
import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


lowercase  :					List[Any]													=       get_tests_dir('fixtures/spiece.model')




@require_sentencepiece
@require_tokenizers
class  lowerCamelCase__							(				__lowercase     ,						unittest.TestCase):




	'''simple docstring'''




	_A								=     DebertaVaTokenizer
	_A								=     DebertaVaTokenizerFast
	_A								=     True
	_A								=     True







	def    _lowerCamelCase				(					self		:Tuple						)		-> Tuple:
								super().setUp()

								# We have a SentencePiece fixture for testing
								__UpperCamelCase	:   Tuple			   =					DebertaVaTokenizer(a     ,   unk_token="<unk>"						)
								tokenizer.save_pretrained(self.tmpdirname						)







	def    _lowerCamelCase				(					self		:int     ,   a		:int						)		-> Tuple:
								__UpperCamelCase	:   List[str]			   =					"this is a test"
								__UpperCamelCase	:   List[Any]			   =					"this is a test"
								return input_text, output_text







	def    _lowerCamelCase				(					self		:int						)		-> Any:
								__UpperCamelCase	:   Union[str, Any]			   =					"<pad>"
								__UpperCamelCase	:   str			   =					0

								self.assertEqual(self.get_tokenizer()._convert_token_to_id(a						)     ,   a						)
								self.assertEqual(self.get_tokenizer()._convert_id_to_token(a						)     ,   a						)







	def    _lowerCamelCase				(					self		:Dict						)		-> Optional[Any]:
								__UpperCamelCase	:   Dict			   =					list(self.get_tokenizer().get_vocab().keys()						)
								self.assertEqual(vocab_keys[0]     ,   "<pad>"						)
								self.assertEqual(vocab_keys[1]     ,   "<unk>"						)
								self.assertEqual(vocab_keys[-1]     ,   "[PAD]"						)
								self.assertEqual(len(a						)     ,   3_0_0_0_1						)







	def    _lowerCamelCase				(					self		:List[Any]						)		-> int:
								self.assertEqual(self.get_tokenizer().vocab_size     ,   3_0_0_0_0						)







	def    _lowerCamelCase				(					self		:int						)		-> List[str]:
								# fmt: off
								__UpperCamelCase	:   List[Any]			   =					" \tHeLLo!how  \n Are yoU?  "
								__UpperCamelCase	:   Dict			   =					["▁hello", "!", "how", "▁are", "▁you", "?"]
								# fmt: on

								__UpperCamelCase	:   List[Any]			   =					DebertaVaTokenizer(a     ,   do_lower_case=a						)
								__UpperCamelCase	:   Tuple			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   Any			   =					DebertaVaTokenizerFast(a     ,   do_lower_case=a						)
								__UpperCamelCase	:   Optional[Any]			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)







	@unittest.skip("There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."						)
	def    _lowerCamelCase				(					self		:List[str]						)		-> Any:
								pass







	@unittest.skip("There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."						)
	def    _lowerCamelCase				(					self		:Optional[Any]						)		-> Optional[int]:
								pass







	def    _lowerCamelCase				(					self		:List[str]						)		-> Union[str, Any]:
								# fmt: off
								__UpperCamelCase	:   Optional[Any]			   =					"I was born in 92000, and this is falsé."
								__UpperCamelCase	:   List[str]			   =					["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
								# fmt: on

								__UpperCamelCase	:   str			   =					DebertaVaTokenizer(a     ,   split_by_punct=a						)
								__UpperCamelCase	:   List[Any]			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   List[Any]			   =					DebertaVaTokenizerFast(a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Optional[int]			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:int						)		-> Union[str, Any]:
								# fmt: off
								__UpperCamelCase	:   Optional[int]			   =					"I was born in 92000, and this is falsé."
								__UpperCamelCase	:   Optional[int]			   =					["▁i", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
								# fmt: on

								__UpperCamelCase	:   Tuple			   =					DebertaVaTokenizer(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Optional[int]			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)
								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   List[Any]			   =					DebertaVaTokenizerFast(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   str			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)
								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:Optional[int]						)		-> List[Any]:
								# fmt: off
								__UpperCamelCase	:   int			   =					"I was born in 92000, and this is falsé."
								__UpperCamelCase	:   Any			   =					["▁i", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", ".", ]
								# fmt: on

								__UpperCamelCase	:   Optional[int]			   =					DebertaVaTokenizer(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Any			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   Optional[int]			   =					DebertaVaTokenizerFast(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   int			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:Union[str, Any]						)		-> str:
								# fmt: off
								__UpperCamelCase	:   List[Any]			   =					"I was born in 92000, and this is falsé."
								__UpperCamelCase	:   Any			   =					["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", "▁", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "▁", ".", ]
								# fmt: on

