import argparse import yaml try: import pycountry except ModuleNotFoundError: raise Exception( "`pycountry` is required for generating translation task prompt templates. \ please install pycountry via pip install lm-eval[multilingual] or pip install -e .[multilingual]", ) # Different translation benchmarks included in the library. Mostly WMT. # These correspond to dataset names (subsets) on HuggingFace for each dataset. # A yaml file is generated by this script for each language pair. gpt3_translation_benchmarks = { "wmt14": ["fr-en"], # ["en-fr", "fr-en"], # French "wmt16": [ "ro-en", "de-en", ], # ["en-ro", "ro-en", "de-en", "en-de"], # German, Romanian } # 28 total LANGUAGES = { **gpt3_translation_benchmarks, # "wmt20": sacrebleu.get_langpairs_for_testset("wmt20"), "iwslt2017": ["en-ar"], # Arabic } def code_to_language(code): # key is alpha_2 or alpha_3 depending on the code length language_tuple = pycountry.languages.get(**{f"alpha_{len(code)}": code}) return language_tuple.name def gen_lang_yamls(output_dir: str, overwrite: bool) -> 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(): for dataset_name in LANGUAGES[lang]: src_lang, _, tgt_lang = dataset_name.partition("-") for src, tgt in [[src_lang, tgt_lang], [tgt_lang, src_lang]]: # both translation directions for each lang pair lang_pair = src + "-" + tgt file_name = f"{lang}_{lang_pair}.yaml" try: source, target = code_to_language(src), code_to_language(tgt) groups = ["generate_until", "translation", lang] if lang in gpt3_translation_benchmarks.keys(): groups += ["gpt3_translation_benchmarks"] 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": "wmt_common_yaml", "group": groups, "dataset_path": lang, "dataset_name": dataset_name if not (lang == "iwslt2017") else "iwslt2017-" + dataset_name, "task": f"{lang}-{lang_pair}", "doc_to_text": f"{source} phrase: " + "{{translation[" + f'"{src}"' + "]}}\n" + f"{target} phrase:", "doc_to_target": " {{" + "translation[" + f'"{tgt}"]' + "}}", }, f, ) 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" ) args = parser.parse_args() gen_lang_yamls(output_dir=args.output_dir, overwrite=args.overwrite) if __name__ == "__main__": main()