import argparse import yaml LANGUAGES = { "bn": { # Bengali # "QUESTION": "প্রশ্ন:", "QUESTION": "\u09aa\u09cd\u09b0\u09b6\u09cd\u09a8:", # "ANSWER": "ধাপে ধাপে উত্তর:", "ANSWER": "\u09a7\u09be\u09aa\u09c7 \u09a7\u09be\u09aa\u09c7 \u0989\u09a4\u09cd\u09a4\u09b0:", "DIRECT": "Answer:", "REGEX": "The answer is (\\-?[0-9\\.\\,]+)", }, "de": { # German "QUESTION": "Frage:", # "ANSWER": "Schritt-für-Schritt-Antwort:", "ANSWER": "Schritt-f\u00fcr-Schritt-Antwort:", "DIRECT": "Antwort:", "REGEX": "Die Antwort lautet (\\-?[0-9\\.\\,]+)", }, "en": { # English "QUESTION": "Question:", "ANSWER": "Step-by-Step Answer:", "DIRECT": "Answer:", "REGEX": "The answer is (\\-?[0-9\\.\\,]+)", }, "es": { # Spanish "QUESTION": "Pregunta:", "ANSWER": "Respuesta paso a paso:", "DIRECT": "Respuesta:", "REGEX": "La respuesta es (\\-?[0-9\\.\\,]+)", }, "fr": { # French "QUESTION": "Question :", # "ANSWER": "Réponse étape par étape :" "ANSWER": "R\u00e9ponse \u00e9tape par \u00e9tape :", # "DIRECT": "Réponse :", "DIRECT": "R\u00e9ponse :", # "REGEX": "La réponse est (\\-?[0-9\\.\\,]+)", "REGEX": "La r\u00e9ponse est (\\-?[0-9\\.\\,]+)", }, "ru": { # Russian # "QUESTION": "Задача:", "QUESTION": "\u0417\u0430\u0434\u0430\u0447\u0430:", # "ANSWER": "Пошаговоерешение:", "ANSWER": "\u041f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0435\u0440\u0435\u0448\u0435\u043d\u0438\u0435:", "DIRECT": "Answer:", # "REGEX": "Ответ — (\\-?[0-9\\.\\,]+)", "REGEX": "\u041e\u0442\u0432\u0435\u0442 \u2014 (\\-?[0-9\\.\\,]+)", }, "sw": { # Swahili "QUESTION": "Swali:", "ANSWER": "Jibu la Hatua kwa Hatua:", "DIRECT": "Answer:", "REGEX": "Jibu ni (\\-?[0-9\\.\\,]+)", }, "te": { # Telugu # "QUESTION": "ప్రశ్న:", "QUESTION": "\u0c2a\u0c4d\u0c30\u0c36\u0c4d\u0c28:", # "ANSWER": "దశలవారీగా సమాధానం:", "ANSWER": "\u0c26\u0c36\u0c32\u0c35\u0c3e\u0c30\u0c40\u0c17\u0c3e \u0c38\u0c2e\u0c3e\u0c27\u0c3e\u0c28\u0c02:", "DIRECT": "Answer:", # "REGEX": "సమాధానం (\\-?[0-9\\.\\,]+)", "REGEX": "\u0c38\u0c2e\u0c3e\u0c27\u0c3e\u0c28\u0c02 (\\-?[0-9\\.\\,]+)", }, "th": { # Thai # "QUESTION": "โจทย์:", "QUESTION": "\u0e42\u0e08\u0e17\u0e22\u0e4c:", # "ANSWER": "คำตอบทีละขั้นตอน:", "ANSWER": "\u0e04\u0e33\u0e15\u0e2d\u0e1a\u0e17\u0e35\u0e25\u0e30\u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19:", "DIRECT": "Answer:", # "REGEX": "คำตอบคือ (\\-?[0-9\\.\\,]+)", "REGEX": "\u0e04\u0e33\u0e15\u0e2d\u0e1a\u0e04\u0e37\u0e2d (\\-?[0-9\\.\\,]+)", }, "ja": { # Japanese # "QUESTION": "問題:", "QUESTION": "\u554f\u984c:", # "ANSWER": "ステップごとの答え:", "ANSWER": "\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306e\u7b54\u3048:", "DIRECT": "Answer:", # "REGEX": "答えは(\\-?[0-9\\.\\,]+)です。", "REGEX": "\u7b54\u3048\u306f(\\-?[0-9\\.\\,]+)\u3067\u3059\u3002", }, "zh": { # Chinese # "QUESTION": "问题:", "QUESTION": "\u95ee\u9898:", # "ANSWER": "逐步解答:", "ANSWER": "\u9010\u6b65\u89e3\u7b54:", "DIRECT": "Answer:", # "REGEX": "答案是 (\\-?[0-9\\.\\,]+)。", "REGEX": "\u7b54\u6848\u662f (\\-?[0-9\\.