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refactor: refactor and refine LangChainTool
PiperOrigin-RevId: 760726719
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@ -13,10 +13,12 @@
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# limitations under the License.
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# limitations under the License.
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from typing import Any
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from typing import Any
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from typing import Callable
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from typing import Optional
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from typing import Union
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from google.genai import types
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from google.genai import types
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from pydantic import model_validator
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from langchain.agents import Tool
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from langchain_core.tools import BaseTool
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from typing_extensions import override
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from typing_extensions import override
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from . import _automatic_function_calling_util
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from . import _automatic_function_calling_util
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@ -24,63 +26,108 @@ from .function_tool import FunctionTool
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class LangchainTool(FunctionTool):
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class LangchainTool(FunctionTool):
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"""Use this class to wrap a langchain tool.
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"""Adapter class that wraps a Langchain tool for use with ADK.
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If the original tool name and description are not suitable, you can override
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This adapter converts Langchain tools into a format compatible with Google's
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them in the constructor.
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generative AI function calling interface. It preserves the tool's name,
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description, and functionality while adapting its schema.
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The original tool's name and description can be overridden if needed.
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Args:
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tool: A Langchain tool to wrap (BaseTool or a tool with a .run method)
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name: Optional override for the tool's name
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description: Optional override for the tool's description
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Examples:
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```python
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from langchain.tools import DuckDuckGoSearchTool
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from google.genai.tools import LangchainTool
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search_tool = DuckDuckGoSearchTool()
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wrapped_tool = LangchainTool(search_tool)
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```
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"""
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"""
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tool: Any
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_langchain_tool: Union[BaseTool, object]
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"""The wrapped langchain tool."""
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"""The wrapped langchain tool."""
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def __init__(self, tool: Any):
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def __init__(
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super().__init__(tool._run)
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self,
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self.tool = tool
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tool: Union[BaseTool, object],
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if tool.name:
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name: Optional[str] = None,
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self.name = tool.name
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description: Optional[str] = None,
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if tool.description:
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):
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self.description = tool.description
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# Check if the tool has a 'run' method
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if not hasattr(tool, 'run') and not hasattr(tool, '_run'):
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raise ValueError("Langchain tool must have a 'run' or '_run' method")
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@model_validator(mode='before')
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# Determine which function to use
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@classmethod
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func = tool._run if hasattr(tool, '_run') else tool.run
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def populate_name(cls, data: Any) -> Any:
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super().__init__(func)
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# Override this to not use function's signature name as it's
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# mostly "run" or "invoke" for thir-party tools.
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self._langchain_tool = tool
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return data
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# Set name: priority is 1) explicitly provided name, 2) tool's name, 3) default
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if name is not None:
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self.name = name
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elif hasattr(tool, 'name') and tool.name:
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self.name = tool.name
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# else: keep default from FunctionTool
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# Set description: similar priority
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if description is not None:
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self.description = description
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elif hasattr(tool, 'description') and tool.description:
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self.description = tool.description
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# else: keep default from FunctionTool
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@override
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@override
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def _get_declaration(self) -> types.FunctionDeclaration:
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def _get_declaration(self) -> types.FunctionDeclaration:
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"""Build the function declaration for the tool."""
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"""Build the function declaration for the tool.
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from langchain.agents import Tool
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from langchain_core.tools import BaseTool
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Returns:
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A FunctionDeclaration object that describes the tool's interface.
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Raises:
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ValueError: If the tool schema cannot be correctly parsed.
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"""
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try:
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# There are two types of tools:
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# 1. BaseTool: the tool is defined in langchain_core.tools.
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# 2. Other tools: the tool doesn't inherit any class but follow some
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# conventions, like having a "run" method.
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# Handle BaseTool type (preferred Langchain approach)
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if isinstance(self._langchain_tool, BaseTool):
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tool_wrapper = Tool(
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name=self.name,
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func=self.func,
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description=self.description,
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)
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# Add schema if available
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if (
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hasattr(self._langchain_tool, 'args_schema')
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and self._langchain_tool.args_schema
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):
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tool_wrapper.args_schema = self._langchain_tool.args_schema
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return _automatic_function_calling_util.build_function_declaration_for_langchain(
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False,
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self.name,
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self.description,
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tool_wrapper.func,
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getattr(tool_wrapper, 'args', None),
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)
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# There are two types of tools:
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# 1. BaseTool: the tool is defined in langchain.tools.
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# 2. Other tools: the tool doesn't inherit any class but follow some
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# conventions, like having a "run" method.
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if isinstance(self.tool, BaseTool):
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tool_wrapper = Tool(
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name=self.name,
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func=self.func,
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description=self.description,
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)
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if self.tool.args_schema:
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tool_wrapper.args_schema = self.tool.args_schema
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function_declaration = _automatic_function_calling_util.build_function_declaration_for_langchain(
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False,
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self.name,
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self.description,
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tool_wrapper.func,
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tool_wrapper.args,
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)
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return function_declaration
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else:
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# Need to provide a way to override the function names and descriptions
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# Need to provide a way to override the function names and descriptions
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# as the original function names are mostly ".run" and the descriptions
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# as the original function names are mostly ".run" and the descriptions
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# may not meet users' needs.
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# may not meet users' needs
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function_declaration = (
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return _automatic_function_calling_util.build_function_declaration(
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_automatic_function_calling_util.build_function_declaration(
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func=self._langchain_tool.run,
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func=self.tool.run,
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)
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)
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)
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return function_declaration
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except Exception as e:
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raise ValueError(
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f'Failed to build function declaration for Langchain tool: {e}'
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) from e
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