| from __future__ import annotations
|
|
|
| import sys
|
| from functools import lru_cache
|
| from logging import getLogger
|
|
|
| if sys.version_info >= (3, 8):
|
| from typing import final
|
| else:
|
| try:
|
| from typing_extensions import final
|
| except ImportError:
|
|
|
| def final(cls):
|
| return cls
|
|
|
|
|
| from .constant import (
|
| COMMON_CJK_CHARACTERS,
|
| COMMON_SAFE_ASCII_CHARACTERS,
|
| TRACE,
|
| UNICODE_SECONDARY_RANGE_KEYWORD,
|
| _ACCENTUATED,
|
| _ARABIC,
|
| _ARABIC_ISOLATED_FORM,
|
| _CJK,
|
| _HANGUL,
|
| _HIRAGANA,
|
| _KATAKANA,
|
| _LATIN,
|
| _THAI,
|
| )
|
| from .utils import (
|
| _character_flags,
|
| is_emoticon,
|
| is_punctuation,
|
| is_separator,
|
| is_symbol,
|
| remove_accent,
|
| unicode_range,
|
| )
|
|
|
|
|
| _GLYPH_MASK: int = _CJK | _HANGUL | _KATAKANA | _HIRAGANA | _THAI
|
|
|
|
|
| @final
|
| class CharInfo:
|
| """Pre-computed character properties shared across all detectors.
|
|
|
| Instantiated once and reused via :meth:`update` on every character
|
| in the hot loop so that redundant calls to str methods
|
| (``isalpha``, ``isupper``, …) and cached utility functions
|
| (``_character_flags``, ``is_punctuation``, …) are avoided when
|
| several plugins need the same information.
|
| """
|
|
|
| __slots__ = (
|
| "character",
|
| "printable",
|
| "alpha",
|
| "upper",
|
| "lower",
|
| "space",
|
| "digit",
|
| "is_ascii",
|
| "case_variable",
|
| "flags",
|
| "accentuated",
|
| "latin",
|
| "is_cjk",
|
| "is_arabic",
|
| "is_glyph",
|
| "punct",
|
| "sym",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self.character: str = ""
|
| self.printable: bool = False
|
| self.alpha: bool = False
|
| self.upper: bool = False
|
| self.lower: bool = False
|
| self.space: bool = False
|
| self.digit: bool = False
|
| self.is_ascii: bool = False
|
| self.case_variable: bool = False
|
| self.flags: int = 0
|
| self.accentuated: bool = False
|
| self.latin: bool = False
|
| self.is_cjk: bool = False
|
| self.is_arabic: bool = False
|
| self.is_glyph: bool = False
|
| self.punct: bool = False
|
| self.sym: bool = False
|
|
|
| def update(self, character: str) -> None:
|
| """Update all properties for *character* (called once per character)."""
|
| self.character = character
|
|
|
|
|
|
|
| o: int = ord(character)
|
| if o < 128:
|
| self.is_ascii = True
|
| self.accentuated = False
|
| self.is_cjk = False
|
| self.is_arabic = False
|
| self.is_glyph = False
|
|
|
| if 65 <= o <= 90:
|
|
|
| self.alpha = True
|
| self.upper = True
|
| self.lower = False
|
| self.space = False
|
| self.digit = False
|
| self.printable = True
|
| self.case_variable = True
|
| self.flags = _LATIN
|
| self.latin = True
|
| self.punct = False
|
| self.sym = False
|
| elif 97 <= o <= 122:
|
|
|
| self.alpha = True
|
| self.upper = False
|
| self.lower = True
|
| self.space = False
|
| self.digit = False
|
| self.printable = True
|
| self.case_variable = True
|
| self.flags = _LATIN
|
| self.latin = True
|
| self.punct = False
|
| self.sym = False
|
| elif 48 <= o <= 57:
|
|
|
| self.alpha = False
|
| self.upper = False
|
| self.lower = False
|
| self.space = False
|
| self.digit = True
|
| self.printable = True
|
| self.case_variable = False
|
| self.flags = 0
|
| self.latin = False
|
| self.punct = False
|
| self.sym = False
|
| elif o == 32 or (9 <= o <= 13):
|
|
|
| self.alpha = False
|
| self.upper = False
|
| self.lower = False
|
| self.space = True
|
| self.digit = False
|
| self.printable = o == 32
|
| self.case_variable = False
|
| self.flags = 0
|
| self.latin = False
|
| self.punct = False
|
| self.sym = False
|
| else:
|
|
|
| self.printable = character.isprintable()
|
| self.alpha = False
|
| self.upper = False
|
| self.lower = False
|
