function calling提出的motivation/适用场景:在GPT models 能提供的能力外,开发者额外有一些别的需求GPT无法提供(比如查询不对GPT mdoel开放的数据库等; suppose开发者自己能提供/提供了自己的额外需求的function),因此需要GPT和开发者交互,一方做一部分工作, 配合完成项目整体目标,来回拉扯。 开发者的response可以直接通...
Calling python-style functions is only the tip of the iceberg. Once the importance of function-calling was proven in the market, OpenAI and other LLM providers started to support other output formats, such as JSON or SQL. The important thing was that these models were outputting machine-readabl...
Mistral 7B instruct 0.3 implements function calling, this is a powerfull tool and MistralAi is one of the first to implement it in a "small" model. from mistral_inference.model import Transformer from mistral_inference.generate import generate from mistral_common.tokens.tokenizers.mistral import M...
This is a method that I have been trying and is giving the most consistent results. We use the Function Calling capability of the Open AI API so that the model returns the response as a structured JSON. This functionality has the objective of providing the LLM the ability to call an exter...
Code Function Calling demo What does this application wants to demonstrate This application is built as an extension tothis Data retrieval: With both RAG and DB search (via API created from Flask) Routing: Use Function Call for autonomous tool choice & invocation ...
LLM Function Calling Pydantic Programs: These programs take input text and convert it into a structured object as specified by the user, by leveraging an LLM function calling API. LLM函数调用Pydantic程序:这些程序利用调用API的LLM函数,将输入文本转换为用户指定的结构化对象。 Prepackaged Pydantic Programs...
4. call_fireman: Call this tool to interact with the fireman calling API. This API will call 119 to extinguish the fire. Parameters: [] Use the following format: Thought: you should always think about what to do Action: the action to take, should be one of the above tools[fire_recogni...
function-calling(WIP): function calling with fieldstoolsandtool_choice(with preliminary support); or manual function calling withouttoolsortool_choice(keeps the most flexibility). Custom Models WebLLM works as a companion project ofMLC LLMand it supports custom models in MLC format. It reuses the...
What I just described is actually the approach we used months ago. Once the OpenAI chat completion API added support fortools (also known as "function calling"), we decided to use that feature in order to further increase the reliability of the query conversion result. ...
0.1.22: Function Calling support/ Response with pydantic class 0.1.19: Fix embedding bugs 0.1.18: Support stream chat/ Support Model Template 0.1.17: None 0.1.16: Enhance the API for byzer-retrieval 0.1.14: add get_tables/get_databases API for byzer-retrieval 0.1.13: support shutdown cl...