





'''simple docstring'''

from collections import Counter
import datasets
import transformers
from transformers.convert_slow_tokenizer import SLOW_TO_FAST_CONVERTERS

from transformers.utils import logging

logging.set_verbosity_info()

lowercase_			       =				{
    name: (getattr(transformers, name), getattr(transformers, name + """Fast""")) for name in SLOW_TO_FAST_CONVERTERS
}

lowercase_			       =				datasets.load_dataset("""xnli""", split="""test+validation""")

lowercase_			       =				0
lowercase_			       =				0
lowercase_			       =				0
lowercase_			       =				0





def lowerCamelCase		(  __lowerCamelCase				:					Optional[Any]      , __lowerCamelCase				:					Tuple      , __lowerCamelCase				:					List[str]      , __lowerCamelCase				:					Tuple					)		->Dict:
    if spm_diff == list(reversed(__lowerCamelCase					)					):
        # AAA -> AA+A vs A+AA case.
        return True
    elif len(__lowerCamelCase					) == len(__lowerCamelCase					) and fast.decode(__lowerCamelCase					) == fast.decode(__lowerCamelCase					):
        # Second order OK
        # Barrich -> Barr + ich vs Bar + rich
        return True
    _SCREAMING_SNAKE_CASE             =    slow.encode(slow.decode(__lowerCamelCase					)					)
    _SCREAMING_SNAKE_CASE             =    fast.encode(fast.decode(__lowerCamelCase					)					)
    if spm_reencoded != spm_diff and spm_reencoded == tok_reencoded:
        # Type 3 error.
        # Snehagatha ->
        #       Sne, h, aga, th, a
        #       Sne, ha, gat, ha
        # Encoding the wrong with sp does not even recover what spm gave us
        # It fits tokenizer however...
        return True
    return False





def lowerCamelCase		(  __lowerCamelCase				:					Optional[int]      , __lowerCamelCase				:					List[Any]      , __lowerCamelCase				:					Optional[int]					)		->Union[str, Any]:
    _SCREAMING_SNAKE_CASE             =    fast.encode_plus(__lowerCamelCase					)[0]
    _SCREAMING_SNAKE_CASE             =    enc.offsets
    _SCREAMING_SNAKE_CASE       , _SCREAMING_SNAKE_CASE             =    offsets[idx], offsets[idx - 1]
    if curr is not None and line[curr[0] : curr[1]] == "\u200f":
        return True
    if prev is not None and line[prev[0] : prev[1]] == "\u200f":
        return True





def lowerCamelCase		(  __lowerCamelCase				:					Dict      , __lowerCamelCase				:					Dict      , __lowerCamelCase				:					List[Any]      , __lowerCamelCase				:					Optional[int]      , __lowerCamelCase				:					Optional[int]					)		->List[str]:
    # Encoding can be the same with same result AAA -> A + AA vs AA + A
    # We can check that we use at least exactly the same number of tokens.
    for i, (spm_id, tok_id) in enumerate(zip(__lowerCamelCase      , __lowerCamelCase					)					):
        if spm_id != tok_id:
            break
    _SCREAMING_SNAKE_CASE             =    i
    for i, (spm_id, tok_id) in enumerate(zip(reversed(__lowerCamelCase					)      , reversed(__lowerCamelCase					)					)					):
        if spm_id != tok_id:
            break
    _SCREAMING_SNAKE_CASE             =    len(__lowerCamelCase					) - i

    _SCREAMING_SNAKE_CASE             =    spm_ids[first:last]
    _SCREAMING_SNAKE_CASE             =    tok_ids[first:last]

    if check_diff(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					):
        return True

    if check_LTR_mark(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					):
        return True

    if last - first > 5:
        # We might have twice a single problem, attempt to subdivide the disjointed tokens into smaller problems
        _SCREAMING_SNAKE_CASE             =    Counter(spm_ids[first:last]					)
        _SCREAMING_SNAKE_CASE             =    Counter(tok_ids[first:last]					)

        _SCREAMING_SNAKE_CASE             =    {spm_ for (spm_, si) in spms.items() if toks.get(spm_      , 0					) == si}
        _SCREAMING_SNAKE_CASE             =    3
        for i in range(last - first - min_width					):
            if all(spm_ids[first + i + j] in removable_tokens for j in range(__lowerCamelCase					)					):
                _SCREAMING_SNAKE_CASE             =    [
                    k
                    for k in range(last - first - min_width					)
                    if tok_ids[first + k : first + k + min_width] == spm_ids[first + i : first + i + min_width]
                ]
                for j in possible_matches:
                    if check_diff(spm_ids[first : first + i]      , tok_ids[first : first + j]      , __lowerCamelCase      , __lowerCamelCase					) and check_details(
                        __lowerCamelCase      , spm_ids[first + i : last]      , tok_ids[first + j : last]      , __lowerCamelCase      , __lowerCamelCase      , ):
                        return True

    print(F'Spm: {[fast.decode([spm_ids[i]]					) for i in range(__lowerCamelCase      , __lowerCamelCase					)]}'					)
    try:
        print(F'Tok: {[fast.decode([tok_ids[i]]					) for i in range(__lowerCamelCase      , __lowerCamelCase					)]}'					)
    except Exception:
        pass

    _SCREAMING_SNAKE_CASE             =    fast.decode(spm_ids[:first]					)
    _SCREAMING_SNAKE_CASE             =    fast.decode(spm_ids[last:]					)
    _SCREAMING_SNAKE_CASE             =    fast.decode(spm_ids[first:last]					)
    print()
    print(__lowerCamelCase					)
    return False





def lowerCamelCase		(  __lowerCamelCase				:					Tuple      , __lowerCamelCase				:					List[Any]      , __lowerCamelCase				:					Union[str, Any]					)		->str:
    global perfect
    global imperfect
    global wrong
    global total

