



import copy
import os
from typing import TYPE_CHECKING, List, Union


if TYPE_CHECKING:
						pass

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


_snake_case	=						logging.get_logger(__name__)

_snake_case	=						{
    "kakaobrain/align-base": "https://huggingface.co/kakaobrain/align-base/resolve/main/config.json",
}



class 						UpperCAmelCase_					( a):
							lowerCamelCase__         =	'align_text_model'







							def __init__(     self,    __a=3_0522,    __a=768,    __a=12,    __a=12,    __a=3072,    __a="gelu",    __a=0.1,    __a=0.1,    __a=512,    __a=2,    __a=0.02,    __a=1E-12,    __a=0,    __a="absolute",    __a=True,    **__a,    ):

														'''simple docstring'''

														super().__init__(**__a)

														_lowerCAmelCase  :							Any				     =					vocab_size
														_lowerCAmelCase  :							Dict				     =					hidden_size
														_lowerCAmelCase  :							Dict				     =					num_hidden_layers
														_lowerCAmelCase  :							Tuple				     =					num_attention_heads
														_lowerCAmelCase  :							Dict				     =					hidden_act
														_lowerCAmelCase  :							int				     =					intermediate_size
														_lowerCAmelCase  :							Union[str, Any]				     =					hidden_dropout_prob
														_lowerCAmelCase  :							str				     =					attention_probs_dropout_prob
														_lowerCAmelCase  :							Tuple				     =					max_position_embeddings
														_lowerCAmelCase  :							Dict				     =					type_vocab_size
														_lowerCAmelCase  :							List[Any]				     =					initializer_range
														_lowerCAmelCase  :							Dict				     =					layer_norm_eps
														_lowerCAmelCase  :							Tuple				     =					position_embedding_type
														_lowerCAmelCase  :							Any				     =					use_cache
														_lowerCAmelCase  :							int				     =					pad_token_id







							@classmethod
							def      snake_case__   (     cls,    __a,    **__a):

														'''simple docstring'''

														cls._set_token_in_kwargs(__a)

														_lowerCAmelCase     ,					_lowerCAmelCase  :							Dict				     =					cls.get_config_dict(__a,    **__a)

														# get the text config dict if we are loading from AlignConfig
														if config_dict.get("model_type") == "align":
																					_lowerCAmelCase  :							str				     =					config_dict["text_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(__a,    **__a)



class 						UpperCAmelCase_					( a):
							lowerCamelCase__         =	'align_vision_model'







							def __init__(     self,    __a = 3,    __a = 600,    __a = 2.0,    __a = 3.1,    __a = 8,    __a = [3, 3, 5, 3, 5, 5, 3],    __a = [32, 16, 24, 40, 80, 112, 192],    __a = [16, 24, 40, 80, 112, 192, 320],    __a = [],    __a = [1, 2, 2, 2, 1, 2, 1],    __a = [1, 2, 2, 3, 3, 4, 1],    __a = [1, 6, 6, 6, 6, 6, 6],    __a = 0.25,    __a = "swish",    __a = 2560,    __a = "mean",    __a = 0.02,    __a = 0.001,    __a = 0.99,    __a = 0.2,    **__a,    ):

														'''simple docstring'''

														super().__init__(**__a)

														_lowerCAmelCase  :							Optional[Any]				     =					num_channels
														_lowerCAmelCase  :							Optional[Any]				     =					image_size
														_lowerCAmelCase  :							Tuple				     =					width_coefficient
														_lowerCAmelCase  :							str				     =					depth_coefficient
														_lowerCAmelCase  :							Optional[int]				     =					depth_divisor
														_lowerCAmelCase  :							Optional[Any]				     =					kernel_sizes
														_lowerCAmelCase  :							Optional[int]				     =					in_channels
														_lowerCAmelCase  :							Union[str, Any]				     =					out_channels
														_lowerCAmelCase  :							Any				     =					depthwise_padding
														_lowerCAmelCase  :							Union[str, Any]				     =					strides
														_lowerCAmelCase  :							Dict				     =					num_block_repeats
														_lowerCAmelCase  :							str				     =					expand_ratios
														_lowerCAmelCase  :							str				     =					squeeze_expansion_ratio
														_lowerCAmelCase  :							str				     =					hidden_act
														_lowerCAmelCase  :							Any				     =					hidden_dim
														_lowerCAmelCase  :							str				     =					pooling_type
														_lowerCAmelCase  :							Union[str, Any]				     =					initializer_range
														_lowerCAmelCase  :							List[str]				     =					batch_norm_eps
														_lowerCAmelCase  :							Optional[int]				     =					batch_norm_momentum
														_lowerCAmelCase  :							List[str]				     =					drop_connect_rate
														_lowerCAmelCase  :							List[Any]				     =					sum(__a) * 4







							@classmethod
							def      snake_case__   (     cls,    __a,    **__a):

														'''simple docstring'''

														cls._set_token_in_kwargs(__a)

														_lowerCAmelCase     ,					_lowerCAmelCase  :							List[Any]				     =					cls.get_config_dict(__a,    **__a)

														# get the vision config dict if we are loading from AlignConfig
														if config_dict.get("model_type") == "align":
																					_lowerCAmelCase  :							Any				     =					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(__a,    **__a)



class 						UpperCAmelCase_					( a):
							lowerCamelCase__         =	'align'
							lowerCamelCase__         =	True







							def __init__(     self,    __a=None,    __a=None,    __a=640,    __a=1.0,    __a=0.02,    **__a,    ):

														'''simple docstring'''

														super().__init__(**__a)

														if text_config is None:
																					_lowerCAmelCase  :							List[Any]				     =					{}
																					logger.info("text_config is None. Initializing the AlignTextConfig with default values.")

														if vision_config is None:
																					_lowerCAmelCase  :							Optional[Any]				     =					{}
																					logger.info("vision_config is None. Initializing the AlignVisionConfig with default values.")

