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OpenInference روایات (conventions) اور پلگ انز کا ایک مجموعہ ہے جو [OpenTelemetry](https://opentelemetry.io/) کی تکمیل کرتا ہے تاکہ
AI ایپلیکیشنز کی ٹریسنگ ممکن ہو سکے۔ OpenInference کو
[Arize Phoenix](https://github.com/Arize-ai/phoenix) اور [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) براہ راست (natively) سپورٹ کرتے ہیں، لیکن اسے کسی بھی OpenTelemetry سے مطابقت رکھنے والے بیک اینڈ کے ساتھ
بھی استعمال کیا جا سکتا ہے۔

## تفصیلات (Specification)

OpenInference کی تفصیلات (specification) [spec ڈائریکٹری](../../spec/) میں موجود markdown فائلوں میں ترتیب دی جاتی ہیں۔ اسے اس مقصد کے لیے
بنایا گیا ہے کہ LLMs کو کال کرنے اور اس کے ارد گرد کے ایپلیکیشن سیاق و سباق، جیسے ویکٹر اسٹورز سے retrieval
اور سرچ انجنز یا APIs جیسے بیرونی ٹولز کے استعمال، کے بارے میں بصیرت فراہم کی جائے۔ یہ تفصیلات ٹرانسپورٹ اور فائل فارمیٹ سے آزاد ہیں،
اور انہیں JSON، ProtoBuf اور DataFrames جیسی دیگر تفصیلات کے ساتھ استعمال کرنے کے لیے بنایا گیا ہے۔

## Instrumentation

OpenInference مختلف زبانوں میں مقبول مشین لرننگ SDKs اور فریم ورکس کے لیے instrumentations کا ایک مجموعہ
فراہم کرتا ہے۔

## Python

### لائبریریاں

| پیکج | تفصیل | ورژن |
|-------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [`openinference-semantic-conventions`](../../python/openinference-semantic-conventions) | LLM ایپس کی ٹریسنگ کے لیے 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 کے لیے دوبارہ قابل استعمال utilities، decorators، کنفیگریشنز اور 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے OpenInference Instrumentation۔ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-cohere.svg)](https://pypi.python.org/pypi/openinference-instrumentation-cohere) |

## Span پروسیسرز

ایسے span processors شامل کر کے جو ڈیٹا کو یکجا کرتے ہیں، دیگر instrumentation لائبریریوں کے ڈیٹا کو نارملائز اور تبدیل کریں۔

| پیکج | تفصیل | ورژن |
| ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-instrumentation-openlit`](../../python/instrumentation/openinference-instrumentation-openlit) | OpenLIT traces کے لیے 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 کے لیے OpenInference Span Processor۔ | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openllmetry.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) |

