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OpenInference, conventions और plugins का एक समूह है जो [OpenTelemetry](https://opentelemetry.io/) का पूरक है और
AI एप्लिकेशन की ट्रेसिंग को संभव बनाता है। OpenInference को मूल रूप से
[Arize Phoenix](https://github.com/Arize-ai/phoenix) और [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) द्वारा समर्थित किया जाता है, लेकिन इसे किसी भी OpenTelemetry-संगत backend के साथ
भी उपयोग किया जा सकता है।

## विनिर्देश (Specification)

OpenInference विनिर्देश को markdown फ़ाइलों में संपादित किया जाता है, जो [spec डायरेक्टरी](../../spec/) में मिलती हैं। इसे
LLMs के invocation और आसपास के एप्लिकेशन संदर्भ, जैसे vector stores से retrieval,
और search engines या APIs जैसे बाहरी टूल्स के उपयोग की जानकारी देने के लिए डिज़ाइन किया गया है। यह विनिर्देश transport और file-format से स्वतंत्र है,
और इसे JSON, ProtoBuf और DataFrames जैसे अन्य विनिर्देशों के साथ उपयोग करने के लिए बनाया गया है।

## Instrumentation

OpenInference लोकप्रिय machine learning SDKs और फ़्रेमवर्क के लिए विभिन्न
भाषाओं में instrumentations का एक समूह प्रदान करता है।

