一个简单的原则就是:如果开发者能通过描述文档准确理解tool的用途和使用方法,那么经过适当训练的LLM同样可以完成有效调用 小结 langchain4j针对Tools(Function Calling)提供了Low-level及High-level两层抽象。Low-level是ChatLanguageModel及ToolSpecification APIs,High-level是AI Services及@Tool注解。High-level的方式节省...
For each child in the directory, output will have: relative path to the directory, whether it is a directory or file, size in bytes if file, and number of children (recursive) if directory.", "parameters": { "type": "object", "properties": { "DirectoryPath": { "type": "string",...
# 初始化 ReAct 代理 from langchain.agents import initialize_agent, Tool, AgentType agent = initialize_agent( tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True ) 案例说明 主要围绕集成和扩展LangChain框架来实现特定任务的自动化决策。它结合了OpenAI的语言模型、Tavily API搜索功能和...
GLM-4-AllTools: Chat API,集成了调用工具的能力,能够自主使用多种工具组合和多轮对话来达成用户任务。和传统LLMAPI相比,GLM-4-AllTools API集成了五大核心功能,包括智能编程助手,安全代码沙盒,实时联网搜索,绘图设计工具,函数调用能力。其中函数调用功能支持用户自定义函数,为进阶开发者提供了便利。当模型识别到解决...
一个简单的原则就是:如果开发者能通过描述文档准确理解tool的用途和使用方法,那么经过适当训练的LLM同样可以完成有效调用 小结 langchain4j针对Tools(Function Calling)提供了Low-level及High-level两层抽象。Low-level是ChatLanguageModel及ToolSpecification APIs,High-level是AI Services及@Tool注解。High-level的方式节省...
While the architecture for LLM usage still requires the traditional observability configuration, the LLM is primarily a separately deployed object outside of your code that is accessed in a prompt and response style, calling for qualitative observability. ...
Large language models (LLMs) can answer expert-level questions in medicine but are prone to hallucinations and arithmetic errors. Early evidence suggests LLMs cannot reliably perform clinical calculations, limiting their potential integration into clinical workflows. We evaluated ChatGPT’s performance acr...
https://www.datacamp.com/blog/llmops-tools We have moved past making large language models (LLMs) better and are now focused on using them to create AI applications that help businesses. This is where large language model operations (LLMOps) tools come in, simplifying the process of creating...
# The generic template is defined in vllm/entrypoints/openai/protocol.py:VllmToolsTemplate. # Most values can be empty (except for call_token_start) but cannot be None. # This template is used internally and will not be returned to the user, but it can influence the quality of the respo...
和传统LLM API相比,GLM-4-AllTools API集成了五大核心功能,包括智能编程助手,安全代码沙盒,实时联网搜索,绘图设计工具,函数调用能力。其中函数调用功能支持用户自定义函数,为进阶开发者提供了便利。当模型识别到解决用户输入的请求需要搜索引擎时,它会自动激活内置的联网搜索功能,以提供实时且全面的搜索结果。搜索完成后...