


'''simple docstring'''
import json
import os
import re
import shutil
import tempfile
import unittest
from typing import Tuple

from transformers import AddedToken, BatchEncoding, ByTaTokenizer
from transformers.utils import cached_property, is_tf_available, is_torch_available

from ...test_tokenization_common import TokenizerTesterMixin


if is_torch_available():
		__snake_case							   =  "pt"
elif is_tf_available():
		__snake_case							   =  "tf"
else:
		__snake_case							   =  "jax"
class      lowercase			(							__lowerCAmelCase			,	unittest.TestCase      ):

		"""simple docstring"""

		_a									=       ByTaTokenizer
		_a									=       False




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							super().setUp()
							UpperCamelCase__     :str							      =				ByTaTokenizer()
							tokenizer.save_pretrained(self.tmpdirname							)




		@cached_property
		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							return ByTaTokenizer.from_pretrained('''google/byt5-small'''							)




		def 					lowerCAmelCase__       (	self					,     **UpperCamelCase_							):

							'''simple docstring'''


							return self.tokenizer_class.from_pretrained(self.tmpdirname					,     **lowerCamelCase__							)




		def 					lowerCAmelCase__       (	self					,     UpperCamelCase_					,     UpperCamelCase_=False					,     UpperCamelCase_=20					,     UpperCamelCase_=5							):

							'''simple docstring'''


							UpperCamelCase__     :List[str]							      =				[]
							for i in range(len(lowerCamelCase__							)							):
												try:
																	UpperCamelCase__     :int							      =				tokenizer.decode([i]					,     clean_up_tokenization_spaces=lowerCamelCase__							)
												except UnicodeDecodeError:
																	pass
												toks.append((i, tok)							)

							UpperCamelCase__     :str							      =				list(filter(lambda UpperCamelCase_							: re.match(r'''^[ a-zA-Z]+$'''					,     t[1]							)					,     lowerCamelCase__							)							)
							UpperCamelCase__     :Any							      =				list(filter(lambda UpperCamelCase_							: [t[0]] == tokenizer.encode(t[1]					,     add_special_tokens=lowerCamelCase__							)					,     lowerCamelCase__							)							)
							if max_length is not None and len(lowerCamelCase__							) > max_length:
												UpperCamelCase__     :str							      =				toks[:max_length]
							if min_length is not None and len(lowerCamelCase__							) < min_length and len(lowerCamelCase__							) > 0:
												while len(lowerCamelCase__							) < min_length:
																	UpperCamelCase__     :str							      =				toks + toks
																	# toks_str = [t[1] for t in toks]
							UpperCamelCase__     :Tuple							      =				[t[0] for t in toks]

							# Ensure consistency
							UpperCamelCase__     :str							      =				tokenizer.decode(lowerCamelCase__					,     clean_up_tokenization_spaces=lowerCamelCase__							)
							if " " not in output_txt and len(lowerCamelCase__							) > 1:
												UpperCamelCase__     :List[str]							      =				(
												    tokenizer.decode([toks_ids[0]]					,     clean_up_tokenization_spaces=lowerCamelCase__							)
												    + ''' '''
												    + tokenizer.decode(toks_ids[1:]					,     clean_up_tokenization_spaces=lowerCamelCase__							)
												)
							if with_prefix_space:
												UpperCamelCase__     :str							      =				''' ''' + output_txt
							UpperCamelCase__     :Optional[Any]							      =				tokenizer.encode(lowerCamelCase__					,     add_special_tokens=lowerCamelCase__							)
							return output_txt, output_ids




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Union[str, Any]							      =				self.ta_base_tokenizer
							UpperCamelCase__     :str							      =				tokenizer(['''hi</s>''', '''I went to the gym</s>''', '''</s>''']							)
							UpperCamelCase__     :Optional[int]							      =				tokenizer(['''hi''', '''I went to the gym''', '''''']							)
							self.assertListEqual(batch_with_eos_added['''input_ids''']					,     batch_without_eos_added['''input_ids''']							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Tuple							      =				self.ta_base_tokenizer
							UpperCamelCase__     :Optional[int]							      =				'''Unicode €.'''
							UpperCamelCase__     :Tuple							      =				tokenizer(lowerCamelCase__							)
							UpperCamelCase__     :Dict							      =				[88, 113, 108, 102, 114, 103, 104, 35, 229, 133, 175, 49, 1]
							self.assertEqual(encoded['''input_ids''']					,     lowerCamelCase__							)

