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2367901ec5
Co-authored-by: George Weale <gweale@google.com> PiperOrigin-RevId: 858763407
208 lines
7.0 KiB
Python
208 lines
7.0 KiB
Python
# Copyright 2026 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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import os
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from google.adk.agents.llm_agent import LlmAgent
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from google.adk.auth.auth_credential import AuthCredentialTypes
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from google.adk.tools.google_tool import GoogleTool
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from google.adk.tools.spanner.settings import Capabilities
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from google.adk.tools.spanner.settings import QueryResultMode
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from google.adk.tools.spanner.settings import SpannerToolSettings
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from google.adk.tools.spanner.spanner_credentials import SpannerCredentialsConfig
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from google.adk.tools.spanner.spanner_toolset import SpannerToolset
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import google.adk.tools.spanner.utils as spanner_tool_utils
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from google.adk.tools.tool_context import ToolContext
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import google.auth
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from google.auth.credentials import Credentials
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from google.cloud.spanner_v1 import param_types as spanner_param_types
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# Define an appropriate credential type
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# Set to None to use the application default credentials (ADC) for a quick
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# development.
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CREDENTIALS_TYPE = None
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# Define Spanner tool config with read capability set to allowed.
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tool_settings = SpannerToolSettings(
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capabilities=[Capabilities.DATA_READ],
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query_result_mode=QueryResultMode.DICT_LIST,
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)
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if CREDENTIALS_TYPE == AuthCredentialTypes.OAUTH2:
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# Initialize the tools to do interactive OAuth
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# The environment variables OAUTH_CLIENT_ID and OAUTH_CLIENT_SECRET
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# must be set
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credentials_config = SpannerCredentialsConfig(
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client_id=os.getenv("OAUTH_CLIENT_ID"),
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client_secret=os.getenv("OAUTH_CLIENT_SECRET"),
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scopes=[
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"https://www.googleapis.com/auth/spanner.admin",
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"https://www.googleapis.com/auth/spanner.data",
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],
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)
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elif CREDENTIALS_TYPE == AuthCredentialTypes.SERVICE_ACCOUNT:
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# Initialize the tools to use the credentials in the service account key.
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# If this flow is enabled, make sure to replace the file path with your own
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# service account key file
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# https://cloud.google.com/iam/docs/service-account-creds#user-managed-keys
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creds, _ = google.auth.load_credentials_from_file("service_account_key.json")
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credentials_config = SpannerCredentialsConfig(credentials=creds)
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else:
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# Initialize the tools to use the application default credentials.
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# https://cloud.google.com/docs/authentication/provide-credentials-adc
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application_default_credentials, _ = google.auth.default()
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credentials_config = SpannerCredentialsConfig(
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credentials=application_default_credentials
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)
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# Example 1: Use tools from the Spanner toolset.
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# For example, data exploration agents help the Spanner database developer or
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# data engineer of the organization.
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spanner_toolset = SpannerToolset(
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credentials_config=credentials_config,
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spanner_tool_settings=tool_settings,
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# Uncomment to explicitly specify allowed tools.
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# tool_filter=["execute_sql", "get_table_schema"],
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)
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# Replace the following settings with your specific Spanner database for example
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# 2 and 3.
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# For example, these settings can also be read from a configuration file or
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# environment variables.
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_SPANNER_PROJECT_ID = "<PROJECT_ID>"
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_SPANNER_INSTANCE_ID = "<INSTANCE_ID>"
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_SPANNER_DATABASE_ID = "<DATABASE_ID>"
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# Example 2: Create a customized Spanner query tool with a template SQL query.
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# Note that this approach makes it **more vulnerable to SQL injection**. This
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# might be suitable for some specific use cases, and **adding additional checks
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# or callbacks** is recommended.
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def count_rows_in_table(
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table_name: str,
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credentials: Credentials,
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settings: SpannerToolSettings,
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tool_context: ToolContext,
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):
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"""Counts the total number of rows for a specified table.
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Args:
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table_name: The name of the table for which to count rows.
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Returns:
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The total number of rows in the table.
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"""
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# Example of adding additional checks:
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# if table_name not in ["table1", "table2"]:
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# raise ValueError("Table name is not allowed.")
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sql_template = f"SELECT COUNT(*) FROM {table_name}"
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return spanner_tool_utils.execute_sql(
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project_id=_SPANNER_PROJECT_ID,
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instance_id=_SPANNER_INSTANCE_ID,
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database_id=_SPANNER_DATABASE_ID,
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query=sql_template,
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credentials=credentials,
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settings=settings,
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tool_context=tool_context,
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)
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# Example 3: Create a customized Spanner query tool with a template
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# parameterized SQL query.
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# For example, it could query data that all authenticated users of the system
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# have access to. This can also work for searching public knowledge bases, such
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# as company policies and FAQs.
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def search_hotels(
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location_name: str,
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credentials: Credentials,
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settings: SpannerToolSettings,
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tool_context: ToolContext,
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):
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"""Search hotels for a specific location.
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This function takes a geographical location name and returns a list of hotels
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in that area, including key details for each.
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Args:
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location_name (str): The geographical location (e.g., city or town) for the
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hotel search.
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Example:
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{
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"location_name": "Seattle"
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}
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Example:
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{
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"location_name": "New York"
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}
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Example:
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{
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"location_name": "Los Angeles"
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}
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Returns:
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The hotels name, rating and description.
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"""
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sql_template = """
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SELECT name, rating, description FROM hotels
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WHERE location_name = @location_name
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"""
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return spanner_tool_utils.execute_sql(
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project_id=_SPANNER_PROJECT_ID,
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instance_id=_SPANNER_INSTANCE_ID,
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database_id=_SPANNER_DATABASE_ID,
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query=sql_template,
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credentials=credentials,
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settings=settings,
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tool_context=tool_context,
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params={"location_name": location_name},
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params_types={"location_name": spanner_param_types.STRING},
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)
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# The variable name `root_agent` determines what your root agent is for the
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# debug CLI
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root_agent = LlmAgent(
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model="gemini-2.5-flash",
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name="spanner_agent",
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description=(
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"Agent to answer questions about Spanner database tables and"
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" execute SQL queries."
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),
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instruction="""\
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You are a data agent with access to several Spanner tools.
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Make use of those tools to answer the user's questions.
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""",
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tools=[
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# Use tools from Spanner toolset.
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spanner_toolset,
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# Or, uncomment to use customized Spanner tools.
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# GoogleTool(
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# func=count_rows_in_table,
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# credentials_config=credentials_config,
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# tool_settings=tool_settings,
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# ),
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# GoogleTool(
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# func=search_hotels,
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# credentials_config=credentials_config,
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# tool_settings=tool_settings,
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# ),
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],
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)
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