future-agi/traceAI

类库 › traceAI

future-agi/traceAI

traceAI是一个基于OpenTelemetry构建的开源AI应用追踪框架，旨在为LLM调用、提示、令牌计数、检索步骤和智能体决策提供全链路可观测性，支持多种语言并可对接主流监控后端。

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技术栈

java/examples/azure-openai-example java

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依赖

ai.traceai:traceai-java-azure-openai com.azure:azure-ai-openai com.azure:azure-identity org.slf4j:slf4j-simple

java/examples/azure-search-example java

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ai.traceai:traceai-java-azure-search com.azure:azure-identity com.azure:azure-search-documents org.slf4j:slf4j-simple

java/examples/elasticsearch-example java

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ai.traceai:traceai-java-elasticsearch co.elastic.clients:elasticsearch-java com.fasterxml.jackson.core:jackson-databind jakarta.json:jakarta.json-api org.slf4j:slf4j-simple

java/examples/langchain4j-example java

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ai.traceai:traceai-langchain4j dev.langchain4j:langchain4j dev.langchain4j:langchain4j-open-ai org.slf4j:slf4j-simple

java/examples/openai-example java

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ai.traceai:traceai-java-openai com.openai:openai-java org.slf4j:slf4j-simple

java/examples/pgvector-example java

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ai.traceai:traceai-java-pgvector com.pgvector:pgvector com.zaxxer:HikariCP org.postgresql:postgresql org.slf4j:slf4j-simple

java/examples/rag-example java

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ai.traceai:traceai-java-core ai.traceai:traceai-java-openai ai.traceai:traceai-java-pgvector com.openai:openai-java com.pgvector:pgvector com.zaxxer:HikariCP org.postgresql:postgresql org.slf4j:slf4j-simple

java/examples/semantic-kernel-example java

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ai.traceai:traceai-java-semantic-kernel com.microsoft.semantic-kernel:semantickernel-aiservices-openai com.microsoft.semantic-kernel:semantickernel-api org.slf4j:slf4j-simple

java/examples/spring-ai-example java

框架

Spring Boot Web

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ai.traceai:traceai-spring-boot-starter org.springframework.ai:spring-ai-openai-spring-boot-starter

java/examples/watsonx-example java

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ai.traceai:traceai-java-watsonx com.ibm.watsonx:watsonx-ai org.slf4j:slf4j-simple

java java

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ai.traceai:traceai-java-core com.google.code.gson:gson io.opentelemetry:opentelemetry-bom io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter org.slf4j:slf4j-api

java/traceai-java-anthropic java

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ai.traceai:traceai-java-core com.anthropic:anthropic-java io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-azure-openai java

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依赖

ai.traceai:traceai-java-core com.azure:azure-ai-openai io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-azure-search java

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ai.traceai:traceai-java-core com.azure:azure-search-documents io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-bedrock java

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ai.traceai:traceai-java-core io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter software.amazon.awssdk:bedrockruntime

java/traceai-java-chromadb java

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ai.traceai:traceai-java-core io.github.amikos-tech:chromadb-java-client io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-cohere java

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依赖

ai.traceai:traceai-java-core com.cohere:cohere-java io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-core java

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依赖

com.google.code.gson:gson io.opentelemetry.semconv:opentelemetry-semconv io.opentelemetry:opentelemetry-api io.opentelemetry:opentelemetry-exporter-logging io.opentelemetry:opentelemetry-exporter-otlp io.opentelemetry:opentelemetry-sdk io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.slf4j:slf4j-api

java/traceai-java-elasticsearch java

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ai.traceai:traceai-java-core co.elastic.clients:elasticsearch-java com.fasterxml.jackson.core:jackson-databind io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-google-genai java

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ai.traceai:traceai-java-core com.google.genai:google-genai io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-milvus java

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ai.traceai:traceai-java-core io.milvus:milvus-sdk-java io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-mongodb java

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java/traceai-java-ollama java

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ai.traceai:traceai-java-core io.github.ollama4j:ollama4j io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-openai java

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依赖

ai.traceai:traceai-java-core com.openai:openai-java io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-pgvector java

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ai.traceai:traceai-java-core com.pgvector:pgvector io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter org.postgresql:postgresql

java/traceai-java-pinecone java

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ai.traceai:traceai-java-core io.opentelemetry:opentelemetry-sdk-testing io.pinecone:pinecone-client org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-qdrant java

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ai.traceai:traceai-java-core io.opentelemetry:opentelemetry-sdk-testing io.qdrant:client org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-redis java

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java/traceai-java-semantic-kernel java

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依赖

ai.traceai:traceai-java-core com.microsoft.semantic-kernel:semantickernel-aiservices-openai com.microsoft.semantic-kernel:semantickernel-api io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-vertexai java

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ai.traceai:traceai-java-core com.google.cloud:google-cloud-vertexai io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-watsonx java

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依赖

ai.traceai:traceai-java-core com.ibm.watsonx:watsonx-ai io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-java-weaviate java

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ai.traceai:traceai-java-core io.opentelemetry:opentelemetry-sdk-testing io.weaviate:client org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-langchain4j java

