(model="gpt-3.5-turbo") service_context = ServiceContext.from_defaults(llm=llm) query_engine = RetrieverQueryEngine.from_args(recursive_retriever, llm=llm) response = query_engine.query( "Tell me about some open issues related to agents" ) print(str(response)) # Output ...
🔥🔥🔥视频简介:在这期AI超元域视频中,我们展示了如何结合GraphRAG、Open WebUI、FastAPI和Tavily AI来创建一个功能强大的多模式检索聊天机器人。🔥主要内容包括:1️⃣使用GraphRAG实现本地检索和全局检索功能2️⃣集成Tavily AI实现在线搜索功能3️
你可以在地址 GitHub - ashishtiwari1993/langchain-elasticsearch-RAG: Example of Langchain-Elasticsearch integrations & RAG.找到我同事的代码。 就像在那个 github 的repo 中展示的那样: 在我们选择不同的 API 时,我们需要注意上面的细节。ElasticKnnSearch及ElasticVectorSearch 有自己的限制,而 ElasticsearchStore才...
# 从文本中提取实体 class Entities(BaseModel): """识别实体相关信息。""" names: List[...
See below a sample code snippet on creating a finetune engine, run the finetuning, and get the finetuned model: 如果你使用开源嵌入模型,微调嵌入模型是实现更准确检索的好方法。LlamaIndex有一个关于微调开源嵌入模型的分步指南,证明微调嵌入模型可以在整个eval度量套件中一致地改进度量。 请参阅以下关于创建...
RAG Evaluation Code Example This evaluation code assumes you already have a RAG demo. For my demo, I created a RAG chatbot usingMilvus Technical documentationandMilvusvector database for retrieval. Full code for my demoRAG notebookandEval notebooksare on github. ...
gitclonehttps://github.com/open-kf/rag-gpt.git &&cdrag-gpt 2.配置环境变量 在启动RAG-GPT服务之前,需要修改相关配置,以便程序正确初始化。 如果使用智谱AI作为LLM底座 cp env_of_zhipuai.env .env 文件中的变量 LLM_NAME="ZhipuAI"ZHIPUAI_API_KEY="xxxx"GLM_MODEL_NAME="glm-3-turbo"MIN_RELEVANCE...
Example code for a RAG workflow The following Python code demonstrates the essential components of a RAG workflow in Azure AI Search. You need to set up the clients, define a system prompt, and provide a query. The prompt tells the LLM to use just the results from the query, and how to...
For example, if you want to see which papers have open-sourced code, which conferences these papers were published in, which papers used the same dataset, in order to quickly compare them. 💡 With OpenRAG Base, you will have a RAG knowledge base tailored exclusively for you. We will con...
A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model. - GitHub - iMicknl/aisearch-openai-rag-audio: A simple example