from ..utils import data_dir, doc_wiki_tokenizer from tokenizers import Tokenizer class TestPipeline: def test_pipeline(self, doc_wiki_tokenizer): def print(*args, **kwargs): pass try: # START reload_tokenizer from tokenizers import Tokenizer tokenizer = Tokenizer.from_file("data/tokenizer-wiki.json") # END reload_tokenizer except Exception: tokenizer = Tokenizer.from_file(doc_wiki_tokenizer) # START setup_normalizer from tokenizers import normalizers from tokenizers.normalizers import NFD, StripAccents normalizer = normalizers.Sequence([NFD(), StripAccents()]) # END setup_normalizer # START test_normalizer normalizer.normalize_str("Héllò hôw are ü?") # "Hello how are u?" # END test_normalizer assert normalizer.normalize_str("Héllò hôw are ü?") == "Hello how are u?" # START replace_normalizer tokenizer.normalizer = normalizer # END replace_normalizer # START setup_pre_tokenizer from tokenizers.pre_tokenizers import Whitespace pre_tokenizer = Whitespace() pre_tokenizer.pre_tokenize_str("Hello! How are you? I'm fine, thank you.") # [("Hello", (0, 5)), ("!", (5, 6)), ("How", (7, 10)), ("are", (11, 14)), ("you", (15, 18)), # ("?", (18, 19)), ("I", (20, 21)), ("'", (21, 22)), ('m', (22, 23)), ("fine", (24, 28)), # (",", (28, 29)), ("thank", (30, 35)), ("you", (36, 39)), (".", (39, 40))] # END setup_pre_tokenizer assert pre_tokenizer.pre_tokenize_str("Hello! How are you? I'm fine, thank you.") == [ ("Hello", (0, 5)), ("!", (5, 6)), ("How", (7, 10)), ("are", (11, 14)), ("you", (15, 18)), ("?", (18, 19)), ("I", (20, 21)), ("'", (21, 22)), ("m", (22, 23)), ("fine", (24, 28)), (",", (28, 29)), ("thank", (30, 35)), ("you", (36, 39)), (".", (39, 40)), ] # START combine_pre_tokenizer from tokenizers import pre_tokenizers from tokenizers.pre_tokenizers import Digits pre_tokenizer = pre_tokenizers.Sequence([Whitespace(), Digits(individual_digits=True)]) pre_tokenizer.pre_tokenize_str("Call 911!") # [("Call", (0, 4)), ("9", (5, 6)), ("1", (6, 7)), ("1", (7, 8)), ("!", (8, 9))] # END combine_pre_tokenizer assert pre_tokenizer.pre_tokenize_str("Call 911!") == [ ("Call", (0, 4)), ("9", (5, 6)), ("1", (6, 7)), ("1", (7, 8)), ("!", (8, 9)), ] # START replace_pre_tokenizer tokenizer.pre_tokenizer = pre_tokenizer # END replace_pre_tokenizer