AyhamJo7's picture
feat(agent): implement GAIA evaluation workflow
6f718f1
Raw
History Blame Contribute Delete
2.3 kB
import argparse
import json
import logging
from pathlib import Path
from typing import Any
from gaia_agent.agent import GaiaAgent
from gaia_agent.client import ScoringClient
from gaia_agent.models import Answer
USERNAME = "AyhamJo7"
AGENT_CODE_URL = "https://huggingface.co/spaces/AyhamJo7/Final_Assignment_Template/tree/main"
def _parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser(description="Run the GAIA course final-assignment agent")
subparsers = parser.add_subparsers(dest="command", required=True)
evaluate = subparsers.add_parser("evaluate")
evaluate.add_argument("--output", type=Path, default=Path("answers.json"))
evaluate.add_argument("--downloads", type=Path, default=Path("downloads"))
submit = subparsers.add_parser("submit")
submit.add_argument("--answers", type=Path, default=Path("answers.json"))
return parser
def evaluate(output: Path, downloads: Path) -> None:
agent = GaiaAgent()
answers: list[dict[str, str]] = []
with ScoringClient() as client:
questions = client.questions()
for index, question in enumerate(questions, start=1):
logging.info("Solving %s/%s: %s", index, len(questions), question.task_id)
attachment = client.download_attachment(question, downloads)
record = agent.solve(question, attachment)
answers.append(
{"task_id": question.task_id, "submitted_answer": record.submitted_answer}
)
_write_answers(output, answers)
def _write_answers(output: Path, answers: list[dict[str, str]]) -> None:
output.write_text(json.dumps(answers, indent=2, ensure_ascii=True) + "\n", encoding="utf-8")
def submit(path: Path) -> None:
raw: Any = json.loads(path.read_text(encoding="utf-8"))
answers = [Answer.model_validate(item) for item in raw]
with ScoringClient() as client:
score = client.submit(USERNAME, AGENT_CODE_URL, answers)
print(score.model_dump_json(indent=2))
def main() -> None:
logging.basicConfig(level=logging.INFO, format="%(levelname)s %(message)s")
args = _parser().parse_args()
if args.command == "evaluate":
evaluate(args.output, args.downloads)
else:
submit(args.answers)
if __name__ == "__main__":
main()