608 lines
23 KiB
Python
608 lines
23 KiB
Python
# Generated content DO NOT EDIT
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class PreTokenizer:
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"""
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Base class for all pre-tokenizers
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This class is not supposed to be instantiated directly. Instead, any implementation of a
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PreTokenizer will return an instance of this class when instantiated.
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"""
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class BertPreTokenizer(PreTokenizer):
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"""
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BertPreTokenizer
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This pre-tokenizer splits tokens on spaces, and also on punctuation.
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Each occurence of a punctuation character will be treated separately.
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"""
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def __init__(self):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class ByteLevel(PreTokenizer):
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"""
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ByteLevel PreTokenizer
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This pre-tokenizer takes care of replacing all bytes of the given string
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with a corresponding representation, as well as splitting into words.
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Args:
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add_prefix_space (:obj:`bool`, `optional`, defaults to :obj:`True`):
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Whether to add a space to the first word if there isn't already one. This
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lets us treat `hello` exactly like `say hello`.
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use_regex (:obj:`bool`, `optional`, defaults to :obj:`True`):
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Set this to :obj:`False` to prevent this `pre_tokenizer` from using
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the GPT2 specific regexp for spliting on whitespace.
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"""
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def __init__(self, add_prefix_space=True, use_regex=True):
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pass
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@staticmethod
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def alphabet():
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"""
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Returns the alphabet used by this PreTokenizer.
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Since the ByteLevel works as its name suggests, at the byte level, it
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encodes each byte value to a unique visible character. This means that there is a
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total of 256 different characters composing this alphabet.
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Returns:
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:obj:`List[str]`: A list of characters that compose the alphabet
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"""
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class CharDelimiterSplit(PreTokenizer):
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"""
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This pre-tokenizer simply splits on the provided char. Works like `.split(delimiter)`
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Args:
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delimiter: str:
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The delimiter char that will be used to split input
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"""
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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|
|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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|
keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class Digits(PreTokenizer):
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"""
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This pre-tokenizer simply splits using the digits in separate tokens
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Args:
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individual_digits (:obj:`bool`, `optional`, defaults to :obj:`False`):
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If set to True, digits will each be separated as follows::
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"Call 123 please" -> "Call ", "1", "2", "3", " please"
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If set to False, digits will grouped as follows::
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"Call 123 please" -> "Call ", "123", " please"
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"""
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def __init__(self, individual_digits=False):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class Metaspace(PreTokenizer):
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"""
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Metaspace pre-tokenizer
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This pre-tokenizer replaces any whitespace by the provided replacement character.
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It then tries to split on these spaces.
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Args:
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replacement (:obj:`str`, `optional`, defaults to :obj:`▁`):
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The replacement character. Must be exactly one character. By default we
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use the `▁` (U+2581) meta symbol (Same as in SentencePiece).
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prepend_scheme (:obj:`str`, `optional`, defaults to :obj:`"always"`):
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Whether to add a space to the first word if there isn't already one. This
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lets us treat `hello` exactly like `say hello`.
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Choices: "always", "never", "first". First means the space is only added on the first
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token (relevant when special tokens are used or other pre_tokenizer are used).
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"""
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def __init__(self, replacement="_", prepend_scheme="always", split=True):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
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|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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|
keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class Punctuation(PreTokenizer):
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"""
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This pre-tokenizer simply splits on punctuation as individual characters.
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Args:
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behavior (:class:`~tokenizers.SplitDelimiterBehavior`):
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The behavior to use when splitting.
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Choices: "removed", "isolated" (default), "merged_with_previous", "merged_with_next",
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"contiguous"
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"""
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def __init__(self, behavior="isolated"):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
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|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
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keep track of the pre-tokenization, and leverage the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
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alignment, nor does it provide all the capabilities of the
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:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class Sequence(PreTokenizer):
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"""
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This pre-tokenizer composes other pre_tokenizers and applies them in sequence
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"""
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def __init__(self, pretokenizers):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
|
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|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
|
|
keep track of the pre-tokenization, and leverage the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
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the pre-tokenization of a raw string, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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|
This method provides a way to visualize the effect of a
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:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
|
|
alignment, nor does it provide all the capabilities of the
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|
:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class Split(PreTokenizer):
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"""
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Split PreTokenizer
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This versatile pre-tokenizer splits using the provided pattern and
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according to the provided behavior. The pattern can be inverted by
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making use of the invert flag.
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Args:
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pattern (:obj:`str` or :class:`~tokenizers.Regex`):
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A pattern used to split the string. Usually a string or a a regex built with `tokenizers.Regex`
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behavior (:class:`~tokenizers.SplitDelimiterBehavior`):
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The behavior to use when splitting.
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Choices: "removed", "isolated", "merged_with_previous", "merged_with_next",
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"contiguous"
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invert (:obj:`bool`, `optional`, defaults to :obj:`False`):
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Whether to invert the pattern.
