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core[minor], integrations...[patch]: Support ToolCall as Tool input and ToolMessage as Tool output (#24038)
Changes:
- ToolCall, InvalidToolCall and ToolCallChunk can all accept a "type"
parameter now
- LLM integration packages add "type" to all the above
- Tool supports ToolCall inputs that have "type" specified
- Tool outputs ToolMessage when a ToolCall is passed as input
- Tools can separately specify ToolMessage.content and
ToolMessage.raw_output
- Tools emit events for validation errors (using on_tool_error and
on_tool_end)
Example:
```python
@tool("structured_api", response_format="content_and_raw_output")
def _mock_structured_tool_with_raw_output(
arg1: int, arg2: bool, arg3: Optional[dict] = None
) -> Tuple[str, dict]:
"""A Structured Tool"""
return f"{arg1} {arg2}", {"arg1": arg1, "arg2": arg2, "arg3": arg3}
def test_tool_call_input_tool_message_with_raw_output() -> None:
tool_call: Dict = {
"name": "structured_api",
"args": {"arg1": 1, "arg2": True, "arg3": {"img": "base64string..."}},
"id": "123",
"type": "tool_call",
}
expected = ToolMessage("1 True", raw_output=tool_call["args"], tool_call_id="123")
tool = _mock_structured_tool_with_raw_output
actual = tool.invoke(tool_call)
assert actual == expected
tool_call.pop("type")
with pytest.raises(ValidationError):
tool.invoke(tool_call)
actual_content = tool.invoke(tool_call["args"])
assert actual_content == expected.content
```
---------
Co-authored-by: Erick Friis <erick@langchain.dev>
This commit is contained in:
@@ -1,6 +1,7 @@
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from typing import Any, List, Optional, Type, Union, cast
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from langchain_core.messages import AIMessage, ToolCall
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from langchain_core.messages.tool import tool_call
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from langchain_core.output_parsers import BaseGenerationOutputParser
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from langchain_core.outputs import ChatGeneration, Generation
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from langchain_core.pydantic_v1 import BaseModel
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@@ -79,7 +80,7 @@ def extract_tool_calls(content: Union[str, List[Union[str, dict]]]) -> List[Tool
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if block["type"] != "tool_use":
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continue
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tool_calls.append(
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ToolCall(name=block["name"], args=block["input"], id=block["id"])
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tool_call(name=block["name"], args=block["input"], id=block["id"])
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)
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return tool_calls
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else:
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