| self.space = False
|
| self.digit = False
|
| self.case_variable = False
|
| self.flags = 0
|
| self.latin = False
|
| self.punct = is_punctuation(character) if self.printable else False
|
| self.sym = is_symbol(character) if self.printable else False
|
| else:
|
|
|
| self.is_ascii = False
|
| self.printable = character.isprintable()
|
| self.alpha = character.isalpha()
|
| self.upper = character.isupper()
|
| self.lower = character.islower()
|
| self.space = character.isspace()
|
| self.digit = character.isdigit()
|
| self.case_variable = self.lower != self.upper
|
|
|
|
|
| flags: int
|
| if self.alpha:
|
| flags = _character_flags(character)
|
| else:
|
| flags = 0
|
| self.flags = flags
|
| self.accentuated = bool(flags & _ACCENTUATED)
|
| self.latin = bool(flags & _LATIN)
|
| self.is_cjk = bool(flags & _CJK)
|
| self.is_arabic = bool(flags & _ARABIC)
|
| self.is_glyph = bool(flags & _GLYPH_MASK)
|
|
|
|
|
|
|
| self.punct = is_punctuation(character) if self.printable else False
|
| self.sym = is_symbol(character) if self.printable else False
|
|
|
|
|
| class MessDetectorPlugin:
|
| """
|
| Base abstract class used for mess detection plugins.
|
| All detectors MUST extend and implement given methods.
|
| """
|
|
|
| __slots__ = ()
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """
|
| The main routine to be executed upon character.
|
| Insert the logic in witch the text would be considered chaotic.
|
| """
|
| raise NotImplementedError
|
|
|
| def reset(self) -> None:
|
| """
|
| Permit to reset the plugin to the initial state.
|
| """
|
| raise NotImplementedError
|
|
|
| @property
|
| def ratio(self) -> float:
|
| """
|
| Compute the chaos ratio based on what your feed() has seen.
|
| Must NOT be lower than 0.; No restriction gt 0.
|
| """
|
| raise NotImplementedError
|
|
|
|
|
| @final
|
| class TooManySymbolOrPunctuationPlugin(MessDetectorPlugin):
|
| __slots__ = (
|
| "_punctuation_count",
|
| "_symbol_count",
|
| "_character_count",
|
| "_last_printable_char",
|
| "_frenzy_symbol_in_word",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self._punctuation_count: int = 0
|
| self._symbol_count: int = 0
|
| self._character_count: int = 0
|
|
|
| self._last_printable_char: str | None = None
|
| self._frenzy_symbol_in_word: bool = False
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
|
|
| if (
|
| character != self._last_printable_char
|
| and character not in COMMON_SAFE_ASCII_CHARACTERS
|
| ):
|
| if info.punct:
|
| self._punctuation_count += 1
|
| elif not info.digit and info.sym and not is_emoticon(character):
|
| self._symbol_count += 2
|
|
|
| self._last_printable_char = character
|
|
|
| def reset(self) -> None:
|
| self._punctuation_count = 0
|
| self._character_count = 0
|
| self._symbol_count = 0
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count == 0:
|
| return 0.0
|
|
|
| ratio_of_punctuation: float = (
|
| self._punctuation_count + self._symbol_count
|
| ) / self._character_count
|
|
|
| return ratio_of_punctuation if ratio_of_punctuation >= 0.3 else 0.0
|
|
|
|
|
| @final
|
| class TooManyAccentuatedPlugin(MessDetectorPlugin):
|
| __slots__ = ("_character_count", "_accentuated_count")
|
|
|
| def __init__(self) -> None:
|
| self._character_count: int = 0
|
| self._accentuated_count: int = 0
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
|
|
| if info.accentuated:
|
| self._accentuated_count += 1
|
|
|
| def reset(self) -> None:
|
| self._character_count = 0
|
| self._accentuated_count = 0
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count < 8:
|
| return 0.0
|
|
|
| ratio_of_accentuation: float = self._accentuated_count / self._character_count
|
| return ratio_of_accentuation if ratio_of_accentuation >= 0.35 else 0.0