							# decoding
							UpperCamelCase__     :str							      =				tokenizer.decode(lowerCamelCase__							)
							self.assertEqual(lowerCamelCase__					,     '''Unicode €.</s>'''							)

							UpperCamelCase__     :Union[str, Any]							      =				tokenizer('''e è é ê ë'''							)
							UpperCamelCase__     :Any							      =				[104, 35, 198, 171, 35, 198, 172, 35, 198, 173, 35, 198, 174, 1]
							self.assertEqual(encoded['''input_ids''']					,     lowerCamelCase__							)
							# decoding
							UpperCamelCase__     :Union[str, Any]							      =				tokenizer.decode(lowerCamelCase__							)
							self.assertEqual(lowerCamelCase__					,     '''e è é ê ë</s>'''							)

							# encode/decode, but with `encode` instead of `__call__`
							self.assertEqual(tokenizer.decode(tokenizer.encode('''e è é ê ë'''							)							)					,     '''e è é ê ë</s>'''							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Tuple							      =				self.ta_base_tokenizer
							UpperCamelCase__     :Optional[int]							      =				['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
							# fmt: off
							UpperCamelCase__     :List[str]							      =				[68, 35, 111, 114, 113, 106, 35, 115, 100, 117, 100, 106, 117, 100, 115, 107, 35, 105, 114, 117, 35, 118, 120, 112, 112, 100, 117, 108, 125, 100, 119, 108, 114, 113, 49, 1, 0]
							# fmt: on
							UpperCamelCase__     :List[Any]							      =				tokenizer(lowerCamelCase__					,     padding=lowerCamelCase__					,     return_tensors=lowerCamelCase__							)
							self.assertIsInstance(lowerCamelCase__					,     lowerCamelCase__							)

							if FRAMEWORK != "jax":
												UpperCamelCase__     :List[str]							      =				list(batch.input_ids.numpy()[0]							)
							else:
												UpperCamelCase__     :Tuple							      =				list(batch.input_ids.tolist()[0]							)

							self.assertListEqual(lowerCamelCase__					,     lowerCamelCase__							)

							self.assertEqual((2, 37)					,     batch.input_ids.shape							)
							self.assertEqual((2, 37)					,     batch.attention_mask.shape							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Optional[Any]							      =				self.ta_base_tokenizer
							UpperCamelCase__     :Union[str, Any]							      =				['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
							UpperCamelCase__     :Any							      =				tokenizer(lowerCamelCase__					,     padding=lowerCamelCase__					,     return_tensors=lowerCamelCase__							)
							# check if input_ids are returned and no decoder_input_ids
							self.assertIn('''input_ids'''					,     lowerCamelCase__							)
							self.assertIn('''attention_mask'''					,     lowerCamelCase__							)
							self.assertNotIn('''decoder_input_ids'''					,     lowerCamelCase__							)
							self.assertNotIn('''decoder_attention_mask'''					,     lowerCamelCase__							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Optional[int]							      =				self.ta_base_tokenizer
							UpperCamelCase__     :Union[str, Any]							      =				[
							    '''Summary of the text.''',
							    '''Another summary.''',
							]
							UpperCamelCase__     :int							      =				tokenizer(
							    text_target=lowerCamelCase__					,     max_length=32					,     padding='''max_length'''					,     truncation=lowerCamelCase__					,     return_tensors=lowerCamelCase__							)
							self.assertEqual(32					,     targets['''input_ids'''].shape[1]							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Tuple							      =				self.ta_base_tokenizer
							UpperCamelCase__     :List[Any]							      =				['''A long paragraph for summarization. </s>''']
							UpperCamelCase__     :Tuple							      =				['''Summary of the text. </s>''']
							# fmt: off
							UpperCamelCase__     :Optional[int]							      =				[68, 35, 111, 114, 113, 106, 35, 115, 100, 117, 100, 106, 117, 100, 115, 107, 35, 105, 114, 117, 35, 118, 120, 112, 112, 100, 117, 108, 125, 100, 119, 108, 114, 113, 49, 35, 1]
							UpperCamelCase__     :Dict							      =				[86, 120, 112, 112, 100, 117, 124, 35, 114, 105, 35, 119, 107, 104, 35, 119, 104, 123, 119, 49, 35, 1]
							# fmt: on

