feat: Migrate from function calling to tool calling #400
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Resolves #397
This PR migrates from the "function calling" paradigm to the "tool calling" paradigm. The main difference is that previously the model could only call a single function/tool at a time, whereas now the model can call multiple tools in a single request.
Currently, we only support tool calling with OpenAI's chat models. We will soon add support for tool calling with other providers (GoogleAI and Mistral).
Migration guide
The following list contains the equivalent classes in the new "tool calling" paradigm:
ChatFunction
->ToolSpec
ChatFunctionCall
->ChatToolChoice
AIChatMessageFunctionCall
->AIChatMessageToolCall
FunctionChatMessage
->ToolChatMessage
ChatMessage.function
->ChatMessage.tool
OutputFunctionsParser
->ToolsOutputParser
JsonOutputFunctionsParser
->ToolsOutputParser
JsonKeyOutputFunctionsParser
->ToolsOutputParser
OpenAIFunctionsAgent
->OpenAIToolsAgent
You can check the new Tool Calling documentation for more details.