
import copy
import os
from typing import Union

from ...configuration_utils import PretrainedConfig
from ...utils import logging


__a  			=					logging.get_logger(__name__)

__a  			=					{
    'BAAI/AltCLIP': 'https://huggingface.co/BAAI/AltCLIP/resolve/main/config.json',
    # See all AltCLIP models at https://huggingface.co/models?filter=altclip
}
class  lowercase__(				UpperCAmelCase							):



	"""simple docstring"""




	a			:str         =	'altclip_text_model'
	def __init__(       self  :			Union[str, Any]       ,							SCREAMING_SNAKE_CASE_  :			Union[str, Any]=2_5_0_0_0_2       ,							SCREAMING_SNAKE_CASE_  :			int=1_0_2_4       ,							SCREAMING_SNAKE_CASE_  :			Union[str, Any]=2_4       ,							SCREAMING_SNAKE_CASE_  :			Tuple=1_6       ,							SCREAMING_SNAKE_CASE_  :			Union[str, Any]=4_0_9_6       ,							SCREAMING_SNAKE_CASE_  :			str="gelu"       ,							SCREAMING_SNAKE_CASE_  :			Dict=0.1       ,							SCREAMING_SNAKE_CASE_  :			str=0.1       ,							SCREAMING_SNAKE_CASE_  :			List[str]=5_1_4       ,							SCREAMING_SNAKE_CASE_  :			Union[str, Any]=1       ,							SCREAMING_SNAKE_CASE_  :			Any=0.02       ,							SCREAMING_SNAKE_CASE_  :			Optional[Any]=0.02       ,							SCREAMING_SNAKE_CASE_  :			str=1e-05       ,							SCREAMING_SNAKE_CASE_  :			List[str]=1       ,							SCREAMING_SNAKE_CASE_  :			str=0       ,							SCREAMING_SNAKE_CASE_  :			Dict=2       ,							SCREAMING_SNAKE_CASE_  :			int="absolute"       ,							SCREAMING_SNAKE_CASE_  :			Tuple=True       ,							SCREAMING_SNAKE_CASE_  :			Optional[Any]=7_6_8       ,							**SCREAMING_SNAKE_CASE_  :			int       ,							)       ->     Any:
					super().__init__(pad_token_id=SCREAMING_SNAKE_CASE_       ,							bos_token_id=SCREAMING_SNAKE_CASE_       ,							eos_token_id=SCREAMING_SNAKE_CASE_       ,							**SCREAMING_SNAKE_CASE_       )

					lowercase_       =					vocab_size
					lowercase_       =					hidden_size
					lowercase_       =					num_hidden_layers
					lowercase_       =					num_attention_heads
					lowercase_       =					hidden_act
					lowercase_       =					intermediate_size
					lowercase_       =					hidden_dropout_prob
					lowercase_       =					attention_probs_dropout_prob
					lowercase_       =					max_position_embeddings
					lowercase_       =					type_vocab_size
					lowercase_       =					initializer_range
					lowercase_       =					initializer_factor
					lowercase_       =					layer_norm_eps
					lowercase_       =					position_embedding_type
					lowercase_       =					use_cache
					lowercase_       =					project_dim

class  lowercase__(				UpperCAmelCase							):



	"""simple docstring"""




	a			:Tuple         =	'altclip_vision_model'
	def __init__(       self  :			List[str]       ,							SCREAMING_SNAKE_CASE_  :			List[Any]=7_6_8       ,							SCREAMING_SNAKE_CASE_  :			Dict=3_0_7_2       ,							SCREAMING_SNAKE_CASE_  :			List[Any]=5_1_2       ,							SCREAMING_SNAKE_CASE_  :			Optional[Any]=1_2       ,							SCREAMING_SNAKE_CASE_  :			List[Any]=1_2       ,							SCREAMING_SNAKE_CASE_  :			Dict=3       ,							SCREAMING_SNAKE_CASE_  :			Optional[int]=2_2_4       ,							SCREAMING_SNAKE_CASE_  :			List[str]=3_2       ,							SCREAMING_SNAKE_CASE_  :			Tuple="quick_gelu"       ,							SCREAMING_SNAKE_CASE_  :			Dict=1e-5       ,							SCREAMING_SNAKE_CASE_  :			Dict=0.0       ,							SCREAMING_SNAKE_CASE_  :			Dict=0.02       ,							SCREAMING_SNAKE_CASE_  :			Tuple=1.0       ,							**SCREAMING_SNAKE_CASE_  :			str       ,							)       ->     str:
					super().__init__(**SCREAMING_SNAKE_CASE_       )

					lowercase_       =					hidden_size
					lowercase_       =					intermediate_size
					lowercase_       =					projection_dim
					lowercase_       =					num_hidden_layers
					lowercase_       =					num_attention_heads
					lowercase_       =					num_channels
					lowercase_       =					patch_size
					lowercase_       =					image_size
					lowercase_       =					initializer_range
					lowercase_       =					initializer_factor
					lowercase_       =					attention_dropout
					lowercase_       =					layer_norm_eps
					lowercase_       =					hidden_act