								__UpperCamelCase	:   int			   =					DebertaVaTokenizer(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Union[str, Any]			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   str			   =					DebertaVaTokenizerFast(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Tuple			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:List[str]						)		-> Tuple:
								# fmt: off
								__UpperCamelCase	:   int			   =					" \tHeLLo!how  \n Are yoU?  "
								__UpperCamelCase	:   Any			   =					["▁", "<unk>", "e", "<unk>", "o", "!", "how", "▁", "<unk>", "re", "▁yo", "<unk>", "?"]
								# fmt: on

								__UpperCamelCase	:   Union[str, Any]			   =					DebertaVaTokenizer(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Any			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   Optional[Any]			   =					DebertaVaTokenizerFast(a     ,   do_lower_case=a     ,   split_by_punct=a						)
								__UpperCamelCase	:   Any			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)

								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:Optional[Any]						)		-> Tuple:
								__UpperCamelCase	:   str			   =					self.get_tokenizer()
								__UpperCamelCase	:   Union[str, Any]			   =					self.get_rust_tokenizer()

								__UpperCamelCase	:   Optional[int]			   =					"I was born in 92000, and this is falsé."

								__UpperCamelCase	:   List[str]			   =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a     ,   add_special_tokens=a						)						)
								__UpperCamelCase	:   Optional[Any]			   =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a     ,   add_special_tokens=a						)						)
								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   str			   =					tokenizer.encode(a     ,   add_special_tokens=a						)
								__UpperCamelCase	:   List[str]			   =					rust_tokenizer.encode(a     ,   add_special_tokens=a						)
								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   Any			   =					self.get_rust_tokenizer()
								__UpperCamelCase	:   Tuple			   =					tokenizer.encode(a						)
								__UpperCamelCase	:   Optional[Any]			   =					rust_tokenizer.encode(a						)
								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:Optional[int]						)		-> List[str]:
								__UpperCamelCase	:   List[str]			   =					"This is a test"
								__UpperCamelCase	:   Optional[int]			   =					[1_3, 1, 4_3_9_8, 2_5, 2_1, 1_2_8_9]
								__UpperCamelCase	:   str			   =					["▁", "T", "his", "▁is", "▁a", "▁test"]
								__UpperCamelCase	:   Dict			   =					["▁", "<unk>", "his", "▁is", "▁a", "▁test"]

								__UpperCamelCase	:   Dict			   =					DebertaVaTokenizer(a     ,   keep_accents=a						)
								__UpperCamelCase	:   Dict			   =					DebertaVaTokenizerFast(a     ,   keep_accents=a						)

								__UpperCamelCase	:   Tuple			   =					tokenizer.encode(a     ,   add_special_tokens=a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   Optional[Any]			   =					tokenizer.tokenize(a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   int			   =					tokenizer.convert_ids_to_tokens(a						)
								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   Tuple			   =					rust_tokenizer.encode(a     ,   add_special_tokens=a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   Tuple			   =					rust_tokenizer.tokenize(a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   List[Any]			   =					rust_tokenizer.convert_ids_to_tokens(a						)
								self.assertListEqual(a     ,   a						)

								# fmt: off
								__UpperCamelCase	:   int			   =					"I was born in 92000, and this is falsé."
								__UpperCamelCase	:   List[Any]			   =					[1_3, 1, 2_3, 3_8_6, 1_9, 5_6_1, 3_0_5_0, 1_5, 1_7, 4_8, 2_5, 8_2_5_6, 1_8, 1, 9]
								__UpperCamelCase	:   Optional[int]			   =					["▁", "I", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "é", ".", ]
								__UpperCamelCase	:   List[str]			   =					["▁", "<unk>", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", ".", ]
								# fmt: on

								__UpperCamelCase	:   Optional[Any]			   =					tokenizer.encode(a     ,   add_special_tokens=a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   Union[str, Any]			   =					tokenizer.tokenize(a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   Tuple			   =					tokenizer.convert_ids_to_tokens(a						)
								self.assertListEqual(a     ,   a						)

								__UpperCamelCase	:   List[Any]			   =					rust_tokenizer.encode(a     ,   add_special_tokens=a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   Any			   =					rust_tokenizer.tokenize(a						)
								self.assertListEqual(a     ,   a						)
								__UpperCamelCase	:   str			   =					rust_tokenizer.convert_ids_to_tokens(a						)
								self.assertListEqual(a     ,   a						)







	def    _lowerCamelCase				(					self		:Tuple						)		-> str:
								__UpperCamelCase	:   Any			   =					DebertaVaTokenizer(a						)

								__UpperCamelCase	:   int			   =					tokenizer.encode("sequence builders"						)
								__UpperCamelCase	:   Optional[Any]			   =					tokenizer.encode("multi-sequence build"						)

								__UpperCamelCase	:   List[Any]			   =					tokenizer.build_inputs_with_special_tokens(a						)
								__UpperCamelCase	:   List[str]			   =					tokenizer.build_inputs_with_special_tokens(a     ,   a						)

								self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]     ,   a						)
								self.assertEqual(
								    [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id]     ,   a     ,   )