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"""
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def __init__(self, pattern, behavior, invert=False):
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pass
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def pre_tokenize(self, pretok):
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"""
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Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
|
|
|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
|
|
keep track of the pre-tokenization, and leverage the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
|
|
the pre-tokenization of a raw string, you can use
|
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
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|
This method provides a way to visualize the effect of a
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|
:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
|
|
alignment, nor does it provide all the capabilities of the
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|
:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
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:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
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Args:
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sequence (:obj:`str`):
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A string to pre-tokeize
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Returns:
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:obj:`List[Tuple[str, Offsets]]`:
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A list of tuple with the pre-tokenized parts and their offsets
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"""
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pass
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class UnicodeScripts(PreTokenizer):
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"""
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This pre-tokenizer splits on characters that belong to different language family
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It roughly follows https://github.com/google/sentencepiece/blob/master/data/Scripts.txt
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Actually Hiragana and Katakana are fused with Han, and 0x30FC is Han too.
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This mimicks SentencePiece Unigram implementation.
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"""
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def __init__(self):
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pass
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def pre_tokenize(self, pretok):
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"""
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|
Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
|
|
|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
|
|
keep track of the pre-tokenization, and leverage the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
|
|
the pre-tokenization of a raw string, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
|
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Args:
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pretok (:class:`~tokenizers.PreTokenizedString):
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The pre-tokenized string on which to apply this
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:class:`~tokenizers.pre_tokenizers.PreTokenizer`
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"""
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pass
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def pre_tokenize_str(self, sequence):
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"""
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Pre tokenize the given string
|
|
|
|
This method provides a way to visualize the effect of a
|
|
:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
|
|
alignment, nor does it provide all the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
|
|
|
|
Args:
|
|
sequence (:obj:`str`):
|
|
A string to pre-tokeize
|
|
|
|
Returns:
|
|
:obj:`List[Tuple[str, Offsets]]`:
|
|
A list of tuple with the pre-tokenized parts and their offsets
|
|
"""
|
|
pass
|
|
|
|
class Whitespace(PreTokenizer):
|
|
"""
|
|
This pre-tokenizer simply splits using the following regex: `\w+|[^\w\s]+`
|
|
"""
|
|
def __init__(self):
|
|
pass
|
|
|
|
def pre_tokenize(self, pretok):
|
|
"""
|
|
Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
|
|
|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
|
|
keep track of the pre-tokenization, and leverage the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
|
|
the pre-tokenization of a raw string, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
|
|
|
|
Args:
|
|
pretok (:class:`~tokenizers.PreTokenizedString):
|
|
The pre-tokenized string on which to apply this
|
|
:class:`~tokenizers.pre_tokenizers.PreTokenizer`
|
|
"""
|
|
pass
|
|
|
|
def pre_tokenize_str(self, sequence):
|
|
"""
|
|
Pre tokenize the given string
|
|
|
|
This method provides a way to visualize the effect of a
|
|
:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
|
|
alignment, nor does it provide all the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
|
|
|
|
Args:
|
|
sequence (:obj:`str`):
|
|
A string to pre-tokeize
|
|
|
|
Returns:
|
|
:obj:`List[Tuple[str, Offsets]]`:
|
|
A list of tuple with the pre-tokenized parts and their offsets
|
|
"""
|
|
pass
|
|
|
|
class WhitespaceSplit(PreTokenizer):
|
|
"""
|
|
This pre-tokenizer simply splits on the whitespace. Works like `.split()`
|
|
"""
|
|
def __init__(self):
|
|
pass
|
|
|
|
def pre_tokenize(self, pretok):
|
|
"""
|
|
Pre-tokenize a :class:`~tokenizers.PyPreTokenizedString` in-place
|
|
|
|
This method allows to modify a :class:`~tokenizers.PreTokenizedString` to
|
|
keep track of the pre-tokenization, and leverage the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you just want to see the result of
|
|
the pre-tokenization of a raw string, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize_str`
|
|
|
|
Args:
|
|
pretok (:class:`~tokenizers.PreTokenizedString):
|
|
The pre-tokenized string on which to apply this
|
|
:class:`~tokenizers.pre_tokenizers.PreTokenizer`
|
|
"""
|
|
pass
|
|
|
|
def pre_tokenize_str(self, sequence):
|
|
"""
|
|
Pre tokenize the given string
|
|
|
|
This method provides a way to visualize the effect of a
|
|
:class:`~tokenizers.pre_tokenizers.PreTokenizer` but it does not keep track of the
|
|
alignment, nor does it provide all the capabilities of the
|
|
:class:`~tokenizers.PreTokenizedString`. If you need some of these, you can use
|
|
:meth:`~tokenizers.pre_tokenizers.PreTokenizer.pre_tokenize`
|
|
|
|
Args:
|
|
sequence (:obj:`str`):
|
|
A string to pre-tokeize
|
|
|
|
Returns:
|
|
:obj:`List[Tuple[str, Offsets]]`:
|
|
A list of tuple with the pre-tokenized parts and their offsets
|
|
"""
|
|
pass
|