														_lowerCAmelCase  :							int				     =					AlignTextConfig(**__a)
														_lowerCAmelCase  :							int				     =					AlignVisionConfig(**__a)

														_lowerCAmelCase  :							List[Any]				     =					projection_dim
														_lowerCAmelCase  :							Optional[Any]				     =					temperature_init_value
														_lowerCAmelCase  :							int				     =					initializer_range







							@classmethod
							def      snake_case__   (     cls,    __a,    __a,    **__a):

														'''simple docstring'''

														return cls(text_config=text_config.to_dict(),    vision_config=vision_config.to_dict(),    **__a)







							def      snake_case__   (     self):

														'''simple docstring'''

														_lowerCAmelCase  :							List[str]				     =					copy.deepcopy(self.__dict__)
														_lowerCAmelCase  :							Union[str, Any]				     =					self.text_config.to_dict()
														_lowerCAmelCase  :							Optional[Any]				     =					self.vision_config.to_dict()
														_lowerCAmelCase  :							str				     =					self.__class__.model_type
														return output





from __future__ import annotations

from collections.abc import MutableSequence



class 						UpperCAmelCase_					:







							def __init__(     self,    __a,    __a):

														'''simple docstring'''

														if len(__a) != degree + 1:
																					raise ValueError(
																					    "The number of coefficients should be equal to the degree + 1.")

														_lowerCAmelCase  :							list[float]				     =					list(__a)
														_lowerCAmelCase  :							Any				     =					degree







							def __add__(     self,    __a):

														'''simple docstring'''

														if self.degree > polynomial_a.degree:
																					_lowerCAmelCase  :							Dict				     =					self.coefficients[:]
																					for i in range(polynomial_a.degree + 1):
																												coefficients[i] += polynomial_a.coefficients[i]
																					return Polynomial(self.degree,    __a)
														else:
																					_lowerCAmelCase  :							Union[str, Any]				     =					polynomial_a.coefficients[:]
																					for i in range(self.degree + 1):
																												coefficients[i] += self.coefficients[i]
																					return Polynomial(polynomial_a.degree,    __a)







							def __sub__(     self,    __a):

														'''simple docstring'''

														return self + polynomial_a * Polynomial(0,    [-1])







							def __neg__(     self):

														'''simple docstring'''

														return Polynomial(self.degree,    [-c for c in self.coefficients])







							def __mul__(     self,    __a):

														'''simple docstring'''

														_lowerCAmelCase  :							list[float]				     =					[0] * (self.degree + polynomial_a.degree + 1)
														for i in range(self.degree + 1):
																					for j in range(polynomial_a.degree + 1):
																												coefficients[i + j] += (
																												    self.coefficients[i] * polynomial_a.coefficients[j]
																												)

														return Polynomial(self.degree + polynomial_a.degree,    __a)







							def      snake_case__   (     self,    __a):

														'''simple docstring'''

														_lowerCAmelCase  :							int | float				     =					0
														for i in range(self.degree + 1):
																					result += self.coefficients[i] * (substitution**i)
														return result







							def __str__(     self):

														'''simple docstring'''

														_lowerCAmelCase  :							List[str]				     =					""
														for i in range(self.degree,    -1,    -1):
																					if self.coefficients[i] == 0:
																												continue
																					elif self.coefficients[i] > 0:
																												if polynomial:
																																			polynomial += " + "
																					else:
																												polynomial += " - "

																					if i == 0:
																												polynomial += str(abs(self.coefficients[i]))
																					elif i == 1:
																												polynomial += str(abs(self.coefficients[i])) + "x"
																					else:
																												polynomial += str(abs(self.coefficients[i])) + "x^" + str(__a)

														return polynomial







							def __repr__(     self):

														'''simple docstring'''

														return self.__str__()







							def      snake_case__   (     self):

														'''simple docstring'''

														_lowerCAmelCase  :							list[float]				     =					[0] * self.degree
														for i in range(self.degree):
																					_lowerCAmelCase  :							List[Any]				     =					self.coefficients[i + 1] * (i + 1)
														return Polynomial(self.degree - 1,    __a)







							def      snake_case__   (     self,    __a = 0):

														'''simple docstring'''

														_lowerCAmelCase  :							list[float]				     =					[0] * (self.degree + 2)
														_lowerCAmelCase  :							Optional[Any]				     =					constant
														for i in range(self.degree + 1):
																					_lowerCAmelCase  :							Dict				     =					self.coefficients[i] / (i + 1)
														return Polynomial(self.degree + 1,    __a)







							def __eq__(     self,    __a):

														'''simple docstring'''

														if not isinstance(__a,    __a):
																					return False

														if self.degree != polynomial_a.degree:
																					return False

														for i in range(self.degree + 1):
																					if self.coefficients[i] != polynomial_a.coefficients[i]:
																												return False

														return True







							def __ne__(     self,    __a):

														'''simple docstring'''

														return not self.__eq__(__a)