							UpperCamelCase__     :str							      =				tokenizer(lowerCamelCase__					,     text_target=lowerCamelCase__							)

							self.assertEqual(lowerCamelCase__					,     batch['''input_ids'''][0]							)
							self.assertEqual(lowerCamelCase__					,     batch['''labels'''][0]							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :List[Any]							      =				self.get_tokenizers()
							for tokenizer in tokenizers:
												with self.subTest(F'''{tokenizer.__class__.__name__}'''							):
																	self.assertNotEqual(tokenizer.model_max_length					,     42							)

																	# Now let's start the test
							UpperCamelCase__     :Optional[int]							      =				self.get_tokenizers()
							for tokenizer in tokenizers:
												with self.subTest(F'''{tokenizer.__class__.__name__}'''							):
																	# Isolate this from the other tests because we save additional tokens/etc
																	UpperCamelCase__     :Optional[Any]							      =				tempfile.mkdtemp()

																	UpperCamelCase__     :Optional[Any]							      =				''' He is very happy, UNwant\u00E9d,running'''
																	UpperCamelCase__     :List[str]							      =				tokenizer.encode(lowerCamelCase__					,     add_special_tokens=lowerCamelCase__							)
																	tokenizer.save_pretrained(lowerCamelCase__							)

																	UpperCamelCase__     :str							      =				tokenizer.__class__.from_pretrained(lowerCamelCase__							)
																	UpperCamelCase__     :Optional[int]							      =				after_tokenizer.encode(lowerCamelCase__					,     add_special_tokens=lowerCamelCase__							)
																	self.assertListEqual(lowerCamelCase__					,     lowerCamelCase__							)

																	shutil.rmtree(lowerCamelCase__							)

							UpperCamelCase__     :Union[str, Any]							      =				self.get_tokenizers(model_max_length=42							)
							for tokenizer in tokenizers:
												with self.subTest(F'''{tokenizer.__class__.__name__}'''							):
																	# Isolate this from the other tests because we save additional tokens/etc
																	UpperCamelCase__     :Optional[int]							      =				tempfile.mkdtemp()

																	UpperCamelCase__     :Dict							      =				''' He is very happy, UNwant\u00E9d,running'''
																	tokenizer.add_tokens(['''bim''', '''bambam''']							)
																	UpperCamelCase__     :Any							      =				tokenizer.additional_special_tokens
																	additional_special_tokens.append('''new_additional_special_token'''							)
																	tokenizer.add_special_tokens({'''additional_special_tokens''': additional_special_tokens}							)
																	UpperCamelCase__     :Dict							      =				tokenizer.encode(lowerCamelCase__					,     add_special_tokens=lowerCamelCase__							)
																	tokenizer.save_pretrained(lowerCamelCase__							)

																	UpperCamelCase__     :List[str]							      =				tokenizer.__class__.from_pretrained(lowerCamelCase__							)
																	UpperCamelCase__     :Union[str, Any]							      =				after_tokenizer.encode(lowerCamelCase__					,     add_special_tokens=lowerCamelCase__							)
																	self.assertListEqual(lowerCamelCase__					,     lowerCamelCase__							)
																	self.assertIn('''new_additional_special_token'''					,     after_tokenizer.additional_special_tokens							)
																	self.assertEqual(after_tokenizer.model_max_length					,     42							)

																	UpperCamelCase__     :Tuple							      =				tokenizer.__class__.from_pretrained(lowerCamelCase__					,     model_max_length=43							)
																	self.assertEqual(tokenizer.model_max_length					,     43							)

																	shutil.rmtree(lowerCamelCase__							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :Optional[Any]							      =				[]
							if self.test_slow_tokenizer:
												tokenizer_list.append((self.tokenizer_class, self.get_tokenizer())							)

							if self.test_rust_tokenizer:
												tokenizer_list.append((self.rust_tokenizer_class, self.get_rust_tokenizer())							)

							for tokenizer_class, tokenizer_utils in tokenizer_list:
												with tempfile.TemporaryDirectory() as tmp_dir:
																	tokenizer_utils.save_pretrained(lowerCamelCase__							)

																	with open(os.path.join(lowerCamelCase__					,     '''special_tokens_map.json'''							)					,     encoding='''utf-8'''							) as json_file:
																						UpperCamelCase__     :Optional[int]							      =				json.load(lowerCamelCase__							)

																	with open(os.path.join(lowerCamelCase__					,     '''tokenizer_config.json'''							)					,     encoding='''utf-8'''							) as json_file:
																						UpperCamelCase__     :Optional[Any]							      =				json.load(lowerCamelCase__							)