|
|
|
|
|
| @final
|
| class UnprintablePlugin(MessDetectorPlugin):
|
| __slots__ = ("_unprintable_count", "_character_count")
|
|
|
| def __init__(self) -> None:
|
| self._unprintable_count: int = 0
|
| self._character_count: int = 0
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| if (
|
| not info.space
|
| and not info.printable
|
| and character != "\x1a"
|
| and character != "\ufeff"
|
| ):
|
| self._unprintable_count += 1
|
| self._character_count += 1
|
|
|
| def reset(self) -> None:
|
| self._unprintable_count = 0
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count == 0:
|
| return 0.0
|
|
|
| return (self._unprintable_count * 8) / self._character_count
|
|
|
|
|
| @final
|
| class SuspiciousDuplicateAccentPlugin(MessDetectorPlugin):
|
| __slots__ = (
|
| "_successive_count",
|
| "_character_count",
|
| "_last_latin_character",
|
| "_last_was_accentuated",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self._successive_count: int = 0
|
| self._character_count: int = 0
|
|
|
| self._last_latin_character: str | None = None
|
| self._last_was_accentuated: bool = False
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
| if (
|
| self._last_latin_character is not None
|
| and info.accentuated
|
| and self._last_was_accentuated
|
| ):
|
| if info.upper and self._last_latin_character.isupper():
|
| self._successive_count += 1
|
| if remove_accent(character) == remove_accent(self._last_latin_character):
|
| self._successive_count += 1
|
| self._last_latin_character = character
|
| self._last_was_accentuated = info.accentuated
|
|
|
| def reset(self) -> None:
|
| self._successive_count = 0
|
| self._character_count = 0
|
| self._last_latin_character = None
|
| self._last_was_accentuated = False
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count == 0:
|
| return 0.0
|
|
|
| return (self._successive_count * 2) / self._character_count
|
|
|
|
|
| @final
|
| class SuspiciousRange(MessDetectorPlugin):
|
| __slots__ = (
|
| "_suspicious_successive_range_count",
|
| "_character_count",
|
| "_last_printable_seen",
|
| "_last_printable_range",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self._suspicious_successive_range_count: int = 0
|
| self._character_count: int = 0
|
| self._last_printable_seen: str | None = None
|
| self._last_printable_range: str | None = None
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
|
|
| if info.space or info.punct or character in COMMON_SAFE_ASCII_CHARACTERS:
|
| self._last_printable_seen = None
|
| self._last_printable_range = None
|
| return
|
|
|
| if self._last_printable_seen is None:
|
| self._last_printable_seen = character
|
| self._last_printable_range = unicode_range(character)
|
| return
|
|
|
| unicode_range_a: str | None = self._last_printable_range
|
| unicode_range_b: str | None = unicode_range(character)
|
|
|
| if is_suspiciously_successive_range(unicode_range_a, unicode_range_b):
|
| self._suspicious_successive_range_count += 1
|
|
|
| self._last_printable_seen = character
|
| self._last_printable_range = unicode_range_b
|
|
|
| def reset(self) -> None:
|
| self._character_count = 0
|
| self._suspicious_successive_range_count = 0
|
| self._last_printable_seen = None
|
| self._last_printable_range = None
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count <= 13:
|
| return 0.0
|
|
|
| ratio_of_suspicious_range_usage: float = (
|
| self._suspicious_successive_range_count * 2
|
| ) / self._character_count
|
|
|
| return ratio_of_suspicious_range_usage
|
|
|
|
|
| @final
|
| class SuperWeirdWordPlugin(MessDetectorPlugin):
|
| __slots__ = (
|
| "_word_count",
|
| "_bad_word_count",
|
| "_foreign_long_count",
|
| "_is_current_word_bad",
|
| "_foreign_long_watch",
|
| "_character_count",
