'''simple docstring'''





import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin




class 			__A (					UpperCamelCase__						,      unittest.TestCase      ):
    a__			:		Any			  =    ProphetNetTokenizer
    a__			:		List[str]			  =    False



    def    _lowercase		(self       :       List[Any]					):
         super().setUp()

         UpperCAmelCase_			       =  [
             "[UNK]",
             "[CLS]",
             "[SEP]",
             "[PAD]",
             "[MASK]",
             "want",
             "##want",
             "##ed",
             "wa",
             "un",
             "runn",
             "##ing",
             ",",
             "low",
             "lowest",
         ]
         UpperCAmelCase_			       =  os.path.join(self.tmpdirname  ,     VOCAB_FILES_NAMES["vocab_file"]					)
         with open(self.vocab_file  ,     "w"  ,     encoding="utf-8"					) as vocab_writer:
              vocab_writer.write("".join([x + "\n" for x in vocab_tokens]					)					)



    def    _lowercase		(self       :       int  ,     __a       :       Dict					):
         UpperCAmelCase_			       =  "UNwant\u00E9d,running"
         UpperCAmelCase_			       =  "unwanted, running"
         return input_text, output_text



    def    _lowercase		(self       :       str					):
         UpperCAmelCase_			       =  self.tokenizer_class(self.vocab_file					)

         UpperCAmelCase_			       =  tokenizer.tokenize("UNwant\u00E9d,running"					)
         self.assertListEqual(__a  ,     ["un", "##want", "##ed", ",", "runn", "##ing"]					)
         self.assertListEqual(tokenizer.convert_tokens_to_ids(__a					)  ,     [9, 6, 7, 12, 10, 11]					)



    def    _lowercase		(self       :       List[str]					):
         UpperCAmelCase_			       =  BasicTokenizer()

         self.assertListEqual(tokenizer.tokenize("ah\u535A\u63A8zz"					)  ,     ["ah", "\u535A", "\u63A8", "zz"]					)



    def    _lowercase		(self       :       Any					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHeLLo!how  \n Are yoU?  "					)  ,     ["hello", "!", "how", "are", "you", "?"]					)
         self.assertListEqual(tokenizer.tokenize("H\u00E9llo"					)  ,     ["hello"]					)



    def    _lowercase		(self       :       int					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a  ,     strip_accents=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "					)  ,     ["hällo", "!", "how", "are", "you", "?"]					)
         self.assertListEqual(tokenizer.tokenize("H\u00E9llo"					)  ,     ["h\u00E9llo"]					)



    def    _lowercase		(self       :       Optional[int]					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a  ,     strip_accents=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "					)  ,     ["hallo", "!", "how", "are", "you", "?"]					)
         self.assertListEqual(tokenizer.tokenize("H\u00E9llo"					)  ,     ["hello"]					)



    def    _lowercase		(self       :       Union[str, Any]					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "					)  ,     ["hallo", "!", "how", "are", "you", "?"]					)
         self.assertListEqual(tokenizer.tokenize("H\u00E9llo"					)  ,     ["hello"]					)



    def    _lowercase		(self       :       int					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHeLLo!how  \n Are yoU?  "					)  ,     ["HeLLo", "!", "how", "Are", "yoU", "?"]					)



    def    _lowercase		(self       :       Union[str, Any]					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a  ,     strip_accents=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "					)  ,     ["HäLLo", "!", "how", "Are", "yoU", "?"]					)



    def    _lowercase		(self       :       List[str]					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a  ,     strip_accents=__a					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "					)  ,     ["HaLLo", "!", "how", "Are", "yoU", "?"]					)



    def    _lowercase		(self       :       Tuple					):
         UpperCAmelCase_			       =  BasicTokenizer(do_lower_case=__a  ,     never_split=["[UNK]"]					)

         self.assertListEqual(
             tokenizer.tokenize(" \tHeLLo!how  \n Are yoU? [UNK]"					)  ,     ["HeLLo", "!", "how", "Are", "yoU", "?", "[UNK]"]					)



    def    _lowercase		(self       :       int					):
         UpperCAmelCase_			       =  ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

         UpperCAmelCase_			       =  {}
         for i, token in enumerate(__a					):
              UpperCAmelCase_			       =  i
         UpperCAmelCase_			       =  WordpieceTokenizer(vocab=__a  ,     unk_token="[UNK]"					)

         self.assertListEqual(tokenizer.tokenize(""					)  ,     []					)

         self.assertListEqual(tokenizer.tokenize("unwanted running"					)  ,     ["un", "##want", "##ed", "runn", "##ing"]					)

         self.assertListEqual(tokenizer.tokenize("unwantedX running"					)  ,     ["[UNK]", "runn", "##ing"]					)



    @require_torch
    def    _lowercase		(self       :       str					):
         UpperCAmelCase_			       =  self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"					)

