structure saas with tools
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# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from __future__ import annotations
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from typing import Any
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from typing import TYPE_CHECKING
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from google.genai import types
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from pydantic import model_validator
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from typing_extensions import override
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from ..memory.in_memory_memory_service import InMemoryMemoryService
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from ..runners import Runner
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from ..sessions.in_memory_session_service import InMemorySessionService
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from . import _automatic_function_calling_util
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from .base_tool import BaseTool
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from .tool_context import ToolContext
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if TYPE_CHECKING:
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from ..agents.base_agent import BaseAgent
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from ..agents.llm_agent import LlmAgent
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class AgentTool(BaseTool):
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"""A tool that wraps an agent.
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This tool allows an agent to be called as a tool within a larger application.
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The agent's input schema is used to define the tool's input parameters, and
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the agent's output is returned as the tool's result.
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Attributes:
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agent: The agent to wrap.
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skip_summarization: Whether to skip summarization of the agent output.
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"""
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def __init__(self, agent: BaseAgent, skip_summarization: bool = False):
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self.agent = agent
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self.skip_summarization: bool = skip_summarization
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super().__init__(name=agent.name, description=agent.description)
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@model_validator(mode='before')
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@classmethod
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def populate_name(cls, data: Any) -> Any:
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data['name'] = data['agent'].name
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return data
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@override
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def _get_declaration(self) -> types.FunctionDeclaration:
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from ..agents.llm_agent import LlmAgent
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if isinstance(self.agent, LlmAgent) and self.agent.input_schema:
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result = _automatic_function_calling_util.build_function_declaration(
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func=self.agent.input_schema, variant=self._api_variant
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)
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else:
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result = types.FunctionDeclaration(
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parameters=types.Schema(
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type=types.Type.OBJECT,
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properties={
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'request': types.Schema(
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type=types.Type.STRING,
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),
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},
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required=['request'],
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),
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description=self.agent.description,
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name=self.name,
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)
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result.name = self.name
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return result
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@override
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async def run_async(
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self,
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*,
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args: dict[str, Any],
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tool_context: ToolContext,
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) -> Any:
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from ..agents.llm_agent import LlmAgent
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if self.skip_summarization:
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tool_context.actions.skip_summarization = True
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if isinstance(self.agent, LlmAgent) and self.agent.input_schema:
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input_value = self.agent.input_schema.model_validate(args)
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else:
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input_value = args['request']
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if isinstance(self.agent, LlmAgent) and self.agent.input_schema:
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if isinstance(input_value, dict):
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input_value = self.agent.input_schema.model_validate(input_value)
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if not isinstance(input_value, self.agent.input_schema):
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raise ValueError(
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f'Input value {input_value} is not of type'
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f' `{self.agent.input_schema}`.'
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)
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content = types.Content(
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role='user',
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parts=[
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types.Part.from_text(
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text=input_value.model_dump_json(exclude_none=True)
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)
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],
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)
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else:
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content = types.Content(
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role='user',
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parts=[types.Part.from_text(text=input_value)],
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)
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runner = Runner(
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app_name=self.agent.name,
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agent=self.agent,
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# TODO(kech): Remove the access to the invocation context.
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# It seems we don't need re-use artifact_service if we forward below.
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artifact_service=tool_context._invocation_context.artifact_service,
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session_service=InMemorySessionService(),
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memory_service=InMemoryMemoryService(),
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)
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session = runner.session_service.create_session(
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app_name=self.agent.name,
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user_id='tmp_user',
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state=tool_context.state.to_dict(),
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)
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last_event = None
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async for event in runner.run_async(
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user_id=session.user_id, session_id=session.id, new_message=content
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):
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# Forward state delta to parent session.
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if event.actions.state_delta:
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tool_context.state.update(event.actions.state_delta)
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last_event = event
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if runner.artifact_service:
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# Forward all artifacts to parent session.
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for artifact_name in runner.artifact_service.list_artifact_keys(
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app_name=session.app_name,
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user_id=session.user_id,
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session_id=session.id,
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):
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if artifact := runner.artifact_service.load_artifact(
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app_name=session.app_name,
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user_id=session.user_id,
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session_id=session.id,
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filename=artifact_name,
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):
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tool_context.save_artifact(filename=artifact_name, artifact=artifact)
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if (
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not last_event
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or not last_event.content
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or not last_event.content.parts
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or not last_event.content.parts[0].text
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):
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return ''
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if isinstance(self.agent, LlmAgent) and self.agent.output_schema:
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tool_result = self.agent.output_schema.model_validate_json(
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last_event.content.parts[0].text
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).model_dump(exclude_none=True)
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else:
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tool_result = last_event.content.parts[0].text
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return tool_result
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