|
| "_bad_character_count",
|
| "_buffer_length",
|
| "_buffer_last_char",
|
| "_buffer_last_char_accentuated",
|
| "_buffer_accent_count",
|
| "_buffer_glyph_count",
|
| "_buffer_upper_count",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self._word_count: int = 0
|
| self._bad_word_count: int = 0
|
| self._foreign_long_count: int = 0
|
|
|
| self._is_current_word_bad: bool = False
|
| self._foreign_long_watch: bool = False
|
|
|
| self._character_count: int = 0
|
| self._bad_character_count: int = 0
|
|
|
| self._buffer_length: int = 0
|
| self._buffer_last_char: str | None = None
|
| self._buffer_last_char_accentuated: bool = False
|
| self._buffer_accent_count: int = 0
|
| self._buffer_glyph_count: int = 0
|
| self._buffer_upper_count: int = 0
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| if info.alpha:
|
| self._buffer_length += 1
|
| self._buffer_last_char = character
|
|
|
| if info.upper:
|
| self._buffer_upper_count += 1
|
|
|
| self._buffer_last_char_accentuated = info.accentuated
|
|
|
| if info.accentuated:
|
| self._buffer_accent_count += 1
|
| if (
|
| not self._foreign_long_watch
|
| and (not info.latin or info.accentuated)
|
| and not info.is_glyph
|
| ):
|
| self._foreign_long_watch = True
|
| if info.is_glyph:
|
| self._buffer_glyph_count += 1
|
| return
|
| if not self._buffer_length:
|
| return
|
| if info.space or info.punct or is_separator(character):
|
| self._word_count += 1
|
| buffer_length: int = self._buffer_length
|
|
|
| self._character_count += buffer_length
|
|
|
| if buffer_length >= 4:
|
| if self._buffer_accent_count / buffer_length >= 0.5:
|
| self._is_current_word_bad = True
|
| elif (
|
| self._buffer_last_char_accentuated
|
| and self._buffer_last_char.isupper()
|
| and self._buffer_upper_count != buffer_length
|
| ):
|
| self._foreign_long_count += 1
|
| self._is_current_word_bad = True
|
| elif self._buffer_glyph_count == 1:
|
| self._is_current_word_bad = True
|
| self._foreign_long_count += 1
|
| if buffer_length >= 24 and self._foreign_long_watch:
|
| probable_camel_cased: bool = (
|
| self._buffer_upper_count > 0
|
| and self._buffer_upper_count / buffer_length <= 0.3
|
| )
|
|
|
| if not probable_camel_cased:
|
| self._foreign_long_count += 1
|
| self._is_current_word_bad = True
|
|
|
| if self._is_current_word_bad:
|
| self._bad_word_count += 1
|
| self._bad_character_count += buffer_length
|
| self._is_current_word_bad = False
|
|
|
| self._foreign_long_watch = False
|
| self._buffer_length = 0
|
| self._buffer_last_char = None
|
| self._buffer_last_char_accentuated = False
|
| self._buffer_accent_count = 0
|
| self._buffer_glyph_count = 0
|
| self._buffer_upper_count = 0
|
| elif (
|
| character not in {"<", ">", "-", "=", "~", "|", "_"}
|
| and not info.digit
|
| and info.sym
|
| ):
|
| self._is_current_word_bad = True
|
| self._buffer_length += 1
|
| self._buffer_last_char = character
|
| self._buffer_last_char_accentuated = False
|
|
|
| def reset(self) -> None:
|
| self._buffer_length = 0
|
| self._buffer_last_char = None
|
| self._buffer_last_char_accentuated = False
|
| self._is_current_word_bad = False
|
| self._foreign_long_watch = False
|
| self._bad_word_count = 0
|
| self._word_count = 0
|
| self._character_count = 0
|
| self._bad_character_count = 0
|
| self._foreign_long_count = 0
|
| self._buffer_accent_count = 0
|
| self._buffer_glyph_count = 0
|
| self._buffer_upper_count = 0
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._word_count <= 10 and self._foreign_long_count == 0:
|
| return 0.0
|
|
|
| return self._bad_character_count / self._character_count
|
|
|
|
|
| @final
|
| class CjkUncommonPlugin(MessDetectorPlugin):
|
| """
|
| Detect messy CJK text that probably means nothing.