### مثالیں

| نام | تفصیل | پیچیدگی کی سطح |
| ----------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------- | ---------------- |
| [Agno](../../python/instrumentation/openinference-instrumentation-agno/examples/) | Agno ایجنٹ کی مثالیں | ابتدائی |
| [OpenAI SDK](../../python/instrumentation/openinference-instrumentation-openai/examples/) | OpenAI Python SDK، بشمول chat completions اور embeddings | ابتدائی |
| [Claude Agent SDK](../../python/instrumentation/openinference-instrumentation-claude-agent-sdk/examples/) | Claude Agent SDK | ابتدائی |
| [MistralAI SDK](../../python/instrumentation/openinference-instrumentation-mistralai/examples/) | MistralAI Python SDK | ابتدائی |
| [VertexAI SDK](../../python/instrumentation/openinference-instrumentation-vertexai/examples/) | VertexAI Python SDK | ابتدائی |
| [LlamaIndex](../../python/instrumentation/openinference-instrumentation-llama-index/examples/) | LlamaIndex کے query engines | ابتدائی |
| [DSPy](../../python/instrumentation/openinference-instrumentation-dspy/examples/) | DSPy primitives اور حسب ضرورت RAG ماڈیولز | ابتدائی |
| [Boto3 Bedrock Client](../../python/instrumentation/openinference-instrumentation-bedrock/examples/) | Boto3 Bedrock کلائنٹ | ابتدائی |
| [LangChain](../../python/instrumentation/openinference-instrumentation-langchain/examples/) | LangChain primitives اور سادہ chains | ابتدائی |
| [LiteLLM](../../python/instrumentation/openinference-instrumentation-litellm/) | ایک ہلکا پھلکا LiteLLM فریم ورک | ابتدائی |
| [LiteLLM Proxy](../../python/instrumentation/openinference-instrumentation-litellm/examples/litellm-proxy/) | OpenAI، Azure، Vertex اور Bedrock کو لاگ کرنے کے لیے LiteLLM Proxy | ابتدائی |
| [Groq](../../python/instrumentation/openinference-instrumentation-groq/examples/) | Groq اور AsyncGroq کی chat completions | ابتدائی |
| [Together AI](../../python/instrumentation/openinference-instrumentation-together/examples/) | Together اور AsyncTogether کی chat completions، streaming اور tool calls | ابتدائی |
| [TypeSafe AI](../../python/instrumentation/openinference-instrumentation-typesafe/examples/) | TypeSafeClient اور AsyncTypeSafeClient کی System One کالز (Noul، Choice، Score) | ابتدائی |
| [Anthropic](../../python/instrumentation/openinference-instrumentation-anthropic/examples/) | Anthropic Messages کلائنٹ | ابتدائی |
| [BeeAI](../../python/instrumentation/openinference-instrumentation-beeai/examples/) | BeeAI فریم ورک میں ایجنٹک instrumentation | ابتدائی |
| [Haystack](../../python/instrumentation/openinference-instrumentation-haystack/examples/) | Haystack پر مبنی ایک QA RAG ایپلیکیشن | درمیانی |
| [OpenAI Agents](../../python/instrumentation/openinference-instrumentation-openai-agents/examples/) | handoffs کے ساتھ OpenAI Agents | درمیانی |
| [Autogen AgentChat](../../python/instrumentation/openinference-instrumentation-autogen-agentchat/examples/) | Microsoft Autogen کا Assistant Agent اور Team Chat | درمیانی |
| [AG2](../../python/instrumentation/openinference-instrumentation-ag2/examples/) | AG2 میں tool calling، گروپ چیٹس اور ترتیب وار چیٹس | درمیانی |
| [PydanticAI](../../python/instrumentation/openinference-instrumentation-pydantic-ai/examples/) | PydanticAI ایجنٹ کی مثالیں | درمیانی |
| [Pipecat](../../python/instrumentation/openinference-instrumentation-pipecat/examples/) | Pipecat ایپلیکیشن کی مثالیں | درمیانی |
| [Ollama](../../python/instrumentation/openinference-instrumentation-ollama/examples/) | Ollama چیٹ، streaming اور tool calls | ابتدائی |
| [Cohere](../../python/instrumentation/openinference-instrumentation-cohere/examples/) | Cohere ClientV2 کی chat completions | ابتدائی |

## 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,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&labelColor=grey&color=blue&logoColor=white&label=%20"/>
    </a>

### لائبریریاں

| پیکج | تفصیل | ورژن |
| ----------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`@arizeai/openinference-semantic-conventions`](../../js/packages/openinference-semantic-conventions) | LLM ایپس کی ٹریسنگ کے لیے 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 کے لیے دوبارہ قابل استعمال utilities، کنفیگریشن اور 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے 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 کے لیے OpenInference سپورٹ۔ | [![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 کے لیے 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 کے لیے OpenInference سپورٹ | [![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 کے لیے OpenInference Instrumentation۔ | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-typesafe)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) |

### مثالیں

| نام | تفصیل | پیچیدگی کی سطح |
| --- | --- | --- |
| [TypeSafe AI](../../js/packages/openinference-instrumentation-typesafe/examples/) | درجہ بندی، منظم سوالات، اور اعتماد کی سطح سے مشروط LLM کی طرف روٹنگ | ابتدائی |

## Java

### لائبریریاں

| پیکج | تفصیل | ورژن |
| --------------------------------------------------------------------------------------------------------------- | ---------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`openinference-semantic-conventions`](../../java/openinference-semantic-conventions) | LLM ایپس کی ٹریسنگ کے لیے 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) | بنیادی 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 کے لیے 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 کے لیے 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 کے ساتھ annotations پر مبنی دستی ٹریسنگ۔ | [![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`) کے لیے 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) |