																	UpperCamelCase__     :Any							      =				[F'''<extra_id_{i}>''' for i in range(125							)]

																	UpperCamelCase__     :List[Any]							      =				added_tokens_extra_ids + [
																	    '''an_additional_special_token'''
																	]
																	UpperCamelCase__     :int							      =				added_tokens_extra_ids + [
																	    '''an_additional_special_token'''
																	]

																	with open(os.path.join(lowerCamelCase__					,     '''special_tokens_map.json'''							)					,     '''w'''					,     encoding='''utf-8'''							) as outfile:
																						json.dump(lowerCamelCase__					,     lowerCamelCase__							)
																	with open(os.path.join(lowerCamelCase__					,     '''tokenizer_config.json'''							)					,     '''w'''					,     encoding='''utf-8'''							) as outfile:
																						json.dump(lowerCamelCase__					,     lowerCamelCase__							)

																	# the following checks allow us to verify that our test works as expected, i.e. that the tokenizer takes
																	# into account the new value of additional_special_tokens given in the "tokenizer_config.json" and
																	# "special_tokens_map.json" files
																	UpperCamelCase__     :List[str]							      =				tokenizer_class.from_pretrained(
																	    lowerCamelCase__					,     )
																	self.assertIn(
																	    '''an_additional_special_token'''					,     tokenizer_without_change_in_init.additional_special_tokens							)
																	# self.assertIn("an_additional_special_token",tokenizer_without_change_in_init.get_vocab()) # ByT5Tokenization no vocab
																	self.assertEqual(
																	    ['''an_additional_special_token''']					,     tokenizer_without_change_in_init.convert_ids_to_tokens(
																	        tokenizer_without_change_in_init.convert_tokens_to_ids(['''an_additional_special_token''']							)							)					,     )

																	# Now we test that we can change the value of additional_special_tokens in the from_pretrained
																	UpperCamelCase__     :List[Any]							      =				added_tokens_extra_ids + [AddedToken('''a_new_additional_special_token'''					,     lstrip=lowerCamelCase__							)]
																	UpperCamelCase__     :Any							      =				tokenizer_class.from_pretrained(
																	    lowerCamelCase__					,     additional_special_tokens=lowerCamelCase__					,     )

																	self.assertIn('''a_new_additional_special_token'''					,     tokenizer.additional_special_tokens							)
																	self.assertEqual(
																	    ['''a_new_additional_special_token''']					,     tokenizer.convert_ids_to_tokens(
																	        tokenizer.convert_tokens_to_ids(['''a_new_additional_special_token''']							)							)					,     )




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :List[Any]							      =				[]
							if self.test_slow_tokenizer:
												tokenizer_list.append((self.tokenizer_class, self.get_tokenizer())							)

							if self.test_rust_tokenizer:
												tokenizer_list.append((self.rust_tokenizer_class, self.get_rust_tokenizer())							)

							for tokenizer_class, tokenizer_utils in tokenizer_list:
												with tempfile.TemporaryDirectory() as tmp_dir:
																	tokenizer_utils.save_pretrained(lowerCamelCase__							)

																	UpperCamelCase__     :Optional[Any]							      =				tokenizer_class.from_pretrained(lowerCamelCase__							)

																	self.assertTrue(tokenizer.decode([255]							) == ''''''							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							pass




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							pass




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							pass




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							pass




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :str							      =				self.get_tokenizers(fast=lowerCamelCase__					,     do_lower_case=lowerCamelCase__							)
							for tokenizer in tokenizers:
												with self.subTest(F'''{tokenizer.__class__.__name__}'''							):
																	UpperCamelCase__     :Union[str, Any]							      =				['''t''', '''h''', '''i''', '''s''', ''' ''', '''i''', '''s''', ''' ''', '''a''', ''' ''', '''t''', '''e''', '''x''', '''t''', '''</s>''']
																	UpperCamelCase__     :Any							      =				tokenizer.convert_tokens_to_string(lowerCamelCase__							)

																	self.assertIsInstance(lowerCamelCase__					,     lowerCamelCase__							)




		def 					lowerCAmelCase__       (	self							):

							'''simple docstring'''