         UpperCAmelCase_			       =  ["A long paragraph for summarization.", "Another paragraph for summarization."]
         UpperCAmelCase_			       =  [1037, 2146, 20423, 2005, 7680, 7849, 3989, 1012, 102]
         UpperCAmelCase_			       =  tokenizer(__a  ,     padding=__a  ,     return_tensors="pt"					)
         self.assertIsInstance(__a  ,     __a					)
         UpperCAmelCase_			       =  list(batch.input_ids.numpy()[0]					)
         self.assertListEqual(__a  ,     __a					)

         self.assertEqual((2, 9)  ,     batch.input_ids.shape					)
         self.assertEqual((2, 9)  ,     batch.attention_mask.shape					)



    def    _lowercase		(self       :       Any					):
         self.assertTrue(_is_whitespace(" "					)					)
         self.assertTrue(_is_whitespace("\t"					)					)
         self.assertTrue(_is_whitespace("\r"					)					)
         self.assertTrue(_is_whitespace("\n"					)					)
         self.assertTrue(_is_whitespace("\u00A0"					)					)

         self.assertFalse(_is_whitespace("A"					)					)
         self.assertFalse(_is_whitespace("-"					)					)



    def    _lowercase		(self       :       Optional[Any]					):
         self.assertTrue(_is_control("\u0005"					)					)

         self.assertFalse(_is_control("A"					)					)
         self.assertFalse(_is_control(" "					)					)
         self.assertFalse(_is_control("\t"					)					)
         self.assertFalse(_is_control("\r"					)					)



    def    _lowercase		(self       :       Optional[Any]					):
         self.assertTrue(_is_punctuation("-"					)					)
         self.assertTrue(_is_punctuation("$"					)					)
         self.assertTrue(_is_punctuation("`"					)					)
         self.assertTrue(_is_punctuation("."					)					)

         self.assertFalse(_is_punctuation("A"					)					)
         self.assertFalse(_is_punctuation(" "					)					)






    @slow
    def    _lowercase		(self       :       int					):
         UpperCAmelCase_			       =  self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"					)

         UpperCAmelCase_			       =  tokenizer.encode("sequence builders"  ,     add_special_tokens=__a					)
         UpperCAmelCase_			       =  tokenizer.encode("multi-sequence build"  ,     add_special_tokens=__a					)

         UpperCAmelCase_			       =  tokenizer.build_inputs_with_special_tokens(__a					)
         UpperCAmelCase_			       =  tokenizer.build_inputs_with_special_tokens(__a  ,     __a					)

         assert encoded_sentence == text + [102]
         assert encoded_pair == text + [102] + text_a + [102]












from math import pow, sqrt





def    __lowerCAmelCase   (    *__snake_case							):
     __lowerCAmelCase             =       len(__snake_case							) > 0 and all(value > 0.0 for value in values							)
     return result





def    __lowerCAmelCase   (    __snake_case       ,			__snake_case							):
     return (
         round(sqrt(molar_mass_a / molar_mass_a							)       ,			6							)
         if validate(__snake_case       ,			__snake_case							)
         else ValueError("Input Error: Molar mass values must greater than 0."							)
     )





def    __lowerCAmelCase   (    __snake_case       ,			__snake_case       ,			__snake_case							):
     return (
         round(effusion_rate * sqrt(molar_mass_a / molar_mass_a							)       ,			6							)
         if validate(__snake_case       ,			__snake_case       ,			__snake_case							)
         else ValueError(
             "Input Error: Molar mass and effusion rate values must greater than 0."							)
     )





def    __lowerCAmelCase   (    __snake_case       ,			__snake_case       ,			__snake_case							):
     return (
         round(effusion_rate / sqrt(molar_mass_a / molar_mass_a							)       ,			6							)
         if validate(__snake_case       ,			__snake_case       ,			__snake_case							)
         else ValueError(
             "Input Error: Molar mass and effusion rate values must greater than 0."							)
     )





def    __lowerCAmelCase   (    __snake_case       ,			__snake_case       ,			__snake_case							):
     return (
         round(molar_mass / pow(effusion_rate_a / effusion_rate_a       ,			2							)       ,			6							)
         if validate(__snake_case       ,			__snake_case       ,			__snake_case							)
         else ValueError(
             "Input Error: Molar mass and effusion rate values must greater than 0."							)
     )





def    __lowerCAmelCase   (    __snake_case       ,			__snake_case       ,			__snake_case							):
     return (
         round(pow(effusion_rate_a / effusion_rate_a       ,			2							) / molar_mass       ,			6							)
         if validate(__snake_case       ,			__snake_case       ,			__snake_case							)
         else ValueError(
             "Input Error: Molar mass and effusion rate values must greater than 0."							)
     )






