mirror of
https://github.com/EvolutionAPI/adk-python.git
synced 2025-07-13 15:14:50 -06:00
351 lines
10 KiB
Python
351 lines
10 KiB
Python
# 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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import os
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import shutil
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import subprocess
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from typing import Optional
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import click
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_DOCKERFILE_TEMPLATE = """
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FROM python:3.11-slim
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WORKDIR /app
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# Create a non-root user
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RUN adduser --disabled-password --gecos "" myuser
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# Change ownership of /app to myuser
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RUN chown -R myuser:myuser /app
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# Switch to the non-root user
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USER myuser
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# Set up environment variables - Start
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ENV PATH="/home/myuser/.local/bin:$PATH"
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ENV GOOGLE_GENAI_USE_VERTEXAI=1
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ENV GOOGLE_CLOUD_PROJECT={gcp_project_id}
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ENV GOOGLE_CLOUD_LOCATION={gcp_region}
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# Set up environment variables - End
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# Install ADK - Start
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RUN pip install google-adk=={adk_version}
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# Install ADK - End
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# Copy agent - Start
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COPY "agents/{app_name}/" "/app/agents/{app_name}/"
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{install_agent_deps}
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# Copy agent - End
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EXPOSE {port}
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CMD adk {command} --port={port} {host_option} {session_db_option} {trace_to_cloud_option} "/app/agents"
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"""
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_AGENT_ENGINE_APP_TEMPLATE = """
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from agent import root_agent
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from vertexai.preview.reasoning_engines import AdkApp
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adk_app = AdkApp(
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agent=root_agent,
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enable_tracing={trace_to_cloud_option},
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)
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"""
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def _resolve_project(project_in_option: Optional[str]) -> str:
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if project_in_option:
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return project_in_option
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result = subprocess.run(
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['gcloud', 'config', 'get-value', 'project'],
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check=True,
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capture_output=True,
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text=True,
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)
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project = result.stdout.strip()
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click.echo(f'Use default project: {project}')
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return project
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def to_cloud_run(
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*,
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agent_folder: str,
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project: Optional[str],
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region: Optional[str],
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service_name: str,
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app_name: str,
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temp_folder: str,
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port: int,
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trace_to_cloud: bool,
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with_ui: bool,
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verbosity: str,
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session_db_url: str,
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artifact_storage_uri: Optional[str],
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adk_version: str,
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):
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"""Deploys an agent to Google Cloud Run.
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`agent_folder` should contain the following files:
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- __init__.py
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- agent.py
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- requirements.txt (optional, for additional dependencies)
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- ... (other required source files)
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The folder structure of temp_folder will be
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* dist/[google_adk wheel file]
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* agents/[app_name]/
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* agent source code from `agent_folder`
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Args:
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agent_folder: The folder (absolute path) containing the agent source code.
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project: Google Cloud project id.
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region: Google Cloud region.
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service_name: The service name in Cloud Run.
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app_name: The name of the app, by default, it's basename of `agent_folder`.
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temp_folder: The temp folder for the generated Cloud Run source files.
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port: The port of the ADK api server.
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trace_to_cloud: Whether to enable Cloud Trace.
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with_ui: Whether to deploy with UI.
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verbosity: The verbosity level of the CLI.
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session_db_url: The database URL to connect the session.
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artifact_storage_uri: The artifact storage URI to store the artifacts.
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adk_version: The ADK version to use in Cloud Run.
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"""
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app_name = app_name or os.path.basename(agent_folder)
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click.echo(f'Start generating Cloud Run source files in {temp_folder}')
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# remove temp_folder if exists
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if os.path.exists(temp_folder):
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click.echo('Removing existing files')
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shutil.rmtree(temp_folder)
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try:
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# copy agent source code
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click.echo('Copying agent source code...')
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agent_src_path = os.path.join(temp_folder, 'agents', app_name)
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shutil.copytree(agent_folder, agent_src_path)
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requirements_txt_path = os.path.join(agent_src_path, 'requirements.txt')
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install_agent_deps = (
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f'RUN pip install -r "/app/agents/{app_name}/requirements.txt"'
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if os.path.exists(requirements_txt_path)
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else ''
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)
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click.echo('Copying agent source code complete.')
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# create Dockerfile
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click.echo('Creating Dockerfile...')
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host_option = '--host=0.0.0.0' if adk_version > '0.5.0' else ''
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dockerfile_content = _DOCKERFILE_TEMPLATE.format(
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gcp_project_id=project,
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gcp_region=region,
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app_name=app_name,
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port=port,
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command='web' if with_ui else 'api_server',
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install_agent_deps=install_agent_deps,
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session_db_option=f'--session_db_url={session_db_url}'
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if session_db_url
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else '',
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artifact_storage_option=f'--artifact_storage_uri={artifact_storage_uri}'
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if artifact_storage_uri
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else '',
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trace_to_cloud_option='--trace_to_cloud' if trace_to_cloud else '',
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adk_version=adk_version,
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host_option=host_option,
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)
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dockerfile_path = os.path.join(temp_folder, 'Dockerfile')
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os.makedirs(temp_folder, exist_ok=True)
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with open(dockerfile_path, 'w', encoding='utf-8') as f:
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f.write(
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dockerfile_content,
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)
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click.echo(f'Creating Dockerfile complete: {dockerfile_path}')
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# Deploy to Cloud Run
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click.echo('Deploying to Cloud Run...')