## Python

### लाइब्रेरी

| पैकेज | विवरण | संस्करण |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions)                                           | LLM ऐप्स की ट्रेसिंग के लिए semantic conventions। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-semantic-conventions.svg)](https://pypi.python.org/pypi/openinference-semantic-conventions)                           |
| [`openinference-instrumentation`](../../python/openinference-instrumentation)                                                     | instrumentation के लिए पुन: प्रयोज्य utilities, decorators, कॉन्फ़िगरेशन और helpers। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation.svg)](https://pypi.python.org/pypi/openinference-instrumentation)                                     |
| [`openinference-instrumentation-agno`](../../python/instrumentation/openinference-instrumentation-agno)                           | Agno Agents के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agno.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agno)                           |
| [`openinference-instrumentation-ag2`](../../python/instrumentation/openinference-instrumentation-ag2)                             | AG2 के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ag2.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ag2)                             |
| [`openinference-instrumentation-openai`](../../python/instrumentation/openinference-instrumentation-openai)                       | OpenAI SDK के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai)                       |
| [`openinference-instrumentation-openai-agents`](../../python/instrumentation/openinference-instrumentation-openai-agents)         | OpenAI Agents SDK के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents)         |
| [`openinference-instrumentation-claude-agent-sdk`](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk)   | Claude Agent SDK के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-claude-agent-sdk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk)         |
| [`openinference-instrumentation-llama-index`](../../python/instrumentation/openinference-instrumentation-llama-index)             | LlamaIndex के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index)             |
| [`openinference-instrumentation-dspy`](../../python/instrumentation/openinference-instrumentation-dspy)                           | DSPy के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy)                           |
| [`openinference-instrumentation-bedrock`](../../python/instrumentation/openinference-instrumentation-bedrock)                     | AWS Bedrock के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock)                     |
| [`openinference-instrumentation-langchain`](../../python/instrumentation/openinference-instrumentation-langchain)                 | LangChain के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain)                 |
| [`openinference-instrumentation-mcp`](../../python/instrumentation/openinference-instrumentation-mcp)                             | MCP के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mcp.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mcp)                             |
| [`openinference-instrumentation-mistralai`](../../python/instrumentation/openinference-instrumentation-mistralai)                 | MistralAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai)                 |
| [`openinference-instrumentation-portkey`](../../python/instrumentation/openinference-instrumentation-portkey)                     | Portkey के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-portkey.svg)](https://pypi.python.org/pypi/openinference-instrumentation-portkey)                     |
| [`openinference-instrumentation-guardrails`](../../python/instrumentation/openinference-instrumentation-guardrails)               | Guardrails के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails)               |
| [`openinference-instrumentation-vertexai`](../../python/instrumentation/openinference-instrumentation-vertexai)                   | VertexAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai)                   |
| [`openinference-instrumentation-crewai`](../../python/instrumentation/openinference-instrumentation-crewai)                       | CrewAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai)                       |
| [`openinference-instrumentation-haystack`](../../python/instrumentation/openinference-instrumentation-haystack)                   | Haystack के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack)                   |
| [`openinference-instrumentation-litellm`](../../python/instrumentation/openinference-instrumentation-litellm)                     | liteLLM के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm)                     |
| [`openinference-instrumentation-groq`](../../python/instrumentation/openinference-instrumentation-groq)                           | Groq के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq)                           |
| [`openinference-instrumentation-instructor`](../../python/instrumentation/openinference-instrumentation-instructor)               | Instructor के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor)               |
| [`openinference-instrumentation-anthropic`](../../python/instrumentation/openinference-instrumentation-anthropic)                 | Anthropic के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic)                 |
| [`openinference-instrumentation-beeai`](../../python/instrumentation/openinference-instrumentation-beeai)                         | BeeAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-beeai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-beeai)                         |
| [`openinference-instrumentation-google-genai`](../../python/instrumentation/openinference-instrumentation-google-genai)           | Google GenAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai)           |
| [`openinference-instrumentation-google-adk`](../../python/instrumentation/openinference-instrumentation-google-adk)               | Google ADK के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-adk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-adk)               |
| [`openinference-instrumentation-autogen-agentchat`](../../python/instrumentation/openinference-instrumentation-autogen-agentchat) | Microsoft Autogen AgentChat के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-autogen-agentchat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) |
| [`openinference-instrumentation-pydantic-ai`](../../python/instrumentation/openinference-instrumentation-pydantic-ai)             | PydanticAI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pydantic-ai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai)             |
| [`openinference-instrumentation-smolagents`](../../python/instrumentation/openinference-instrumentation-smolagents)               | smolagents के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-smolagents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-smolagents)               |
| [`openinference-instrumentation-pipecat`](../../python/instrumentation/openinference-instrumentation-pipecat)                     | Pipecat के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pipecat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pipecat)                     |
| [`openinference-instrumentation-agentspec`](../../python/instrumentation/openinference-instrumentation-agentspec)                 | Open Agent Specification के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agentspec.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agentspec)                 |
| [`openinference-instrumentation-strands-agents`](../../python/instrumentation/openinference-instrumentation-strands-agents)       | Strands Agents के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-strands-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents)       |
| [`openinference-instrumentation-together`](../../python/instrumentation/openinference-instrumentation-together)                   | Together AI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-together.svg)](https://pypi.python.org/pypi/openinference-instrumentation-together)                   |
| [`openinference-instrumentation-typesafe`](../../python/instrumentation/openinference-instrumentation-typesafe)                   | TypeSafe AI के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-typesafe.svg)](https://pypi.python.org/pypi/openinference-instrumentation-typesafe)                   |
| [`openinference-instrumentation-ollama`](../../python/instrumentation/openinference-instrumentation-ollama)                       | Ollama के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ollama.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ollama)                       |
| [`openinference-instrumentation-cohere`](../../python/instrumentation/openinference-instrumentation-cohere)                       | Cohere के लिए OpenInference Instrumentation। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-cohere.svg)](https://pypi.python.org/pypi/openinference-instrumentation-cohere)                       |

## Span Processors

डेटा को एकीकृत करने वाले span processors जोड़कर अन्य instrumentation लाइब्रेरी के डेटा को सामान्यीकृत और रूपांतरित करें।

| पैकेज | विवरण | संस्करण |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit)         | OpenLIT traces के लिए OpenInference Span Processor। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openlit.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openlit)         |
| [`openinference-instrumentation-openllmetry`](../../python/instrumentation/openinference-instrumentation-openllmetry) | OpenLLMetry (Traceloop) traces के लिए OpenInference Span Processor। | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openllmetry.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |

### उदाहरण

| नाम | विवरण | जटिलता स्तर |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/)                           | Agno एजेंट उदाहरण | शुरुआती |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/)                   | OpenAI Python SDK, जिसमें chat completions और embeddings शामिल हैं | शुरुआती |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/)   | Claude Agent SDK                                                                             | शुरुआती |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/)             | MistralAI Python SDK                                                                         | शुरुआती |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/)               | VertexAI Python SDK                                                                          | शुरुआती |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/)              | LlamaIndex query engines | शुरुआती |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/)                           | DSPy primitives और कस्टम RAG मॉड्यूल | शुरुआती |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/)        | Boto3 Bedrock क्लाइंट | शुरुआती |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/)                 | LangChain primitives और सरल chains | शुरुआती |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/)                              | एक हल्का LiteLLM फ़्रेमवर्क | शुरुआती |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | OpenAI, Azure, Vertex, Bedrock को लॉग करने के लिए LiteLLM Proxy | शुरुआती |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/)                           | Groq और AsyncGroq chat completions | शुरुआती |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/)                | Together और AsyncTogether chat completions, streaming और tool calls | शुरुआती |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/)                | TypeSafeClient और AsyncTypeSafeClient System One कॉल (Noul, Choice, Score) | शुरुआती |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/)                 | Anthropic Messages क्लाइंट | शुरुआती |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/)                         | BeeAI फ़्रेमवर्क में agentic instrumentation | शुरुआती |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/)                   | एक Haystack QA RAG एप्लिकेशन | मध्यम |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/)         | handoffs के साथ OpenAI Agents | मध्यम |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen Assistant Agent और Team Chat | मध्यम |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/)                             | AG2 tool calling, group chats और sequential chats | मध्यम |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/)              | PydanticAI एजेंट उदाहरण | मध्यम |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/)                     | Pipecat एप्लिकेशन उदाहरण | मध्यम |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/)                       | Ollama chat, streaming और tool calls | शुरुआती |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/)                       | Cohere ClientV2 chat completions | शुरुआती |