	@classmethod
	def 						_lowercase  (       cls  :			Dict       ,							SCREAMING_SNAKE_CASE_  :			Union[str, os.PathLike]       ,							**SCREAMING_SNAKE_CASE_  :			Optional[Any]       )       ->     "PretrainedConfig":
					cls._set_token_in_kwargs(SCREAMING_SNAKE_CASE_       )

					lowercase_  ,	lowercase_       =					cls.get_config_dict(SCREAMING_SNAKE_CASE_       ,							**SCREAMING_SNAKE_CASE_       )

					# get the vision config dict if we are loading from AltCLIPConfig
					if config_dict.get('''model_type'''       ) == "altclip":
									lowercase_       =					config_dict['''vision_config''']

					if "model_type" in config_dict and hasattr(cls       ,							'''model_type'''       ) and config_dict["model_type"] != cls.model_type:
									logger.warning(
									    f'''You are using a model of type {config_dict['model_type']} to instantiate a model of type '''
									    f'''{cls.model_type}. This is not supported for all configurations of models and can yield errors.'''       )

					return cls.from_dict(SCREAMING_SNAKE_CASE_       ,							**SCREAMING_SNAKE_CASE_       )

class  lowercase__(				UpperCAmelCase							):



	"""simple docstring"""




	a			:Any         =	'altclip'
	a			:List[str]         =	True
	def __init__(       self  :			List[Any]       ,							SCREAMING_SNAKE_CASE_  :			int=None       ,							SCREAMING_SNAKE_CASE_  :			List[Any]=None       ,							SCREAMING_SNAKE_CASE_  :			List[str]=7_6_8       ,							SCREAMING_SNAKE_CASE_  :			Dict=2.65_92       ,							**SCREAMING_SNAKE_CASE_  :			List[Any]       )       ->     List[str]:
					# If `_config_dict` exist, we use them for the backward compatibility.
					# We pop out these 2 attributes before calling `super().__init__` to avoid them being saved (which causes a lot
					# of confusion!).
					lowercase_       =					kwargs.pop('''text_config_dict'''       ,							SCREAMING_SNAKE_CASE_       )
					lowercase_       =					kwargs.pop('''vision_config_dict'''       ,							SCREAMING_SNAKE_CASE_       )

					super().__init__(**SCREAMING_SNAKE_CASE_       )

					# Instead of simply assigning `[text|vision]_config_dict` to `[text|vision]_config`, we use the values in
					# `[text|vision]_config_dict` to update the values in `[text|vision]_config`. The values should be same in most
					# cases, but we don't want to break anything regarding `_config_dict` that existed before commit `8827e1b2`.
					if text_config_dict is not None:
									if text_config is None:
													lowercase_       =					{}

									# This is the complete result when using `text_config_dict`.
									lowercase_       =					AltCLIPTextConfig(**SCREAMING_SNAKE_CASE_       ).to_dict()

									# Give a warning if the values exist in both `_text_config_dict` and `text_config` but being different.
									for key, value in _text_config_dict.items():
													if key in text_config and value != text_config[key] and key not in ["transformers_version"]:
																	# If specified in `text_config_dict`
																	if key in text_config_dict:
																					lowercase_       =					(
																					    f'''`{key}` is found in both `text_config_dict` and `text_config` but with different values. '''
																					    f'''The value `text_config_dict["{key}"]` will be used instead.'''
																					)
																	# If inferred from default argument values (just to be super careful)
																	else:
																					lowercase_       =					(
																					    f'''`text_config_dict` is provided which will be used to initialize `AltCLIPTextConfig`. The '''
																					    f'''value `text_config["{key}"]` will be overriden.'''
																					)
																	logger.warning(SCREAMING_SNAKE_CASE_       )

            # Update all values in `text_config` with the ones in `_text_config_dict`.
									text_config.update(_text_config_dict       )

					if vision_config_dict is not None:
									if vision_config is None:
													lowercase_       =					{}

									# This is the complete result when using `vision_config_dict`.
									lowercase_       =					AltCLIPVisionConfig(**SCREAMING_SNAKE_CASE_       ).to_dict()
									# convert keys to string instead of integer
									if "id2label" in _vision_config_dict:
													lowercase_       =					{
													    str(SCREAMING_SNAKE_CASE_       ): value for key, value in _vision_config_dict['''id2label'''].items()
													}