### مثالیں

| نام | تفصیل | پیچیدگی کی سطح |
| -------------------------------------------------------- | ---------------------------------------------- | ---------------- |
| [LangChain4j کی مثال](../../java/examples/langchain4j-example) | OpenAI کے ساتھ LangChain4j کے استعمال کی سادہ مثال | ابتدائی |
| [Spring AI کی مثال](../../java/examples/spring-ai-example) | OpenAI اور tool calling کے ساتھ Spring AI کی مثال | ابتدائی |
| [Annotation کی مثال](../../java/examples/annotation-example) | `@Chain`، `@LLM`، `@Tool`، `@Agent` کے ساتھ annotations پر مبنی ٹریسنگ | ابتدائی |
| [پروگرامیٹک مثال](../../java/examples/programmatic-example) | typed span کلاسز کے ساتھ دستی ٹریسنگ (`LLMSpan`، `AgentSpan` وغیرہ) | ابتدائی |
| [ADK Java کی مثال](../../java/examples/adk-java-example) | function tool کے ساتھ Google ADK for Java ایجنٹ، جسے ADK `-javaagent` کے ذریعے ٹریس کیا جاتا ہے | ابتدائی |

## Go

### لائبریریاں

| پیکج | تفصیل | ورژن |
| --- | --- | --- |
| [`openinference-semantic-conventions`](../../go/openinference-semantic-conventions) | LLM ایپس کی ٹریسنگ کے لیے semantic conventions۔ | `go get github.com/Arize-ai/openinference/go/openinference-semantic-conventions` |
| [`openinference-instrumentation`](../../go/openinference-instrumentation) | Suppression، context attributes کی propagation، اور `TraceConfig` masking۔ `OPENINFERENCE_HIDE_*` environment variables کا احترام کرتا ہے۔ | `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`) کے لیے OpenInference Instrumentation۔ | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` |
| [`openinference-instrumentation-openai-go`](../../go/openinference-instrumentation-openai-go) | آفیشل OpenAI Go SDK ([`openai/openai-go`](https://github.com/openai/openai-go)) کے لیے OpenInference Instrumentation۔ | `go get github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` |

Go 1.25+ درکار ہے۔ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference) کے لیے ایک لائن کے OTLP/HTTP سیٹ اپ کے لیے اسے [`arize-otel-go`](https://github.com/Arize-ai/arize-otel-go) کے ساتھ استعمال کریں، یا کوئی بھی OTel exporter جوڑیں (مثلاً `http://localhost:6006/v1/traces` پر [Phoenix](https://github.com/Arize-ai/phoenix))۔

## معاون منزلیں (Destinations)

OpenInference درج ذیل منزلوں کو span collectors کے طور پر سپورٹ کرتا ہے۔

- ✅ [Arize Phoenix](https://github.com/Arize-ai/phoenix)
- ✅ [Arize AX](https://arize.com/products/ax?utm_source=docs&utm_medium=web&utm_content=openinference)
- ✅ کوئی بھی OTEL سے مطابقت رکھنے والا collector

## کمیونٹی

ہزاروں مشین لرننگ ماہرین اور LLM observability کے شائقین سے جڑنے کے لیے ہماری کمیونٹی میں شامل ہوں!

- 🌍 ہماری [Slack کمیونٹی](https://join.slack.com/t/arize-ai/shared_invite/zt-3lqwr2oc3-7rhdyYEh82zJL_UhPKrb0A) میں شامل ہوں۔
- 💡 _#phoenix-support_ چینل میں سوالات پوچھیں اور اپنی رائے دیں۔
- 🌟 ہمارے [GitHub](https://github.com/Arize-ai/openinference) پر اسٹار دیں۔
- 🐞 [GitHub Issues](https://github.com/Arize-ai/openinference/issues) کے ذریعے بگز رپورٹ کریں۔
- 𝕏 [X](https://twitter.com/ArizePhoenix) پر ہمیں فالو کریں۔
- 🗺️ یہ دیکھنے کے لیے کہ ہم آگے کس سمت جا رہے ہیں، ہمارا [روڈ میپ](https://github.com/orgs/Arize-ai/projects/45) دیکھیں۔