## JavaScript

 <a href="https://arize-ai.github.io/openinference/js/">
        <img src="https://img.shields.io/static/v1?message=JavaScript%20Documentation&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAIAAAACACAYAAADDPmHLAAAG4ElEQVR4nO2d4XHjNhCFcTf+b3ZgdWCmgmMqOKUC0xXYrsBOBVEqsFRB7ApCVRCygrMriFQBM7h5mNlwKBECARLg7jeDscamSQj7sFgsQfBL27ZK4MtXsT1vRADMEQEwRwTAHBEAc0QAzBEBMEcEwBwRAHNEAMwRATBnjAByFGE+MqVUMcYOY24GVUqpb/h8VErVKAf87QNFcEcbd4WSw+D6803njHscO5sATmGEURGBiCj6yUlv1uX2gv91FsDViArbcA2RUKF8QhAV8RQc0b15DcOt0VaTE1oAfWj3dYdCBfGGsmSM0XX5HsP3nEMAXbqCeCdiOERQPx9og5exGJ0S4zRQN9KrUupfpdQWjZciure/YIj7K0bjqwTyAHdovA805iqCOg2xgnB1nZ97IvaoSCURdIPG/IHGjTH/YAz/A8KdJai7lBQzgbpx/0Hg6DT18UzWMXxSjMkDrElPNEmKfAbl6znwI3IMU/OCa0/1nfckwWaSbvWYYDnEsvCMJDNckhqu7GCMKWYOBXp9yPGd5kvqUAKf6rkAk7M2SY9QDXdEr9wEOr9x96EiejMFnixBNteDISsyNw7hHRqc22evWcP4vt39O85bzZH30AKg4+eo8cQRI4bHAJ7hyYM3CNHrG9RrimSXuZmUkZjN/O6nAPpcwCcJNmipAle2QM/1GU3vITCXhvY91u9geN/jOY27VuTnYL1PCeAcRhwh7/Bl8Ai+IuxPiOCShtfX/sPDtY8w+sZjby86dw6dBeoigD7obd/Ko6fI4BF8DA9HnGdrcU0fLt+n4dfE6H5jpjYcVdu2L23b5lpjHoo+18FDbcszddF1rUee/4C6ZiO+80rHZmjDoIQUQLdRtm3brkcKIUPjjqVPBIUHgW1GGN4YfawAL2IqAVB8iEE31tvIelARlCPPVaFOLoIupzY6xVcM4MoRUyHXyHhslH6PaPl5RP1Lh4UsOeKR2e8dzC0Aiuvc2Nx3fwhfxf/hknouUYbWUk5GTAIwmOh5e+H0cor8vEL91hfOdEqINLq1AV+RKImJ6869f9tFIBVc6y7gd3lHfWyNX0LEr7EuDElhRdAlQjig0e/RU31xxDltM4pF7IY3pLIgxAhhgzF/iC2M0Hi4dkOGlyGMd/g7dsMbUlsR9ICe9WhxbA3DjRkSdjiHzQzlBSKNJsCzIcUlYdfI0dcWS8LMkPDkcJ0n/O+Qyy/IAtDkSPnp4Fu4WpthQR/zm2VcoI/51fI28iYld9/HEh4Pf7D0Bm845pwIPnHMUJSf45pT5x68s5T9AW6INzhHDeP1BYcNMew5SghkinWOwVnaBhHGG5ybMn70zBDe8buh8X6DqV0Sa/5tWOIOIbcWQ8KBiGBnMb/P0OuTd/lddCrY5jn/VLm3nL+fY4X4YREuv8vS9wh6HSkAExMs0viKySZRd44iyOH2FzPe98Fll7A7GNMmjay4GF9BAKGXesfCN0sRsDG+YrhP4O2ACFgZXzHdKPL2RMJoxc34ivFOod3AMMNUj5XxFfOtYrUIXvB5MandS+G+V/AzZ+MrEcBPlpoFtUIEwBwRAG+OIgDe1CIA5ogAmCMCYI4IgDkiAOaIAJgjAmCOCIA5IgDmiACYIwJgjgiAOSIA5ogAmCMCYI4IgDkiAOaIAJgjAmCOCIA5IgDmiACYIwJgjgiAOSIA5ogAmCMCYI4IgDkiAOaIAJgjAmDOVYBXvwvxQV8NWJOd0esvJ94babZaz7B5ovldxnlDpYhp0JFr/KTlLKcEMMQKpcDPXIQxGXsYmhZnXAXQh/EWBQrr3bc80mATyyrEvs4+BdBHgbdxFOIhrDkSg1/6Iu2LCS0AyoqI4ftUF00EY/Q3h1fRj2JKAVCMGErmnsH1lfnemEsAlByvgl0z2qx5B8OPCuB8EIMADBlEEOV79j1whNE3c/X2PmISAGUNr7CEmUSUhjfEKgBDAY+QohCiNrwhdgEYzPv7UxkadvBg0RrekMrNoAozh3vLN4DPhc7S/WL52vkoSO1u4BZC+DOCulC0KJ/gqWaP7C8hlSGgjxyCmDuPsEePT/KuasrrAcyr4H+f6fq01yd7Sz1lD0CZ2hs06PVJufs+lrIiyLwufjfBtXYpjvWnWIoHoJSYe4dIK/t4HX1ULFEACkPCm8e8wXFJvZ6y1EWhJkDcWxw7RINzLc74auGrgg8e4oIm9Sh/CA7LwkvHqaIJ9pLI6Lmy1BigDy2EV8tjdzh+8XB6MGSLKH4INsZXDJ8MGhIBK+Mrpo+GnRIBO+MrZjFAFxoTNBwCvj6u4qvSZJiM3iNX4yvmHoA9Sh4PF0QAzBEBMEcEwBwRAHNEAMwRATBGKfUfr5hKvglRfO4AAAAASUVORK5CYII=&labelColor=grey&color=blue&logoColor=white&label=%20"/>
    </a>

