reproduce.py

import argparse
from distutils.util import strtobool

import requests

if __name__ == "__main__":
    parser = argparse.ArgumentParser(description="CleanRL Plots")
    # Common arguments
    parser.add_argument(
        "--run",
        type=str,
        default="cleanrl/cleanrl.benchmark/runs/thq5rgnz",
        help="the name of wandb project (e.g. cleanrl/cleanrl)",
    )
    parser.add_argument(
        "--remove-entity",
        type=lambda x: bool(strtobool(x)),
        default=True,
        nargs="?",
        const=True,
        help="if toggled, the wandb-entity will be removed",
    )
    args = parser.parse_args()
    uri = args.run.replace("/runs", "")

    requirements_txt_url = f"https://api.wandb.ai/files/{uri}/requirements.txt"
    metadata_url = f"https://api.wandb.ai/files/{uri}/wandb-metadata.json"
    metadata = requests.get(url=metadata_url).json()

    if args.remove_entity:
        a = []
        wandb_entity_idx = None
        for i in range(len(metadata["args"])):
            if metadata["args"][i] == "--wandb-entity":
                wandb_entity_idx = i
                continue
            if wandb_entity_idx and i == wandb_entity_idx + 1:
                continue
            a += [metadata["args"][i]]
    else:
        a = metadata["args"]

    program = ["python"] + [metadata["program"]] + a

    print(
        f"""
# run the following
python3 -m venv venv
source venv/bin/activate
pip install -r {requirements_txt_url}
curl -OL https://api.wandb.ai/files/{uri}/code/{metadata["codePath"]}
{" ".join(program)}
"""
    )