									# Give a warning if the values exist in both `_vision_config_dict` and `vision_config` but being different.
									for key, value in _vision_config_dict.items():
													if key in vision_config and value != vision_config[key] and key not in ["transformers_version"]:
																	# If specified in `vision_config_dict`
																	if key in vision_config_dict:
																					lowercase_       =					(
																					    f'''`{key}` is found in both `vision_config_dict` and `vision_config` but with different '''
																					    f'''values. The value `vision_config_dict["{key}"]` will be used instead.'''
																					)
																	# If inferred from default argument values (just to be super careful)
																	else:
																					lowercase_       =					(
																					    f'''`vision_config_dict` is provided which will be used to initialize `AltCLIPVisionConfig`. '''
																					    f'''The value `vision_config["{key}"]` will be overriden.'''
																					)
																	logger.warning(SCREAMING_SNAKE_CASE_       )

            # Update all values in `vision_config` with the ones in `_vision_config_dict`.
									vision_config.update(_vision_config_dict       )

					if text_config is None:
									lowercase_       =					{}
									logger.info('''`text_config` is `None`. Initializing the `AltCLIPTextConfig` with default values.'''       )

					if vision_config is None:
									lowercase_       =					{}
									logger.info('''`vision_config` is `None`. initializing the `AltCLIPVisionConfig` with default values.'''       )

					lowercase_       =					AltCLIPTextConfig(**SCREAMING_SNAKE_CASE_       )
					lowercase_       =					AltCLIPVisionConfig(**SCREAMING_SNAKE_CASE_       )

					lowercase_       =					projection_dim
					lowercase_       =					logit_scale_init_value
					lowercase_       =					1.0
	@classmethod
	def 						_lowercase  (       cls  :			Union[str, Any]       ,							SCREAMING_SNAKE_CASE_  :			AltCLIPTextConfig       ,							SCREAMING_SNAKE_CASE_  :			AltCLIPVisionConfig       ,							**SCREAMING_SNAKE_CASE_  :			Any       )       ->     List[Any]:
					return cls(text_config=text_config.to_dict()       ,							vision_config=vision_config.to_dict()       ,							**SCREAMING_SNAKE_CASE_       )




	def 						_lowercase  (       self  :			Union[str, Any]       )       ->     Dict:
					lowercase_       =					copy.deepcopy(self.__dict__       )
					lowercase_       =					self.text_config.to_dict()
					lowercase_       =					self.vision_config.to_dict()
					lowercase_       =					self.__class__.model_type
					return output






from __future__ import annotations




def 				a						(							snake_case__:					list[int]						,   snake_case__:					int						,   snake_case__:					int						,   snake_case__:					int					):


				'''simple docstring'''
				if (direction == 1 and array[indexa] > array[indexa]) or (
				    direction == 0 and array[indexa] < array[indexa]
				):
								lowercase_  ,	lowercase_       =					array[indexa], array[indexa]




def 				a						(							snake_case__:					list[int]						,   snake_case__:					int						,   snake_case__:					int						,   snake_case__:					int					):


				'''simple docstring'''
				if length > 1:
								lowercase_       =					int(length / 2					)
								for i in range(snake_case__						,   low + middle					):
												comp_and_swap(snake_case__						,   snake_case__						,   i + middle						,   snake_case__					)
								bitonic_merge(snake_case__						,   snake_case__						,   snake_case__						,   snake_case__					)
								bitonic_merge(snake_case__						,   low + middle						,   snake_case__						,   snake_case__					)




def 				a						(							snake_case__:					list[int]						,   snake_case__:					int						,   snake_case__:					int						,   snake_case__:					int					):


				'''simple docstring'''
				if length > 1:
								lowercase_       =					int(length / 2					)
								bitonic_sort(snake_case__						,   snake_case__						,   snake_case__						,   1					)
								bitonic_sort(snake_case__						,   low + middle						,   snake_case__						,   0					)
								bitonic_merge(snake_case__						,   snake_case__						,   snake_case__						,   snake_case__					)


if __name__ == "__main__":
						__a  			=					input('Enter numbers separated by a comma:\n').strip()
						__a  			=					[int(item.strip()) for item in user_input.split(',')]

						bitonic_sort(unsorted, 0, len(unsorted), 1)
						print('\nSorted array in ascending order is: ', end='')
						print(*unsorted, sep=', ')

						bitonic_merge(unsorted, 0, len(unsorted), 0)
						print('Sorted array in descending order is: ', end='')
						print(*unsorted, sep=', ')