### लाइब्रेरी

| पैकेज | विवरण | संस्करण |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions)                                   | LLM ऐप्स की ट्रेसिंग के लिए semantic conventions। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-semantic-conventions.svg)](https://www.npmjs.com/package/@arizeai/openinference-semantic-conventions)                               |
| [`@arizeai/openinference-core`](../../js/packages/openinference-core)                                                                   | instrumentation के लिए पुन: प्रयोज्य utilities, कॉन्फ़िगरेशन और helpers। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-core.svg)](https://www.npmjs.com/package/@arizeai/openinference-core)                                                               |
| [`@arizeai/openinference-instrumentation-bedrock`](../../js/packages/openinference-instrumentation-bedrock)                             | AWS Bedrock के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-bedrock)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock)                             |
| [`@arizeai/openinference-instrumentation-bedrock-agent-runtime`](../../js/packages/openinference-instrumentation-bedrock-agent-runtime) | AWS Bedrock Agent Runtime के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-bedrock-agent-runtime)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-bedrock-agent-runtime) |
| [`@arizeai/openinference-instrumentation-beeai`](../../js/packages/openinference-instrumentation-beeai)                                 | BeeAI के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-beeai)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai)                                 |
| [`@arizeai/openinference-instrumentation-langchain`](../../js/packages/openinference-instrumentation-langchain)                         | LangChain.js के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain)                         |
| [`@arizeai/openinference-instrumentation-mcp`](../../js/packages/openinference-instrumentation-mcp)                                     | MCP के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-mcp)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp)                                     |
| [`@arizeai/openinference-instrumentation-openai`](../../js/packages/openinference-instrumentation-openai)                               | OpenAI SDK के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai)                               |
| [`@arizeai/openinference-instrumentation-anthropic`](../../js/packages/openinference-instrumentation-anthropic)                         | Anthropic SDK के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-anthropic)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-anthropic)                         |
| [`@arizeai/openinference-instrumentation-claude-agent-sdk`](../../js/packages/openinference-instrumentation-claude-agent-sdk)           | Claude Agent SDK के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-claude-agent-sdk)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk)           |
| [`@arizeai/openinference-vercel`](../../js/packages/openinference-vercel)                                                               | Vercel AI SDK के लिए OpenInference समर्थन। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-vercel)                                                               |
| [`@arizeai/openinference-tanstack-ai`](../../js/packages/openinference-tanstack-ai)                                                     | TanStack AI के लिए OpenInference middleware। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-tanstack-ai)](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai)                                                     |
| [`@arizeai/openinference-genai`](../../js/packages/openinference-genai)                                                                 | GenAI conventions के लिए OpenInference समर्थन | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-genai)](https://www.npmjs.com/package/@arizeai/openinference-genai)                                                                 |
| [`@arizeai/openinference-instrumentation-typesafe`](../../js/packages/openinference-instrumentation-typesafe) | TypeSafe AI SDK के लिए OpenInference Instrumentation। | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-typesafe)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |

### उदाहरण

| नाम | विवरण | जटिलता स्तर |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | वर्गीकरण, संरचित प्रश्न और विश्वास-स्तर के आधार पर LLM तक routing | शुरुआती |