|
| """
|
|
|
| __slots__ = ("_character_count", "_uncommon_count")
|
|
|
| def __init__(self) -> None:
|
| self._character_count: int = 0
|
| self._uncommon_count: int = 0
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
|
|
| if character not in COMMON_CJK_CHARACTERS:
|
| self._uncommon_count += 1
|
|
|
| def reset(self) -> None:
|
| self._character_count = 0
|
| self._uncommon_count = 0
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count < 8:
|
| return 0.0
|
|
|
| uncommon_form_usage: float = self._uncommon_count / self._character_count
|
|
|
|
|
|
|
| return uncommon_form_usage / 10 if uncommon_form_usage > 0.5 else 0.0
|
|
|
|
|
| @final
|
| class ArchaicUpperLowerPlugin(MessDetectorPlugin):
|
| __slots__ = (
|
| "_buf",
|
| "_character_count_since_last_sep",
|
| "_successive_upper_lower_count",
|
| "_successive_upper_lower_count_final",
|
| "_character_count",
|
| "_last_alpha_seen",
|
| "_last_alpha_seen_upper",
|
| "_last_alpha_seen_lower",
|
| "_current_ascii_only",
|
| )
|
|
|
| def __init__(self) -> None:
|
| self._buf: bool = False
|
|
|
| self._character_count_since_last_sep: int = 0
|
|
|
| self._successive_upper_lower_count: int = 0
|
| self._successive_upper_lower_count_final: int = 0
|
|
|
| self._character_count: int = 0
|
|
|
| self._last_alpha_seen: str | None = None
|
| self._last_alpha_seen_upper: bool = False
|
| self._last_alpha_seen_lower: bool = False
|
| self._current_ascii_only: bool = True
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| is_concerned: bool = info.alpha and info.case_variable
|
| chunk_sep: bool = not is_concerned
|
|
|
| if chunk_sep and self._character_count_since_last_sep > 0:
|
| if (
|
| self._character_count_since_last_sep <= 64
|
| and not info.digit
|
| and not self._current_ascii_only
|
| ):
|
| self._successive_upper_lower_count_final += (
|
| self._successive_upper_lower_count
|
| )
|
|
|
| self._successive_upper_lower_count = 0
|
| self._character_count_since_last_sep = 0
|
| self._last_alpha_seen = None
|
| self._buf = False
|
| self._character_count += 1
|
| self._current_ascii_only = True
|
|
|
| return
|
|
|
| if self._current_ascii_only and not info.is_ascii:
|
| self._current_ascii_only = False
|
|
|
| if self._last_alpha_seen is not None:
|
| if (info.upper and self._last_alpha_seen_lower) or (
|
| info.lower and self._last_alpha_seen_upper
|
| ):
|
| if self._buf:
|
| self._successive_upper_lower_count += 2
|
| self._buf = False
|
| else:
|
| self._buf = True
|
| else:
|
| self._buf = False
|
|
|
| self._character_count += 1
|
| self._character_count_since_last_sep += 1
|
| self._last_alpha_seen = character
|
| self._last_alpha_seen_upper = info.upper
|
| self._last_alpha_seen_lower = info.lower
|
|
|
| def reset(self) -> None:
|
| self._character_count = 0
|
| self._character_count_since_last_sep = 0
|
| self._successive_upper_lower_count = 0
|
| self._successive_upper_lower_count_final = 0
|
| self._last_alpha_seen = None
|
| self._last_alpha_seen_upper = False
|
| self._last_alpha_seen_lower = False
|
| self._buf = False
|
| self._current_ascii_only = True
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count == 0:
|
| return 0.0
|
|
|
| return self._successive_upper_lower_count_final / self._character_count
|
|
|
|
|
| @final
|
| class ArabicIsolatedFormPlugin(MessDetectorPlugin):
|
| __slots__ = ("_character_count", "_isolated_form_count")
|
|
|
| def __init__(self) -> None:
|
| self._character_count: int = 0
|
| self._isolated_form_count: int = 0
|
|
|
| def reset(self) -> None:
|
| self._character_count = 0
|
| self._isolated_form_count = 0
|
|
|
| def feed_info(self, character: str, info: CharInfo) -> None:
|
| """Optimized feed using pre-computed character info."""
