"""simple docstring"""
import shutil
import tempfile
import unittest

import numpy as np
import pytest

from transformers.testing_utils import require_vision
from transformers.utils import is_vision_available


if is_vision_available():
		from PIL import Image

		from transformers import AutoProcessor, BlipaProcessor, BlipImageProcessor, GPTaTokenizer, PreTrainedTokenizerFast



@require_vision
class 					lowerCAmelCase_      (     unittest.TestCase   ):



				"""simple docstring"""

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     tempfile.mkdtemp()

										snake_case        =     BlipImageProcessor()
										snake_case        =     GPTaTokenizer.from_pretrained('hf-internal-testing/tiny-random-GPT2Model'      )

										snake_case        =     BlipaProcessor(__a						,      __a      )

										processor.save_pretrained(self.tmpdirname      )

				def 						snake_case	(			self						,      **lowerCAmelCase      ):






										"""simple docstring"""

										return AutoProcessor.from_pretrained(self.tmpdirname						,      **__a      ).tokenizer

				def 						snake_case	(			self						,      **lowerCAmelCase      ):






										"""simple docstring"""

										return AutoProcessor.from_pretrained(self.tmpdirname						,      **__a      ).image_processor

				def 						snake_case	(			self      ):






										"""simple docstring"""

										shutil.rmtree(self.tmpdirname      )

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     [np.random.randint(2_55						,      size=(3, 30, 4_00)						,      dtype=np.uinta      )]

										snake_case        =     [Image.fromarray(np.moveaxis(__a						,      0						,      -1      )      ) for x in image_inputs]

										return image_inputs

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     BlipaProcessor(tokenizer=self.get_tokenizer()						,      image_processor=self.get_image_processor()      )
										processor.save_pretrained(self.tmpdirname      )

										snake_case        =     self.get_tokenizer(bos_token='(BOS)'						,      eos_token='(EOS)'      )
										snake_case        =     self.get_image_processor(do_normalize=__a						,      padding_value=1.0      )

										snake_case        =     BlipaProcessor.from_pretrained(
										    self.tmpdirname						,      bos_token='(BOS)'						,      eos_token='(EOS)'						,      do_normalize=__a						,      padding_value=1.0      )

										self.assertEqual(processor.tokenizer.get_vocab()						,      tokenizer_add_kwargs.get_vocab()      )
										self.assertIsInstance(processor.tokenizer						,      __a      )

										self.assertEqual(processor.image_processor.to_json_string()						,      image_processor_add_kwargs.to_json_string()      )
										self.assertIsInstance(processor.image_processor						,      __a      )

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     self.get_image_processor()
										snake_case        =     self.get_tokenizer()

										snake_case        =     BlipaProcessor(tokenizer=__a						,      image_processor=__a      )

										snake_case        =     self.prepare_image_inputs()

										snake_case        =     image_processor(__a						,      return_tensors='np'      )
										snake_case        =     processor(images=__a						,      return_tensors='np'      )

										for key in input_feat_extract.keys():
																self.assertAlmostEqual(input_feat_extract[key].sum()						,      input_processor[key].sum()						,      delta=1E-2      )

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     self.get_image_processor()
										snake_case        =     self.get_tokenizer()

										snake_case        =     BlipaProcessor(tokenizer=__a						,      image_processor=__a      )

										snake_case        =     'lower newer'

										snake_case        =     processor(text=__a      )

										snake_case        =     tokenizer(__a						,      return_token_type_ids=__a      )

										for key in encoded_tok.keys():
																self.assertListEqual(encoded_tok[key]						,      encoded_processor[key]      )

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     self.get_image_processor()
										snake_case        =     self.get_tokenizer()

										snake_case        =     BlipaProcessor(tokenizer=__a						,      image_processor=__a      )

										snake_case        =     'lower newer'
										snake_case        =     self.prepare_image_inputs()

										snake_case        =     processor(text=__a						,      images=__a      )

										self.assertListEqual(list(inputs.keys()      )						,      ['pixel_values', 'input_ids', 'attention_mask']      )

										# test if it raises when no input is passed
										with pytest.raises(__a      ):
																processor()

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     self.get_image_processor()
										snake_case        =     self.get_tokenizer()

										snake_case        =     BlipaProcessor(tokenizer=__a						,      image_processor=__a      )

										snake_case        =     [[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9]]

										snake_case        =     processor.batch_decode(__a      )
										snake_case        =     tokenizer.batch_decode(__a      )

										self.assertListEqual(__a						,      __a      )

				def 						snake_case	(			self      ):






										"""simple docstring"""

										snake_case        =     self.get_image_processor()
										snake_case        =     self.get_tokenizer()

										snake_case        =     BlipaProcessor(tokenizer=__a						,      image_processor=__a      )

										snake_case        =     'lower newer'
										snake_case        =     self.prepare_image_inputs()

										snake_case        =     processor(text=__a						,      images=__a      )

										# For now the processor supports only ['pixel_values', 'input_ids', 'attention_mask']
										self.assertListEqual(list(inputs.keys()      )						,      ['pixel_values', 'input_ids', 'attention_mask']      )



"""simple docstring"""
from ..utils import DummyObject, requires_backends



class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Dict     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Optional[Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Optional[Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Optional[int]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Dict     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Optional[int]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Any     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      List[Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      str     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Tuple     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      str     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Tuple     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Any     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Tuple     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Tuple     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      int     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Any     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Optional[int]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      int     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Dict     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Any     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Union[str, Any]     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      str     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Dict     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )





class 					lowerCAmelCase_      (     metaclass=lowerCAmelCase   ):



				"""simple docstring"""
				_lowerCAmelCase       :      Tuple     					=  ["""sentencepiece"""]

				def __init__(			self						,      *lowerCAmelCase						,      **lowerCAmelCase      ):






										"""simple docstring"""

										requires_backends(self						,      ['sentencepiece']      )