\\,]+)\u3002", }, } def add_regex_pattern(regex_pattern): if regex_pattern is None: return {} return { "filter_list": [ { "name": "strict-match", "filter": [ { "function": "regex", "regex_pattern": f"""{regex_pattern}""", }, { "function": "take_first", }, ], }, { "name": "flexible-extract", "filter": [ { "function": "regex", "regex_pattern": """(-?[$0-9.,]{2,})|(-?[0-9]+)""", "group_select": -1, }, { "function": "take_first", }, ], }, ], } def gen_lang_yamls(output_dir: str, overwrite: bool, mode: str) -> None: """ Generate a yaml file for each language. :param output_dir: The directory to output the files to. :param overwrite: Whether to overwrite files if they already exist. """ err = [] for lang in LANGUAGES.keys(): try: QUESTION = LANGUAGES[lang]["QUESTION"] yaml_template = "cot_yaml" filter_list = {} DELIMITER = None if mode == "direct": ANSWER = LANGUAGES[lang]["DIRECT"] REGEX = None task_name = f"mgsm_direct_{lang}" yaml_template = "direct_yaml" elif mode == "native-cot": ANSWER = LANGUAGES[lang]["ANSWER"] REGEX = LANGUAGES[lang]["REGEX"] task_name = f"mgsm_native_cot_{lang}" filter_list = add_regex_pattern(REGEX) DELIMITER = "" if lang in ["zh", "ja"] else None elif mode == "en-cot": ANSWER = LANGUAGES["en"]["ANSWER"] REGEX = LANGUAGES["en"]["REGEX"] task_name = f"mgsm_en_cot_{lang}" file_name = f"{task_name}.yaml" ANSWER_TO_SKIP = len(LANGUAGES[lang]["ANSWER"]) + 1 with open( f"{output_dir}/{file_name}", "w" if overwrite else "x", encoding="utf8" ) as f: f.write("# Generated by utils.py\n") yaml.dump( { "include": yaml_template, "dataset_name": lang, "task": f"{task_name}", "doc_to_text": f"""{{% if answer is not none %}}""" f"""{{{{question+"\\n{ANSWER}"}}}}""" f"""{{% else %}}""" f"""{{{{"{QUESTION} "+question+"\\n{ANSWER}"}}}}""" f"""{{% endif %}}""", "doc_to_target": f"""{{% if answer is not none %}}""" f"""{{{{answer[{ANSWER_TO_SKIP}:]}}}}""" f"""{{% else %}}""" f"""{{{{answer_number|string}}}}""" f"""{{% endif %}}""", **filter_list, "generation_kwargs": { "until": [QUESTION, "", "<|im_end|>"], "do_sample": False, }, **({"target_delimiter": DELIMITER} if DELIMITER else {}), }, f, allow_unicode=True, width=float("inf"), ) except FileExistsError: err.append(file_name) if len(err) > 0: raise FileExistsError( "Files were not created because they already exist (use --overwrite flag):" f" {', '.join(err)}" ) def main() -> None: """Parse CLI args and generate language-specific yaml files.""" parser = argparse.ArgumentParser() parser.add_argument( "--overwrite", default=False, action="store_true", help="Overwrite files if they already exist", ) parser.add_argument( "--output-dir", default=".", help="Directory to write yaml files to" ) parser.add_argument( "--mode", default="native-cot", choices=["direct", "native-cot", "en-cot"], help="Mode of chain-of-thought", ) args = parser.parse_args() gen_lang_yamls(output_dir=args.output_dir, overwrite=args.overwrite, mode=args.mode) if __name__ == "__main__": main()