# Copied from https://github.com/stanford-crfm/mistral/blob/main/src/corpora/detokenization.py # Which was originally from https://github.com/NVIDIA/Megatron-LM/blob/aed2f75e209e525c842aec7c044af7acae2a4614/tasks/zeroshot_gpt/detokenizer.py """ Handle detokenization for different dataset for zero-shot LM evaluation. """ import re def wikitext_detokenize(string: str) -> str: """ Wikitext is whitespace tokenized and we remove these whitespaces. Taken from https://github.com/NVIDIA/Megatron-LM/blob/main/tasks/zeroshot_gpt2/detokenizer.py """ # Contractions string = string.replace("s '", "s'") string = re.sub(r"/' [0-9]/", r"/'[0-9]/", string) # Number Separators string = string.replace(" @-@ ", "-") string = string.replace(" @,@ ", ",") string = string.replace(" @.@ ", ".") # Punctuation string = string.replace(" : ", ": ") string = string.replace(" ; ", "; ") string = string.replace(" . ", ". ") string = string.replace(" ! ", "! ") string = string.replace(" ? ", "? ") string = string.replace(" , ", ", ") # Double Brackets string = re.sub(r"\(\s*([^\)]*?)\s*\)", r"(\1)", string) string = re.sub(r"\[\s*([^\]]*?)\s*\]", r"[\1]", string) string = re.sub(r"{\s*([^}]*?)\s*}", r"{\1}", string) string = re.sub(r"\"\s*([^\"]*?)\s*\"", r'"\1"', string) string = re.sub(r"'\s*([^']*?)\s*'", r"'\1'", string) # Miscellaneous string = string.replace("= = = =", "====") string = string.replace("= = =", "===") string = string.replace("= =", "==") string = string.replace(" " + chr(176) + " ", chr(176)) string = string.replace(" \n", "\n") string = string.replace("\n ", "\n") string = string.replace(" N ", " 1 ") string = string.replace(" 's", "'s") return string # Set Registry for Various Datasets DATASET_TOKENIZATION_REGISTRY = {"wikitext": wikitext_detokenize}