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langchain/langchain/tools/convert_to_openai.py

54 lines
1.7 KiB
Python

from typing import TypedDict
from langchain.tools import BaseTool, StructuredTool
class FunctionDescription(TypedDict):
"""Representation of a callable function to the OpenAI API."""
name: str
"""The name of the function."""
description: str
"""A description of the function."""
parameters: dict
"""The parameters of the function."""
def format_tool_to_openai_function(tool: BaseTool) -> FunctionDescription:
"""Format tool into the open AI function API."""
if isinstance(tool, StructuredTool):
schema_ = tool.args_schema.schema()
# Bug with required missing for structured tools.
required = sorted(schema_["properties"]) # BUG WORKAROUND
return {
"name": tool.name,
"description": tool.description,
"parameters": {
"type": "object",
"properties": schema_["properties"],
"required": required,
},
}
else:
if tool.args_schema:
parameters = tool.args_schema.schema()
else:
parameters = {
# This is a hack to get around the fact that some tools
# do not expose an args_schema, and expect an argument
# which is a string.
# And Open AI does not support an array type for the
# parameters.
"properties": {
"__arg1": {"title": "__arg1", "type": "string"},
},
"required": ["__arg1"],
"type": "object",
}
return {
"name": tool.name,
"description": tool.description,
"parameters": parameters,
}