	@slow
	def    _lowerCamelCase				(					self		:Union[str, Any]						)		-> int:
								# fmt: off
								__UpperCamelCase	:   str			   =					{"input_ids": [[1, 3_9_8_6_7, 3_6, 1_9_3_9_0, 4_8_6, 2_7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 6_0_6_8_5, 1_2_2_5, 7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 9_3_6_7, 1_6_8_9_9, 1_8, 1_5_9_3_7, 5_3, 5_9_4, 7_7_3, 1_8, 1_6_2_8_7, 3_0_4_6_5, 3_6, 1_5_9_3_7, 6, 4_1_1_3_9, 3_8, 3_6_9_7_9, 6_0_7_6_3, 1_9_1, 6, 3_4_1_3_2, 9_9, 6, 5_0_5_3_8, 3_9_0, 4_3_2_3_0, 6, 3_4_1_3_2, 2_7_7_9, 2_0_8_5_0, 1_4, 6_9_9, 1_0_7_2, 1_1_9_4, 3_6, 3_8_2, 1_0_9_0_1, 5_3, 7, 6_9_9, 1_0_7_2, 2_0_8_4, 3_6, 2_0_4_2_2, 6_3_0, 5_3, 1_9, 1_0_5, 3_0_4_9, 1_8_9_6, 1_0_5_3, 1_6_8_9_9, 1_5_0_6, 1_1, 3_7_9_7_8, 4_2_4_3, 7, 1_2_3_7, 3_1_8_6_9, 2_0_0, 1_6_5_6_6, 6_5_4, 6, 3_5_0_5_2, 8_1_4_3_6, 7, 5_5_6_3_0, 1_3_5_9_3, 4, 2], [1, 2_6, 1_5_0_1_1, 1_3, 6_6_7, 8, 1_0_5_3, 1_8, 2_3_6_1_1, 1_2_3_7, 7_2_3_5_6, 1_2_8_2_0, 3_4, 1_0_4_1_3_4, 1_2_0_9, 3_5, 1_3_3_1_3, 6_6_2_7, 2_1, 2_0_2, 3_4_7, 7, 1_6_4, 2_3_9_9, 1_1, 4_6, 4_4_8_5, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 1_2_3_2, 2_8_6_4, 1_5_7_8_5, 1_4_9_5_1, 1_0_5, 5, 8_5_8_1, 1_2_5_0, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "token_type_ids": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "attention_mask": [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
								# fmt: on

								self.tokenizer_integration_test_util(
								    expected_encoding=a     ,   model_name="microsoft/deberta-v2-xlarge"     ,   revision="ad6e42c1532ddf3a15c39246b63f5559d558b670"     ,   )

import PIL.Image
import PIL.ImageOps
from packaging import version
from PIL import Image


if version.parse(version.parse(PIL.__version__).base_version) >= version.parse('9.1.0'):
		lowercase  :					int													=       {
		    'linear': PIL.Image.Resampling.BILINEAR,
		    'bilinear': PIL.Image.Resampling.BILINEAR,
		    'bicubic': PIL.Image.Resampling.BICUBIC,
		    'lanczos': PIL.Image.Resampling.LANCZOS,
		    'nearest': PIL.Image.Resampling.NEAREST,
		}
else:
		lowercase  :					Any													=       {
		    'linear': PIL.Image.LINEAR,
		    'bilinear': PIL.Image.BILINEAR,
		    'bicubic': PIL.Image.BICUBIC,
		    'lanczos': PIL.Image.LANCZOS,
		    'nearest': PIL.Image.NEAREST,
		}




def 	_SCREAMING_SNAKE_CASE					(		_lowerCamelCase :			int)					->    Any:






							'''simple docstring'''





							__UpperCamelCase	:   Union[str, Any]			   =					(images / 2 + 0.5).clamp(0						,  1)
							__UpperCamelCase	:   int			   =					images.cpu().permute(0						,  2						,  3						,  1).float().numpy()
							__UpperCamelCase	:   Dict			   =					numpy_to_pil(_lowerCamelCase)
							return images




def 	_SCREAMING_SNAKE_CASE					(		_lowerCamelCase :			Optional[Any])					->    Optional[Any]:






							'''simple docstring'''





							if images.ndim == 3:
														__UpperCamelCase	:   Optional[int]			   =					images[None, ...]
							__UpperCamelCase	:   Dict			   =					(images * 255).round().astype("uint8")
							if images.shape[-1] == 1:
														# special case for grayscale (single channel) images
														__UpperCamelCase	:   int			   =					[Image.fromarray(image.squeeze()						,  mode="L") for image in images]
							else:
														__UpperCamelCase	:   Union[str, Any]			   =					[Image.fromarray(_lowerCamelCase) for image in images]

							return pil_images