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依赖

ai.traceai:traceai-java-core dev.langchain4j:langchain4j-core io.opentelemetry:opentelemetry-sdk-testing org.assertj:assertj-core org.junit.jupiter:junit-jupiter org.mockito:mockito-core org.mockito:mockito-junit-jupiter

java/traceai-spring-ai java

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java/traceai-spring-boot-starter java

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ai.traceai:traceai-java-core ai.traceai:traceai-spring-ai org.junit.jupiter:junit-jupiter org.springframework.ai:spring-ai-core org.springframework.boot:spring-boot-autoconfigure org.springframework.boot:spring-boot-configuration-processor org.springframework.boot:spring-boot-starter-test

python/e2e_tests python

测试

pytest

网络

Requests

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依赖

anthropic autogen-agentchat boto3 cerebras-cloud-sdk chromadb cohere crewai dspy google-adk google-genai groq guardrails-ai haystack-ai httpx huggingface-hub instructor lancedb langchain langchain-anthropic langchain-core langchain-openai langgraph litellm llama-index llama-index-llms-openai mistralai ollama openai openai-agents opentelemetry-api opentelemetry-exporter-otlp-proto-http opentelemetry-sdk pinecone-client portkey-ai psycopg2-binary pydantic-ai pymilvus pytest-asyncio pytest-cov qdrant-client smolagents together weaviate-client

python/frameworks/anthropic/examples python

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anthropic

python/frameworks/anthropic python

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anthropic >=0.41.0 fi-instrumentation-otel >=0.1.7

python/frameworks/autogen python

测试

pytest >=8.0.0

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依赖

autogen-agentchat >=0.4.0 fi-instrumentation-otel >=0.1.11

开发依赖

pytest-asyncio >=0.23.0

python/frameworks/bedrock python

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boto3 >=1.38.17 botocore * dacite >=1.8.1 fi-instrumentation-otel >=0.1.11

python/frameworks/cerebras python

测试

pytest >=7.0.0

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依赖

cerebras-cloud-sdk >=1.0.0 fi-instrumentation-otel >=0.1.11

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/chromadb python

测试

pytest >=7.0.0

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chromadb >=0.4.0 fi-instrumentation-otel >=0.1.11 wrapt >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/claude-agent-sdk python

测试

pytest ^8.0.0

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依赖

fi-instrumentation-otel >=0.1.0 opentelemetry-api >=1.0.0 opentelemetry-instrumentation >=0.40b0 opentelemetry-sdk >=1.0.0

开发依赖

pytest-asyncio ^0.23.0

python/frameworks/cohere python

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cohere >=5.0.0 fi-instrumentation-otel >=0.1.11

python/frameworks/crewai python

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crewai >0.19.0 fi-instrumentation-otel >=0.1.11

python/frameworks/deepseek python

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fi-instrumentation-otel >=0.1.11 openai >=1.0.0

python/frameworks/dspy/examples python

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dspy

python/frameworks/dspy python

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依赖

dspy >=2.5.0 fi-instrumentation-otel >=0.1.11

python/frameworks/fireworks python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 openai >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/google-adk python

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fi-instrumentation-otel >=0.1.14 google-adk >= 1.2.1 google-genai ^1.0.0

python/frameworks/google-genai python

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fi-instrumentation-otel >=0.1.11 google-genai >=1.8.0

python/frameworks/groq python

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fi-instrumentation-otel >=0.1.11 groq >=0.9.0

python/frameworks/guardrails python

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依赖

fi-instrumentation-otel >=0.1.11 guardrails-ai >=0.5.0

python/frameworks/haystack/examples python

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依赖

cohere-haystack datasets haystack-ai sentence-transformers

python/frameworks/haystack python

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fi-instrumentation-otel >=0.1.11 haystack-ai >=2.10.0

python/frameworks/huggingface python

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依赖

fi-instrumentation-otel >=0.1.11 huggingface-hub >=0.20.0

python/frameworks/instructor python

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依赖

fi-instrumentation-otel >=0.1.11 instructor >=1.0.0

python/frameworks/lancedb python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 lancedb >=0.4.0 wrapt >=1.0.0

python/frameworks/langchain/examples python

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依赖

langchain langchain-experimental langchain-google-vertexai langchain-openai langchain_community langgraph

python/frameworks/langchain python

测试

pytest ^8.0.0

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依赖

fi-instrumentation-otel >=0.1.11

开发依赖

pytest-asyncio ^0.23.0

python/frameworks/litellm python

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依赖

fi-instrumentation-otel >=0.1.11 litellm >=1.43.0

python/frameworks/livekit python

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依赖

fi-instrumentation-otel >=0.1.14

开发依赖

livekit-agents * livekit-plugins-openai * livekit-plugins-silero * python-dotenv *

python/frameworks/llama_index/examples python

ORM

SQLAlchemy

网络

Requests

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依赖

chromadb llama-index llama-index-agent-openai llama-index-core llama-index-embeddings-ollama llama-index-embeddings-openai llama-index-llms-ollama llama-index-llms-openai llama-index-multi-modal-llms-openai llama-index-readers-file llama-index-vector-stores-chroma sentence-transformers wikipedia

