chore: import upstream snapshot with attribution
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# 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 random
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from google.adk import Agent
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from google.adk.models.lite_llm import LiteLlm
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from google.adk.tools.tool_context import ToolContext
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from google.genai import types
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def roll_die(sides: int, tool_context: ToolContext) -> int:
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"""Roll a die and return the rolled result.
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Args:
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sides: The integer number of sides the die has.
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tool_context: The tool context to use for the die roll.
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Returns:
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An integer of the result of rolling the die.
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The result is also stored in the tool context for future use.
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"""
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result = random.randint(1, sides)
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if 'rolls' not in tool_context.state:
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tool_context.state['rolls'] = []
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tool_context.state['rolls'] = tool_context.state['rolls'] + [result]
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return result
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async def before_model_callback(callback_context, llm_request):
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print('@before_model_callback')
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print(f'Beginning model choice: {llm_request.model}')
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callback_context.state['beginning_model_choice'] = llm_request.model
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return None
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async def after_model_callback(callback_context, llm_response):
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print('@after_model_callback')
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print(f'Final model choice: {llm_response.model_version}')
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callback_context.state['final_model_choice'] = llm_response.model_version
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return None
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root_agent = Agent(
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model=LiteLlm(
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model='gemini/gemini-2.5-pro',
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fallbacks=[
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'anthropic/claude-sonnet-4-5-20250929',
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'openai/gpt-4o',
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],
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),
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name='resilient_agent',
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description=(
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'hello world agent that can roll a dice of given number of sides.'
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),
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instruction="""
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You roll dice and answer questions about the outcome of the dice rolls.
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You can roll dice of different sizes.
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It is ok to discuss previous dice roles, and comment on the dice rolls.
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When you are asked to roll a die, you must call the roll_die tool with the number of sides. Be sure to pass in an integer. Do not pass in a string.
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You should never roll a die on your own.
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""",
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tools=[
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roll_die,
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],
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generate_content_config=types.GenerateContentConfig(
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safety_settings=[
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types.SafetySetting( # avoid false alarm about rolling dice.
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category=types.HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT,
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threshold=types.HarmBlockThreshold.OFF,
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),
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]
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),
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before_model_callback=before_model_callback,
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after_model_callback=after_model_callback,
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)
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