## Java

### लाइब्रेरी

| पैकेज | विवरण | संस्करण |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions)                               | LLM ऐप्स की ट्रेसिंग के लिए semantic conventions। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-semantic-conventions)](https://central.sonatype.com/artifact/com.arize/openinference-semantic-conventions)               |
| [`openinference-instrumentation`](../../java/openinference-instrumentation)                                         | बुनियादी instrumentation utilities। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation)                         |
| [`openinference-instrumentation-langchain4j`](../../java/instrumentation/openinference-instrumentation-langchain4j) | LangChain4j के लिए OpenInference Instrumentation। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-langchain4j)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) |
| [`openinference-instrumentation-springAI`](../../java/instrumentation/openinference-instrumentation-springAI)       | Spring AI के लिए OpenInference Instrumentation। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-springAI)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI)       |
| [`openinference-instrumentation-annotation`](../../java/instrumentation/openinference-instrumentation-annotation) | ByteBuddy के साथ annotation-आधारित मैनुअल ट्रेसिंग। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-annotation)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-annotation) |
| [`openinference-instrumentation-adk-java`](../../java/instrumentation/openinference-instrumentation-adk-java) | Google ADK Java (`-javaagent`) के लिए OpenInference Instrumentation। | [![Maven Central Version](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-adk-java)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) |

### उदाहरण

| नाम | विवरण | जटिलता स्तर |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j उदाहरण](../../java/examples/langchain4j-example) | OpenAI के साथ LangChain4j का उपयोग करने वाला सरल उदाहरण | शुरुआती |
| [Spring AI उदाहरण](../../java/examples/spring-ai-example) | OpenAI और tool calling के साथ Spring AI उदाहरण | शुरुआती |
| [Annotation उदाहरण](../../java/examples/annotation-example) | `@Chain`, `@LLM`, `@Tool`, `@Agent` के साथ annotation-आधारित ट्रेसिंग | शुरुआती |
| [Programmatic उदाहरण](../../java/examples/programmatic-example) | typed span classes (`LLMSpan`, `AgentSpan` आदि) के साथ मैनुअल ट्रेसिंग | शुरुआती |
| [ADK Java उदाहरण](../../java/examples/adk-java-example) | function tool वाला Google ADK for Java एजेंट, जिसे ADK `-javaagent` द्वारा ट्रेस किया गया है | शुरुआती |

## Go

### लाइब्रेरी

| पैकेज | विवरण | संस्करण |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | LLM ऐप्स की ट्रेसिंग के लिए semantic conventions। | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Suppression, context attribute propagation और `TraceConfig` masking। `OPENINFERENCE_HIDE_*` env vars का पालन करता है। | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation` |
| [`openinference-instrumentation-anthropic-sdk-go`](../../go/openinference-instrumentation-anthropic-sdk-go) | Anthropic Go SDK (`anthropics/anthropic-sdk-go`) के लिए OpenInference Instrumentation। | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` |
| [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | आधिकारिक OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)) के लिए OpenInference Instrumentation। | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |

Go 1.25+ आवश्यक है। [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) के लिए एक-पंक्ति OTLP/HTTP सेटअप हेतु इसे [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) के साथ उपयोग करें, या कोई भी OTel exporter कॉन्फ़िगर करें (जैसे `http://localhost:6006/v1/traces` पर [Phoenix](https://github.com/Arize-ai/phoenix))।

## समर्थित गंतव्य

OpenInference span collectors के रूप में निम्नलिखित गंतव्यों का समर्थन करता है।

- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ कोई भी OTEL-संगत collector

## समुदाय

हज़ारों machine learning practitioners और LLM observability उत्साही लोगों से जुड़ने के लिए हमारे समुदाय में शामिल हों!

- 🌍 हमारे [Slack समुदाय](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) से जुड़ें।
- 💡 _#phoenix-support_ चैनल में प्रश्न पूछें और फ़ीडबैक दें।
- 🌟 [GitHub](https://github.com/Arize-ai/openinference) पर हमें स्टार दें।
- 🐞 [GitHub Issues](https://github.com/Arize-ai/openinference/issues) के माध्यम से बग रिपोर्ट करें।
- 𝕏 [X](https://twitter.com/ArizePhoenix) पर हमें फ़ॉलो करें।
- 🗺️ हम आगे किस दिशा में जा रहे हैं, यह जानने के लिए हमारा [रोडमैप](https://github.com/orgs/Arize-ai/projects/45) देखें।
