untuk MCP. | [](https://pypi.python.org/pypi/openinference-instrumentation-mcp) |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai) | Instrumentasi OpenInference untuk MistralAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey) | Instrumentasi OpenInference untuk Portkey. | [](https://pypi.python.org/pypi/openinference-instrumentation-portkey) |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails) | Instrumentasi OpenInference untuk Guardrails. | [](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai) | Instrumentasi OpenInference untuk VertexAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai) | Instrumentasi OpenInference untuk CrewAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-crewai) |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack) | Instrumentasi OpenInference untuk Haystack. | [](https://pypi.python.org/pypi/openinference-instrumentation-haystack) |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm) | Instrumentasi OpenInference untuk liteLLM. | [](https://pypi.python.org/pypi/openinference-instrumentation-litellm) |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq) | Instrumentasi OpenInference untuk Groq. | [](https://pypi.python.org/pypi/openinference-instrumentation-groq) |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor) | Instrumentasi OpenInference untuk Instructor. | [](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic) | Instrumentasi OpenInference untuk Anthropic. | [](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai) | Instrumentasi OpenInference untuk BeeAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai) | Instrumentasi OpenInference untuk Google GenAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk) | Instrumentasi OpenInference untuk Google ADK. | [](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | Instrumentasi OpenInference untuk Microsoft Autogen AgentChat. | [](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai) | Instrumentasi OpenInference untuk PydanticAI. | [](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents) | Instrumentasi OpenInference untuk smolagents. | [](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat) | Instrumentasi OpenInference untuk Pipecat. | [](https://pypi.python.org/pypi/openinference-instrumentation-pipecat) |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec) | Instrumentasi OpenInference untuk Open Agent Specification. | [](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents) | Instrumentasi OpenInference untuk Strands Agents. | [](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together) | Instrumentasi OpenInference untuk Together AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-together) |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe) | Instrumentasi OpenInference untuk TypeSafe AI. | [](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama) | Instrumentasi OpenInference untuk Ollama. | [](https://pypi.python.org/pypi/openinference-instrumentation-ollama) |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere) | Instrumentasi OpenInference untuk Cohere. | [](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |
## Span Processor
Normalisasikan dan konversikan data dari pustaka instrumentasi lain dengan menambahkan span processor yang menyatukan data.
| Paket | Deskripsi | Versi |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenInference Span Processor untuk trace OpenLIT. | [](https://pypi.python.org/pypi/openinference-instrumentation-openlit) |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenInference Span Processor untuk trace OpenLLMetry (Traceloop). | [](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |
### Contoh
| Nama | Deskripsi | Tingkat Kompleksitas |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Contoh agen Agno | Pemula |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK, termasuk chat completion dan embedding | Pemula |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | Pemula |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | Pemula |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | Pemula |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex query engines | Pemula |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | Primitif DSPy dan modul RAG kustom | Pemula |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Klien Boto3 Bedrock | Pemula |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | Primitif LangChain dan chain sederhana | Pemula |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | Framework LiteLLM yang ringan | Pemula |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | LiteLLM Proxy untuk mencatat log OpenAI, Azure, Vertex, Bedrock | Pemula |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Chat completion Groq dan AsyncGroq | Pemula |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Chat completion, streaming, dan tool call Together dan AsyncTogether | Pemula |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | Panggilan System One TypeSafeClient dan AsyncTypeSafeClient (Noul, Choice, Score) | Pemula |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Klien Anthropic Messages | Pemula |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | Instrumentasi agentic di framework BeeAI | Pemula |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | Aplikasi RAG tanya jawab dengan Haystack | Menengah |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | OpenAI Agents dengan handoff | Menengah |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Assistant Agent dan Team Chat Microsoft Autogen | Menengah |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | Tool calling, group chat, dan sequential chat AG2 | Menengah |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | Contoh agen PydanticAI | Menengah |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Contoh aplikasi Pipecat | Menengah |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Chat, streaming, dan tool call Ollama | Pemula |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Chat completion Cohere ClientV2 | Pemula |
