_generate_configs.py 1.93 KB
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"""
Take in a YAML, and output all other splits with this YAML
"""
import os
import yaml
import argparse
import requests

from tqdm import tqdm

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from lm_eval.utils import logging
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API_URL = "https://datasets-server.huggingface.co/splits?dataset=facebook/belebele"


def parse_args():
    parser = argparse.ArgumentParser()
    parser.add_argument("--base_yaml_path", required=True)
    parser.add_argument("--save_prefix_path", default="belebele")
    parser.add_argument("--cot_prompt_path", default=None)
    parser.add_argument("--task_prefix", default="")
    return parser.parse_args()


if __name__ == "__main__":
    args = parse_args()

    # get filename of base_yaml so we can `"include": ` it in our other YAMLs.
    base_yaml_name = os.path.split(args.base_yaml_path)[-1]
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    with open(args.base_yaml_path, encoding="utf-8") as f:
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        base_yaml = yaml.full_load(f)

    if args.cot_prompt_path is not None:
        import json

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        with open(args.cot_prompt_path, encoding="utf-8") as f:
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            cot_file = json.load(f)

    def query():
        response = requests.get(API_URL)
        return response.json()["splits"]
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    print(query())
    languages = [split["split"] for split in query()]
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    for lang in tqdm([lang for lang in languages if "default" not in lang]):
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        yaml_dict = {
            "include": base_yaml_name,
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            "task": f"belebele_{args.task_prefix}_{lang}"
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            if args.task_prefix != ""
            else f"belebele_{lang}",
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            "test_split": lang,
            "fewshot_split":lang,
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        }

        file_save_path = args.save_prefix_path + f"_{lang}.yaml"
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        logging.info(f"Saving yaml for subset {lang} to {file_save_path}")
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        with open(file_save_path, "w", encoding="utf-8") as yaml_file:
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            yaml.dump(
                yaml_dict,
                yaml_file,
                width=float("inf"),
                allow_unicode=True,
                default_style='"',
            )