|
| self._character_count += 1
|
|
|
| if info.flags & _ARABIC_ISOLATED_FORM:
|
| self._isolated_form_count += 1
|
|
|
| @property
|
| def ratio(self) -> float:
|
| if self._character_count < 8:
|
| return 0.0
|
|
|
| isolated_form_usage: float = self._isolated_form_count / self._character_count
|
|
|
| return isolated_form_usage
|
|
|
|
|
| @lru_cache(maxsize=1024)
|
| def is_suspiciously_successive_range(
|
| unicode_range_a: str | None, unicode_range_b: str | None
|
| ) -> bool:
|
| """
|
| Determine if two Unicode range seen next to each other can be considered as suspicious.
|
| """
|
| if unicode_range_a is None or unicode_range_b is None:
|
| return True
|
|
|
| if unicode_range_a == unicode_range_b:
|
| return False
|
|
|
| if "Latin" in unicode_range_a and "Latin" in unicode_range_b:
|
| return False
|
|
|
| if "Emoticons" in unicode_range_a or "Emoticons" in unicode_range_b:
|
| return False
|
|
|
|
|
|
|
| if ("Latin" in unicode_range_a or "Latin" in unicode_range_b) and (
|
| "Combining" in unicode_range_a or "Combining" in unicode_range_b
|
| ):
|
| return False
|
|
|
| keywords_range_a, keywords_range_b = (
|
| unicode_range_a.split(" "),
|
| unicode_range_b.split(" "),
|
| )
|
|
|
| for el in keywords_range_a:
|
| if el in UNICODE_SECONDARY_RANGE_KEYWORD:
|
| continue
|
| if el in keywords_range_b:
|
| return False
|
|
|
|
|
| range_a_jp_chars, range_b_jp_chars = (
|
| unicode_range_a
|
| in (
|
| "Hiragana",
|
| "Katakana",
|
| ),
|
| unicode_range_b in ("Hiragana", "Katakana"),
|
| )
|
| if (range_a_jp_chars or range_b_jp_chars) and (
|
| "CJK" in unicode_range_a or "CJK" in unicode_range_b
|
| ):
|
| return False
|
| if range_a_jp_chars and range_b_jp_chars:
|
| return False
|
|
|
| if "Hangul" in unicode_range_a or "Hangul" in unicode_range_b:
|
| if "CJK" in unicode_range_a or "CJK" in unicode_range_b:
|
| return False
|
| if unicode_range_a == "Basic Latin" or unicode_range_b == "Basic Latin":
|
| return False
|
|
|
|
|
| if ("CJK" in unicode_range_a or "CJK" in unicode_range_b) or (
|
| unicode_range_a in ["Katakana", "Hiragana"]
|
| and unicode_range_b in ["Katakana", "Hiragana"]
|
| ):
|
| if "Punctuation" in unicode_range_a or "Punctuation" in unicode_range_b:
|
| return False
|
| if "Forms" in unicode_range_a or "Forms" in unicode_range_b:
|
| return False
|
| if unicode_range_a == "Basic Latin" or unicode_range_b == "Basic Latin":
|
| return False
|
|
|
| return True
|
|
|
|
|
| @lru_cache(maxsize=2048)
|
| def mess_ratio(
|
| decoded_sequence: str, maximum_threshold: float = 0.2, debug: bool = False
|
| ) -> float:
|
| """
|
| Compute a mess ratio given a decoded bytes sequence. The maximum threshold does stop the computation earlier.