    _SCREAMING_SNAKE_CASE             =    slow.encode(__lowerCamelCase					)
    _SCREAMING_SNAKE_CASE             =    fast.encode(__lowerCamelCase					)

    _SCREAMING_SNAKE_CASE             =    False
    total += 1

    if slow_ids != fast_ids:
        if check_details(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					):
            _SCREAMING_SNAKE_CASE             =    True
            imperfect += 1
        else:
            wrong += 1
    else:
        perfect += 1

    if total % 1_0000 == 0:
        print(F'({perfect} / {imperfect} / {wrong} ----- {perfect + imperfect + wrong})'					)

    if skip_assert:
        return

    assert (
        slow_ids == fast_ids
    ), F'line {text} : \n\n{slow_ids}\n{fast_ids}\n\n{slow.tokenize(__lowerCamelCase					)}\n{fast.tokenize(__lowerCamelCase					)}'





def lowerCamelCase		(  __lowerCamelCase				:					Dict      , __lowerCamelCase				:					Union[str, Any]					)		->int:
    global batch_total
    for i in range(len(__lowerCamelCase					)					):
        # premise, all languages
        for text in dataset[i]["premise"].values():
            test_string(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)

        # hypothesis, all languages
        for text in dataset[i]["hypothesis"]["translation"]:
            test_string(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)


if __name__ == "__main__":
      for name, (slow_class, fast_class) in TOKENIZER_CLASSES.items():
            lowercase_			       =				list(slow_class.max_model_input_sizes.keys())
            for checkpoint in checkpoint_names:
                  lowercase_			       =				0
                  lowercase_			       =				0
                  lowercase_			       =				0
                  lowercase_			       =				0

                  print(f"""========================== Checking {name}: {checkpoint} ==========================""")
                  lowercase_			       =				slow_class.from_pretrained(checkpoint, force_download=True)
                  lowercase_			       =				fast_class.from_pretrained(checkpoint, force_download=True)
                  test_tokenizer(slow, fast)
                  print(f"""Accuracy {perfect * 100 / total:.2f}""")










'''simple docstring'''

def lowerCamelCase		(  __lowerCamelCase				:					float      , __lowerCamelCase				:					float      , __lowerCamelCase				:					float					)		->list[int]:
    if hue < 0 or hue > 360:
        raise Exception("""hue should be between 0 and 360"""					)

    if saturation < 0 or saturation > 1:
        raise Exception("""saturation should be between 0 and 1"""					)

    if value < 0 or value > 1:
        raise Exception("""value should be between 0 and 1"""					)

    _SCREAMING_SNAKE_CASE             =    value * saturation
    _SCREAMING_SNAKE_CASE             =    hue / 60
    _SCREAMING_SNAKE_CASE             =    chroma * (1 - abs(hue_section % 2 - 1					))
    _SCREAMING_SNAKE_CASE             =    value - chroma

    if hue_section >= 0 and hue_section <= 1:
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
    elif hue_section > 1 and hue_section <= 2:
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
    elif hue_section > 2 and hue_section <= 3:
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
    elif hue_section > 3 and hue_section <= 4:
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
    elif hue_section > 4 and hue_section <= 5:
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
    else:
        _SCREAMING_SNAKE_CASE             =    round(255 * (chroma + match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (match_value)					)
        _SCREAMING_SNAKE_CASE             =    round(255 * (second_largest_component + match_value)					)

    return [red, green, blue]





def lowerCamelCase		(  __lowerCamelCase				:					int      , __lowerCamelCase				:					int      , __lowerCamelCase				:					int					)		->list[float]:
    if red < 0 or red > 255:
        raise Exception("""red should be between 0 and 255"""					)

    if green < 0 or green > 255:
        raise Exception("""green should be between 0 and 255"""					)

    if blue < 0 or blue > 255:
        raise Exception("""blue should be between 0 and 255"""					)

    _SCREAMING_SNAKE_CASE             =    red / 255
    _SCREAMING_SNAKE_CASE             =    green / 255
    _SCREAMING_SNAKE_CASE             =    blue / 255
    _SCREAMING_SNAKE_CASE             =    max(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)
    _SCREAMING_SNAKE_CASE             =    value - min(__lowerCamelCase      , __lowerCamelCase      , __lowerCamelCase					)
    _SCREAMING_SNAKE_CASE             =    0 if value == 0 else chroma / value

    if chroma == 0:
        _SCREAMING_SNAKE_CASE             =    0.0
    elif value == float_red:
        _SCREAMING_SNAKE_CASE             =    60 * (0 + (float_green - float_blue) / chroma)
    elif value == float_green:
        _SCREAMING_SNAKE_CASE             =    60 * (2 + (float_blue - float_red) / chroma)
    else:
        _SCREAMING_SNAKE_CASE             =    60 * (4 + (float_red - float_green) / chroma)

    _SCREAMING_SNAKE_CASE             =    (hue + 360) % 360

    return [hue, saturation, value]






def lowerCamelCase		(  __lowerCamelCase				:					list[float]      , __lowerCamelCase				:					list[float]					)		->bool:
    _SCREAMING_SNAKE_CASE             =    abs(hsv_a[0] - hsv_a[0]					) < 0.2
    _SCREAMING_SNAKE_CASE             =    abs(hsv_a[1] - hsv_a[1]					) < 0.002
    _SCREAMING_SNAKE_CASE             =    abs(hsv_a[2] - hsv_a[2]					) < 0.002

    return check_hue and check_saturation and check_value