							UpperCamelCase__     :List[str]							      =				self.get_tokenizers()
							for tokenizer in tokenizers:
												with self.subTest(F'''{tokenizer.__class__.__name__}'''							):
																	UpperCamelCase__     :List[str]							      =				[
																	    '''bos_token''',
																	    '''eos_token''',
																	    '''unk_token''',
																	    '''sep_token''',
																	    '''pad_token''',
																	    '''cls_token''',
																	    '''mask_token''',
																	]

																	UpperCamelCase__     :int							      =				0
																	UpperCamelCase__     :Dict							      =				tokenizer.convert_ids_to_tokens(
																	    lowerCamelCase__					,     skip_special_tokens=lowerCamelCase__							)

																	for attr in attributes_list:
																						setattr(lowerCamelCase__					,     attr + '''_id'''					,     lowerCamelCase__							)
																						self.assertEqual(getattr(lowerCamelCase__					,     lowerCamelCase__							)					,     lowerCamelCase__							)
																						self.assertEqual(getattr(lowerCamelCase__					,     attr + '''_id'''							)					,     lowerCamelCase__							)

																						setattr(lowerCamelCase__					,     attr + '''_id'''					,     lowerCamelCase__							)
																						self.assertEqual(getattr(lowerCamelCase__					,     lowerCamelCase__							)					,     lowerCamelCase__							)
																						self.assertEqual(getattr(lowerCamelCase__					,     attr + '''_id'''							)					,     lowerCamelCase__							)

																	setattr(lowerCamelCase__					,     '''additional_special_tokens_ids'''					,     []							)
																	self.assertListEqual(getattr(lowerCamelCase__					,     '''additional_special_tokens'''							)					,     []							)
																	self.assertListEqual(getattr(lowerCamelCase__					,     '''additional_special_tokens_ids'''							)					,     []							)

																	setattr(lowerCamelCase__					,     '''additional_special_tokens_ids'''					,     [token_id_to_test_setters]							)
																	self.assertListEqual(getattr(lowerCamelCase__					,     '''additional_special_tokens'''							)					,     [token_to_test_setters]							)
																	self.assertListEqual(getattr(lowerCamelCase__					,     '''additional_special_tokens_ids'''							)					,     [token_id_to_test_setters]							)



'''simple docstring'''
import json
import sys


def     a   (    __a				,      __a     )						->			str:



					'''simple docstring'''






					with open(__a				,      encoding='''utf-8'''     ) as f:
										UpperCamelCase__     :List[str]							      =				json.load(__a     )

					UpperCamelCase__     :int							      =				['''<details>''', '''<summary>Show updated benchmarks!</summary>''', ''' ''']

					for benchmark_name in sorted(__a     ):
										UpperCamelCase__     :Optional[Any]							      =				results[benchmark_name]

										UpperCamelCase__     :int							      =				benchmark_name.split('''/'''     )[-1]
										output_md.append(f'''### Benchmark: {benchmark_file_name}'''     )

										UpperCamelCase__     :List[str]							      =				'''| metric |'''
										UpperCamelCase__     :str							      =				'''|--------|'''
										UpperCamelCase__     :Union[str, Any]							      =				'''| new / old (diff) |'''
										for metric_name in sorted(__a     ):
															UpperCamelCase__     :List[Any]							      =				benchmark_res[metric_name]
															UpperCamelCase__     :Optional[int]							      =				metric_vals['''new''']
															UpperCamelCase__     :Any							      =				metric_vals.get('''old'''				,      __a     )
															UpperCamelCase__     :Optional[int]							      =				metric_vals.get('''diff'''				,      __a     )

															UpperCamelCase__     :List[str]							      =				f''' {new_val:f}''' if isinstance(__a				,      (int, float)     ) else '''None'''

															if old_val is not None:
																				val_str += f''' / {old_val:f}''' if isinstance(__a				,      (int, float)     ) else "None"
															if dif_val is not None:
																				val_str += f''' ({dif_val:f})''' if isinstance(__a				,      (int, float)     ) else "None"

															title += " " + metric_name + " |"
															lines += "---|"
															value += val_str + " |"

										output_md += [title, lines, value, " "]

					output_md.append('''</details>'''     )

					with open(__a				,      '''w'''				,      encoding='''utf-8'''     ) as f:
										f.writelines('''\n'''.join(__a     )     )


if __name__ == "__main__":
		__snake_case							   =  sys.argv[1]
		__snake_case							   =  sys.argv[2]

		format_json_to_md(input_json_file, output_md_file)