python/frameworks/llama_index python

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fi-instrumentation-otel >=0.1.11 llama-index-core >=0.10.43

python/frameworks/mcp python

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依赖

fi-instrumentation-otel >=0.1.11 mcp >=1.8.1

python/frameworks/milvus python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 pymilvus >=2.3.0 wrapt >=1.0.0

python/frameworks/mistralai/examples python

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mistralai

python/frameworks/mistralai python

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fi-instrumentation-otel >=0.1.11 mistralai >=1.0.2

python/frameworks/mongodb-vector python

测试

pytest >=7.0.0

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fi-instrumentation-otel >=0.1.11 pymongo >=4.6.0 wrapt >=1.0.0

python/frameworks/ollama python

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fi-instrumentation-otel >=0.1.11 ollama >=0.3.0

python/frameworks/openai-agents python

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fi-instrumentation-otel >=0.1.11 openai-agents >= 0.2.6

python/frameworks/openai/examples python

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openai

python/frameworks/openai python

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fi-instrumentation-otel >=0.1.11 openai >=1.69.0

python/frameworks/pgvector python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 pgvector >=0.2.0 psycopg2-binary >=2.9.0 wrapt >=1.0.0

python/frameworks/pinecone python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 pinecone-client >=3.0.0 wrapt >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/pipecat/examples python

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依赖

pipecat-ai python-dotenv traceai-pipecat

python/frameworks/pipecat python

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fi-instrumentation-otel >=0.1.14

python/frameworks/portkey python

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依赖

fi-instrumentation-otel >=0.1.11 portkey-ai >0.1.0

python/frameworks/qdrant python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 qdrant-client >=1.6.0 wrapt >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/redis-vector python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 redis >=4.5.0 redisvl >=0.1.0 wrapt >=1.0.0

python/frameworks/smolagents python

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fi-instrumentation-otel >=0.1.11 smolagents >=1.12.0

python/frameworks/together python

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依赖

fi-instrumentation-otel >=0.1.11 together >=1.0.0

python/frameworks/vertexai/examples python

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依赖

vertexai

python/frameworks/vertexai python

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依赖

fi-instrumentation-otel >=0.1.11 google-cloud-aiplatform >= 1.49.0

python/frameworks/vllm python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 openai >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python/frameworks/weaviate python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 weaviate-client >=4.0.0 wrapt >=1.0.0

python/frameworks/xai python

测试

pytest >=7.0.0

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依赖

fi-instrumentation-otel >=0.1.11 openai >=1.0.0

开发依赖

pytest-asyncio >=0.21.0

python python

测试

pytest ^7.4.0

网络

Requests ^2.32.3

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依赖

Pydantic ^2.9.2 jsonschema ^4.21.1 opentelemetry-api ^1.29.0 opentelemetry-exporter-otlp-proto-http ^1.29.0 opentelemetry-instrumentation * opentelemetry-sdk ^1.29.0 typing-extensions ^4.9.0 wrapt ^1.15.0

开发依赖

pytest-asyncio ^0.21.0 pytest-cov ^4.1.0 pytest-mock ^3.11.0 responses ^0.23.0

python/traceai python

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依赖

fi-instrumentation-otel >=0.1.7

typescript/e2e javascript

测试

Jest ^29.7.0

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依赖

@opentelemetry/api ^1.7.0 @opentelemetry/sdk-trace-base ^1.21.0 @opentelemetry/sdk-trace-node ^1.21.0 @qdrant/js-client-rest ^1.7.0 @traceai/chromadb workspace:* @traceai/fi-core workspace:* @traceai/fi-semantic-conventions workspace:* @traceai/qdrant workspace:* chromadb ^1.7.3

开发依赖

@types/jest ^29.5.12 @types/node ^20.11.0 ts-jest ^29.1.2 typescript ^5.3.3

typescript javascript

测试

Jest ^29.7.0

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依赖

@traceai/anthropic workspace:* @traceai/bedrock workspace:* @traceai/cerebras workspace:* @traceai/chromadb workspace:* @traceai/deepseek workspace:* @traceai/fi-core workspace:* @traceai/fi-semantic-conventions workspace:* @traceai/fireworks workspace:* @traceai/huggingface workspace:* @traceai/lancedb workspace:* @traceai/langchain workspace:* @traceai/milvus workspace:* @traceai/mongodb workspace:* @traceai/openai workspace:* @traceai/pgvector workspace:* @traceai/pinecone workspace:* @traceai/qdrant workspace:* @traceai/redis workspace:* @traceai/together workspace:* @traceai/vercel workspace:* @traceai/vllm workspace:* @traceai/weaviate workspace:* @traceai/xai workspace:* uuid ^11.1.0

开发依赖

@types/jest ^29.5.12 @types/node ^22.15.29 @types/uuid ^10.0.0 ts-jest ^29.1.4 ts-node ^10.9.2 typescript ^5.0.0

typescript/packages/fi-core javascript

测试

Jest ^29.7.0

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future-agi/traceAI