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add start, end and pad tokens as parameter
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parent
63fda2bfd8
commit
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@ -11,6 +11,9 @@ class CLIPTokenizer:
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def __init__(
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def __init__(
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self,
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self,
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vocabulary_path: str | Path = Path(__file__).resolve().parent / "bpe_simple_vocab_16e6.txt.gz",
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vocabulary_path: str | Path = Path(__file__).resolve().parent / "bpe_simple_vocab_16e6.txt.gz",
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start_of_text_token_id: int = 49406,
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end_of_text_token_id: int = 49407,
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pad_token_id: int = 49407,
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) -> None:
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) -> None:
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self.vocabulary_path = vocabulary_path
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self.vocabulary_path = vocabulary_path
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self.byte_to_unicode_mapping = self.get_bytes_to_unicode_mapping()
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self.byte_to_unicode_mapping = self.get_bytes_to_unicode_mapping()
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@ -38,15 +41,16 @@ class CLIPTokenizer:
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pattern=r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[a-zA-Z]+|[0-9]|[^\s\w]+""",
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pattern=r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[a-zA-Z]+|[0-9]|[^\s\w]+""",
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flags=re.IGNORECASE,
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flags=re.IGNORECASE,
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)
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)
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self.start_of_text_token_id: int = 49406
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self.start_of_text_token_id: int = start_of_text_token_id
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self.end_of_text_token_id: int = 49407
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self.end_of_text_token_id: int = end_of_text_token_id
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self.pad_token_id: int = pad_token_id
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def __call__(self, text: str, sequence_length: int) -> Tensor:
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def __call__(self, text: str, sequence_length: int) -> Tensor:
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tokens = self.encode(text=text, max_length=sequence_length).unsqueeze(dim=0)
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tokens = self.encode(text=text, max_length=sequence_length).unsqueeze(dim=0)
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assert (
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assert (
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tokens.shape[1] <= sequence_length
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tokens.shape[1] <= sequence_length
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), f"Text is too long: tokens.shape[1] > sequence_length: {tokens.shape[1]} > {sequence_length}"
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), f"Text is too long: tokens.shape[1] > sequence_length: {tokens.shape[1]} > {sequence_length}"
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return pad(x=tokens, pad=(0, sequence_length - tokens.shape[1]), value=self.end_of_text_token_id)
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return pad(x=tokens, pad=(0, sequence_length - tokens.shape[1]), value=self.pad_token_id)
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@lru_cache()
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@lru_cache()
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def get_bytes_to_unicode_mapping(self) -> dict[int, str]:
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def get_bytes_to_unicode_mapping(self) -> dict[int, str]:
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