## JavaScript
### Pustaka
| Paket | Deskripsi | Versi |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | Konvensi semantik untuk tracing aplikasi LLM. | [](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions) |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core) | Utilitas, konfigurasi, dan helper yang dapat digunakan ulang untuk instrumentasi. | [](https://www.npmjs.com/package/@arizeai/openinference-core) |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock) | Instrumentasi OpenInference untuk AWS Bedrock. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock) |
| [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | Instrumentasi OpenInference untuk AWS Bedrock Agent Runtime. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) |
| [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai) | Instrumentasi OpenInference untuk BeeAI. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain) | Instrumentasi OpenInference untuk LangChain.js. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp) | Instrumentasi OpenInference untuk MCP. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai) | Instrumentasi OpenInference untuk OpenAI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic) | Instrumentasi OpenInference untuk Anthropic SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic) |
| [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk) | Instrumentasi OpenInference untuk Claude Agent SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel) | Dukungan OpenInference untuk Vercel AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-vercel) |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai) | Middleware OpenInference untuk TanStack AI. | [](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai) | Dukungan OpenInference untuk konvensi GenAI | [](https://www.npmjs.com/package/@arizeai/openinference-genai) |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | Instrumentasi OpenInference untuk TypeSafe AI SDK. | [](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |
### Contoh
| Nama | Deskripsi | Tingkat Kompleksitas |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | Klasifikasi, pertanyaan terstruktur, dan routing ke LLM berdasarkan ambang kepercayaan | Pemula |
## Java
### Pustaka
| Paket | Deskripsi | Versi |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | Konvensi semantik untuk tracing aplikasi LLM. | [](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions) |
| [`openinference-instrumentation`](../../java/openinference-instrumentation) | Utilitas dasar instrumentasi. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation) |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | Instrumentasi OpenInference untuk LangChain4j. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI) | Instrumentasi OpenInference untuk Spring AI. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | Tracing manual berbasis anotasi dengan ByteBuddy. | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | Instrumentasi OpenInference untuk Google ADK Java (`-javaagent`). | [](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |
### Contoh
| Nama | Deskripsi | Tingkat Kompleksitas |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [Contoh LangChain4j](../../java/examples/langchain4j-example) | Contoh sederhana penggunaan LangChain4j dengan OpenAI | Pemula |
| [Contoh Spring AI](../../java/examples/spring-ai-example) | Contoh Spring AI dengan OpenAI dan tool calling | Pemula |
| [Contoh Anotasi](../../java/examples/annotation-example) | Tracing berbasis anotasi dengan `@Chain`, `@LLM`, `@Tool`, `@Agent` | Pemula |
| [Contoh Programatik](../../java/examples/programmatic-example) | Tracing manual dengan kelas span bertipe (`LLMSpan`, `AgentSpan`, dll.) | Pemula |
| [Contoh ADK Java](../../java/examples/adk-java-example) | Agen Google ADK untuk Java dengan function tool, di-trace oleh ADK `-javaagent` | Pemula |
## Go
### Pustaka
| Paket | Deskripsi | Versi |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | Konvensi semantik untuk tracing aplikasi LLM. | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Supresi, propagasi atribut konteks, dan masking `TraceConfig`. Mematuhi variabel lingkungan `OPENINFERENCE_HIDE_*`. | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | Instrumentasi OpenInference untuk 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) | Instrumentasi OpenInference untuk OpenAI Go SDK resmi ([`openai/openai-go`](https://github.com/openai/openai-go)). | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |
Memerlukan Go 1.25+. Padukan dengan [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) untuk penyiapan OTLP/HTTP satu baris ke [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference), atau hubungkan exporter OTel apa pun (misalnya [Phoenix](https://github.com/Arize-ai/phoenix) di `http://localhost:6006/v1/traces`).
## Tujuan yang Didukung
OpenInference mendukung tujuan berikut sebagai kolektor span.
- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ Kolektor apa pun yang kompatibel dengan OTEL
## Komunitas
Bergabunglah dengan komunitas kami untuk terhubung dengan ribuan praktisi machine learning dan penggemar LLM observability!
- 🌍 Bergabunglah dengan [komunitas Slack](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) kami.
- 💡 Ajukan pertanyaan dan berikan masukan di kanal _#phoenix-support_.
- 🌟 Berikan bintang di [GitHub](https://github.com/Arize-ai/openinference) kami.
- 🐞 Laporkan bug melalui [GitHub Issues](https://github.com/Arize-ai/openinference/issues).
- 𝕏 Ikuti kami di [X](https://twitter.com/ArizePhoenix).
- 🗺️ Lihat [roadmap](https://github.com/orgs/Arize-ai/projects/45) kami untuk mengetahui arah pengembangan berikutnya.