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region_options = ['--region', region] if region else []
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project = _resolve_project(project)
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subprocess.run(
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[
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'gcloud',
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'run',
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'deploy',
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service_name,
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'--source',
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temp_folder,
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'--project',
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project,
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*region_options,
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'--port',
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str(port),
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'--verbosity',
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verbosity,
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'--labels',
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'created-by=adk',
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],
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check=True,
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)
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finally:
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click.echo(f'Cleaning up the temp folder: {temp_folder}')
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shutil.rmtree(temp_folder)
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def to_agent_engine(
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*,
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agent_folder: str,
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temp_folder: str,
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adk_app: str,
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project: str,
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region: str,
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staging_bucket: str,
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trace_to_cloud: bool,
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requirements_file: Optional[str] = None,
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env_file: Optional[str] = None,
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):
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"""Deploys an agent to Vertex AI Agent Engine.
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`agent_folder` should contain the following files:
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- __init__.py
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- agent.py
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- <adk_app>.py (optional, for customization; will be autogenerated otherwise)
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- requirements.txt (optional, for additional dependencies)
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- .env (optional, for environment variables)
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- ... (other required source files)
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The contents of `adk_app` should look something like:
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```
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from agent import root_agent
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from vertexai.preview.reasoning_engines import AdkApp
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adk_app = AdkApp(
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agent=root_agent,
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enable_tracing=True,
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)
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```
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Args:
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agent_folder (str): The folder (absolute path) containing the agent source
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code.
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temp_folder (str): The temp folder for the generated Agent Engine source
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files. It will be replaced with the generated files if it already exists.
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project (str): Google Cloud project id.
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region (str): Google Cloud region.
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staging_bucket (str): The GCS bucket for staging the deployment artifacts.
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trace_to_cloud (bool): Whether to enable Cloud Trace.
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requirements_file (str): The filepath to the `requirements.txt` file to use.
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If not specified, the `requirements.txt` file in the `agent_folder` will
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be used.
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env_file (str): The filepath to the `.env` file for environment variables.
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If not specified, the `.env` file in the `agent_folder` will be used.
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"""
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# remove temp_folder if it exists
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if os.path.exists(temp_folder):
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click.echo('Removing existing files')
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shutil.rmtree(temp_folder)
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try:
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click.echo('Copying agent source code...')
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shutil.copytree(agent_folder, temp_folder)
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click.echo('Copying agent source code complete.')
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click.echo('Initializing Vertex AI...')
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import sys
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import vertexai
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from vertexai import agent_engines
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sys.path.append(temp_folder)
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vertexai.init(
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project=_resolve_project(project),
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location=region,
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staging_bucket=staging_bucket,
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)
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click.echo('Vertex AI initialized.')
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click.echo('Resolving files and dependencies...')
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if not requirements_file:
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# Attempt to read requirements from requirements.txt in the dir (if any).
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requirements_txt_path = os.path.join(temp_folder, 'requirements.txt')
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if not os.path.exists(requirements_txt_path):
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click.echo(f'Creating {requirements_txt_path}...')
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with open(requirements_txt_path, 'w', encoding='utf-8') as f:
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f.write('google-cloud-aiplatform[adk,agent_engines]')
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click.echo(f'Created {requirements_txt_path}')
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requirements_file = requirements_txt_path
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env_vars = None
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if not env_file:
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# Attempt to read the env variables from .env in the dir (if any).
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env_file = os.path.join(temp_folder, '.env')
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if os.path.exists(env_file):
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from dotenv import dotenv_values
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click.echo(f'Reading environment variables from {env_file}')
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env_vars = dotenv_values(env_file)
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adk_app_file = f'{adk_app}.py'
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with open(
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os.path.join(temp_folder, adk_app_file), 'w', encoding='utf-8'
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) as f:
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f.write(
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_AGENT_ENGINE_APP_TEMPLATE.format(
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trace_to_cloud_option=trace_to_cloud
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)
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)
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click.echo(f'Created {os.path.join(temp_folder, adk_app_file)}')
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click.echo('Files and dependencies resolved')
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click.echo('Deploying to agent engine...')
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agent_engine = agent_engines.ModuleAgent(
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module_name=adk_app,
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agent_name='adk_app',
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register_operations={
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'': [
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'get_session',
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'list_sessions',
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'create_session',
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'delete_session',
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],
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'async': [
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'async_get_session',
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'async_list_sessions',
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'async_create_session',
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'async_delete_session',
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],
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'async_stream': ['async_stream_query'],
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'stream': ['stream_query', 'streaming_agent_run_with_events'],
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},
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sys_paths=[temp_folder[1:]],
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)
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agent_engines.create(
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agent_engine=agent_engine,
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requirements=requirements_file,
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env_vars=env_vars,
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extra_packages=[temp_folder],
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)
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finally:
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click.echo(f'Cleaning up the temp folder: {temp_folder}')
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shutil.rmtree(temp_folder)
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