|
| """
|
|
|
| seq_len: int = len(decoded_sequence)
|
|
|
| if seq_len < 511:
|
| step: int = 32
|
| elif seq_len < 1024:
|
| step = 64
|
| else:
|
| step = 128
|
|
|
|
|
|
|
|
|
|
|
| d_sp: TooManySymbolOrPunctuationPlugin = TooManySymbolOrPunctuationPlugin()
|
| d_ta: TooManyAccentuatedPlugin = TooManyAccentuatedPlugin()
|
| d_up: UnprintablePlugin = UnprintablePlugin()
|
| d_sda: SuspiciousDuplicateAccentPlugin = SuspiciousDuplicateAccentPlugin()
|
| d_sr: SuspiciousRange = SuspiciousRange()
|
| d_sw: SuperWeirdWordPlugin = SuperWeirdWordPlugin()
|
| d_cu: CjkUncommonPlugin = CjkUncommonPlugin()
|
| d_au: ArchaicUpperLowerPlugin = ArchaicUpperLowerPlugin()
|
| d_ai: ArabicIsolatedFormPlugin = ArabicIsolatedFormPlugin()
|
|
|
|
|
| d_sp_feed = d_sp.feed_info
|
| d_ta_feed = d_ta.feed_info
|
| d_up_feed = d_up.feed_info
|
| d_sda_feed = d_sda.feed_info
|
| d_sr_feed = d_sr.feed_info
|
| d_sw_feed = d_sw.feed_info
|
| d_cu_feed = d_cu.feed_info
|
| d_au_feed = d_au.feed_info
|
| d_ai_feed = d_ai.feed_info
|
|
|
|
|
| info: CharInfo = CharInfo()
|
| info_update = info.update
|
|
|
| mean_mess_ratio: float
|
|
|
| for block_start in range(0, seq_len, step):
|
| for character in decoded_sequence[block_start : block_start + step]:
|
|
|
| info_update(character)
|
|
|
|
|
| d_up_feed(character, info)
|
| d_sw_feed(character, info)
|
| d_au_feed(character, info)
|
|
|
|
|
| if info.printable:
|
| d_sp_feed(character, info)
|
| d_sr_feed(character, info)
|
|
|
|
|
| if info.alpha:
|
| d_ta_feed(character, info)
|
|
|
| if info.latin:
|
| d_sda_feed(character, info)
|
|
|
| if info.is_cjk:
|
| d_cu_feed(character, info)
|
|
|
| if info.is_arabic:
|
| d_ai_feed(character, info)
|
|
|
| mean_mess_ratio = (
|
| d_sp.ratio
|
| + d_ta.ratio
|
| + d_up.ratio
|
| + d_sda.ratio
|
| + d_sr.ratio
|
| + d_sw.ratio
|
| + d_cu.ratio
|
| + d_au.ratio
|
| + d_ai.ratio
|
| )
|
|
|
| if mean_mess_ratio >= maximum_threshold:
|
| break
|
| else:
|
|
|
| info_update("\n")
|
| d_sw_feed("\n", info)
|
| d_au_feed("\n", info)
|
| d_up_feed("\n", info)
|
|
|
| mean_mess_ratio = (
|
| d_sp.ratio
|
| + d_ta.ratio
|
| + d_up.ratio
|
| + d_sda.ratio
|
| + d_sr.ratio
|
| + d_sw.ratio
|
| + d_cu.ratio
|
| + d_au.ratio
|
| + d_ai.ratio
|
| )
|
|
|
| if debug:
|
| logger = getLogger("charset_normalizer")
|
|
|
| logger.log(
|
| TRACE,
|
| "Mess-detector extended-analysis start. "
|
| f"intermediary_mean_mess_ratio_calc={step} mean_mess_ratio={mean_mess_ratio} "
|
| f"maximum_threshold={maximum_threshold}",
|
| )
|
|
|
| if seq_len > 16:
|
| logger.log(TRACE, f"Starting with: {decoded_sequence[:16]}")
|
| logger.log(TRACE, f"Ending with: {decoded_sequence[-16::]}")
|
|
|
| for dt in [d_sp, d_ta, d_up, d_sda, d_sr, d_sw, d_cu, d_au, d_ai]:
|
| logger.log(TRACE, f"{dt.__class__}: {dt.ratio}")
|
|
|
| return round(mean_mess_ratio, 3)
|
|
|