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Create a developer folder and add samples.
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contributing/samples/hello_world_litellm/__init__.py
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contributing/samples/hello_world_litellm/__init__.py
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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 . import agent
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contributing/samples/hello_world_litellm/agent.py
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contributing/samples/hello_world_litellm/agent.py
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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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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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def roll_die(sides: int) -> 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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Returns:
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An integer of the result of rolling the die.
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"""
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return random.randint(1, sides)
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async def check_prime(nums: list[int]) -> str:
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"""Check if a given list of numbers are prime.
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Args:
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nums: The list of numbers to check.
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Returns:
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A str indicating which number is prime.
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"""
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primes = set()
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for number in nums:
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number = int(number)
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if number <= 1:
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continue
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is_prime = True
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for i in range(2, int(number**0.5) + 1):
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if number % i == 0:
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is_prime = False
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break
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if is_prime:
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primes.add(number)
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return (
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"No prime numbers found."
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if not primes
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else f"{', '.join(str(num) for num in primes)} are prime numbers."
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)
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root_agent = Agent(
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# model=LiteLlm(model="gemini/gemini-2.5-pro-exp-03-25"),
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# model=LiteLlm(model="vertex_ai/gemini-2.5-pro-exp-03-25"),
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# model=LiteLlm(model="vertex_ai/claude-3-5-haiku"),
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model=LiteLlm(model="openai/gpt-4o"),
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# model=LiteLlm(model="anthropic/claude-3-sonnet-20240229"),
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name="data_processing_agent",
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description=(
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"hello world agent that can roll a dice of 8 sides and check prime"
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" numbers."
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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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You can use multiple tools in parallel by calling functions in parallel(in one request and in one round).
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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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When checking prime numbers, call the check_prime tool with a list of integers. Be sure to pass in a list of integers. You should never pass in a string.
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You should not check prime numbers before calling the tool.
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When you are asked to roll a die and check prime numbers, you should always make the following two function calls:
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1. You should first call the roll_die tool to get a roll. Wait for the function response before calling the check_prime tool.
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2. After you get the function response from roll_die tool, you should call the check_prime tool with the roll_die result.
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2.1 If user asks you to check primes based on previous rolls, make sure you include the previous rolls in the list.
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3. When you respond, you must include the roll_die result from step 1.
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You should always perform the previous 3 steps when asking for a roll and checking prime numbers.
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You should not rely on the previous history on prime results.
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""",
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tools=[
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roll_die,
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check_prime,
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],
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)
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contributing/samples/hello_world_litellm/asyncio_run.py
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contributing/samples/hello_world_litellm/asyncio_run.py
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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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import asyncio
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import time
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import warnings
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import agent
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from dotenv import load_dotenv
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from google.adk import Runner
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from google.adk.artifacts import InMemoryArtifactService
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from google.adk.cli.utils import logs
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from google.adk.sessions import InMemorySessionService
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from google.adk.sessions import Session
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from google.genai import types
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load_dotenv(override=True)
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warnings.filterwarnings('ignore', category=UserWarning)
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logs.log_to_tmp_folder()
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async def main():
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app_name = 'my_app'
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user_id_1 = 'user1'
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session_service = InMemorySessionService()
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artifact_service = InMemoryArtifactService()
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runner = Runner(
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app_name=app_name,
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agent=agent.root_agent,
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artifact_service=artifact_service,
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session_service=session_service,
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)
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session_11 = session_service.create_session(
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app_name=app_name, user_id=user_id_1
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)
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async def run_prompt(session: Session, new_message: str):
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content = types.Content(
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role='user', parts=[types.Part.from_text(text=new_message)]
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)
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print('** User says:', content.model_dump(exclude_none=True))
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async for event in runner.run_async(
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user_id=user_id_1,
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session_id=session.id,
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new_message=content,
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):
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if event.content.parts and event.content.parts[0].text:
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print(f'** {event.author}: {event.content.parts[0].text}')
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start_time = time.time()
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print('Start time:', start_time)
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print('------------------------------------')
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await run_prompt(session_11, 'Hi, introduce yourself.')
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await run_prompt(
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session_11, 'Roll a die with 100 sides and check if it is prime'
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)
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await run_prompt(session_11, 'Roll it again.')
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await run_prompt(session_11, 'What numbers did I got?')
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end_time = time.time()
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print('------------------------------------')
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print('End time:', end_time)
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print('Total time:', end_time - start_time)
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if __name__ == '__main__':
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asyncio.run(main())
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