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from dotenv import load_dotenv | |
from smolagents import CodeAgent | |
from smolagents import OpenAIServerModel | |
from tool import fetch_webpage, read_file_tool, get_youtube_transcript, transcribe_audio | |
from smolagents import VisitWebpageTool, WikipediaSearchTool, PythonInterpreterTool, DuckDuckGoSearchTool, WebSearchTool, SpeechToTextTool | |
from prompt import gaia_prompt | |
load_dotenv() | |
openai_nano_model = OpenAIServerModel( | |
# model_id="gpt-4.1-nano-2025-04-14", | |
model_id="gpt-4.1-mini-2025-04-14", | |
# model_id="o3-mini-2025-01-31", | |
) | |
gaia_agent = CodeAgent( | |
model=openai_nano_model, | |
tools=[fetch_webpage, DuckDuckGoSearchTool(), PythonInterpreterTool(), read_file_tool, get_youtube_transcript, transcribe_audio], # WikipediaSearchTool(), VisitWebpageTool(max_output_length=60000) | |
max_steps=7, | |
additional_authorized_imports=["requests", "bs4", "pandas", "numpy", "markdownify"] | |
) | |
class GAIA_Agent: | |
def __init__(self): | |
self.system_prompt = gaia_prompt | |
self.agent = gaia_agent | |
def __call__(self, question: str) -> str: | |
try: | |
full_context = self.system_prompt + "\nTHE QUESTION:\n" + question | |
final_answer = self.agent.run(full_context) | |
print(f"final answer returned by agent ----> {final_answer}") | |
return final_answer | |
except Exception as e: | |
error = f"An error occurred while processing the question: {e}" | |
print(error) | |
return error | |
# build context + append instructions and all | |
# clean answer function | |
if __name__ == "__main__": | |
answer = gaia_agent.run( | |
""" | |
You are a general AI assistant. I will ask you a question. You can answer with the following template:[YOUR FINAL ANSWER]. YOUR FINAL ANSWER should be a number OR as few words as possible OR a comma separated list of numbers and/or strings. If you are asked for a number, don't use comma to write your number neither use units such as $ or percent sign unless specified otherwise. If you are asked for a string, don't use articles, neither abbreviations (e.g. for cities), and write the digits in plain text unless specified otherwise. If you are asked for a comma separated list, apply the above rules depending of whether the element to be put in the list is a number or a string. Remember: GAIA requires exact answer matching. Just provide the factual answer. | |
How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.""" | |
) | |
pass |