


'''simple docstring'''



import copy
import os
from typing import Union

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


__A		=logging.get_logger(__name__)

__A		={
    'microsoft/git-base': 'https://huggingface.co/microsoft/git-base/resolve/main/config.json',
}


class 						_snake_case   (       _snake_case		):
					lowerCAmelCase :int						=   '''git_vision_model'''




					def __init__( self							,							_lowerCamelCase=768							,							_lowerCamelCase=3072							,							_lowerCamelCase=12							,							_lowerCamelCase=12							,							_lowerCamelCase=3							,							_lowerCamelCase=224							,							_lowerCamelCase=16							,							_lowerCamelCase="quick_gelu"							,							_lowerCamelCase=1e-5							,							_lowerCamelCase=0.0							,							_lowerCamelCase=0.02							,							**_lowerCamelCase							,							):
								super().__init__(**UpperCamelCase__)

								UpperCAmelCase__					:   Union[str, Any]       				=       hidden_size
								UpperCAmelCase__					:   Any       				=       intermediate_size
								UpperCAmelCase__					:   Optional[Any]       				=       num_hidden_layers
								UpperCAmelCase__					:   List[str]       				=       num_attention_heads
								UpperCAmelCase__					:   int       				=       num_channels
								UpperCAmelCase__					:   Union[str, Any]       				=       patch_size
								UpperCAmelCase__					:   Dict       				=       image_size
								UpperCAmelCase__					:   Union[str, Any]       				=       initializer_range
								UpperCAmelCase__					:   Any       				=       attention_dropout
								UpperCAmelCase__					:   int       				=       layer_norm_eps
								UpperCAmelCase__					:   Union[str, Any]       				=       hidden_act




					@classmethod
					def 			snake_case__  ( cls							,							_lowerCamelCase							,							**_lowerCamelCase):
								cls._set_token_in_kwargs(UpperCamelCase__)

								UpperCAmelCase__				,    UpperCAmelCase__					:   Any       				=       cls.get_config_dict(UpperCamelCase__							,							**UpperCamelCase__)

								# get the vision config dict if we are loading from GITConfig
								if config_dict.get("""model_type""") == "git":
											UpperCAmelCase__					:   Union[str, 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(UpperCamelCase__							,							**UpperCamelCase__)


class 						_snake_case   (       _snake_case		):
					lowerCAmelCase :Dict						=   '''git'''




					def __init__( self							,							_lowerCamelCase=None							,							_lowerCamelCase=3_0522							,							_lowerCamelCase=768							,							_lowerCamelCase=6							,							_lowerCamelCase=12							,							_lowerCamelCase=3072							,							_lowerCamelCase="gelu"							,							_lowerCamelCase=0.1							,							_lowerCamelCase=0.1							,							_lowerCamelCase=1024							,							_lowerCamelCase=0.02							,							_lowerCamelCase=1e-1_2							,							_lowerCamelCase=0							,							_lowerCamelCase="absolute"							,							_lowerCamelCase=True							,							_lowerCamelCase=False							,							_lowerCamelCase=101							,							_lowerCamelCase=102							,							_lowerCamelCase=None							,							**_lowerCamelCase							,							):
								super().__init__(bos_token_id=UpperCamelCase__							,							eos_token_id=UpperCamelCase__							,							pad_token_id=UpperCamelCase__							,							**UpperCamelCase__)

								if vision_config is None:
											UpperCAmelCase__					:   List[Any]       				=       {}
											logger.info("""vision_config is None. initializing the GitVisionConfig with default values.""")

								UpperCAmelCase__					:   Dict       				=       GitVisionConfig(**UpperCamelCase__)
								UpperCAmelCase__					:   List[Any]       				=       vocab_size
								UpperCAmelCase__					:   Optional[Any]       				=       hidden_size
								UpperCAmelCase__					:   Optional[int]       				=       num_hidden_layers
								UpperCAmelCase__					:   Optional[Any]       				=       num_attention_heads
								UpperCAmelCase__					:   Tuple       				=       hidden_act
								UpperCAmelCase__					:   Optional[int]       				=       intermediate_size
								UpperCAmelCase__					:   int       				=       hidden_dropout_prob
								UpperCAmelCase__					:   Dict       				=       attention_probs_dropout_prob
								UpperCAmelCase__					:   str       				=       max_position_embeddings
								UpperCAmelCase__					:   Optional[int]       				=       initializer_range
								UpperCAmelCase__					:   List[Any]       				=       layer_norm_eps
								UpperCAmelCase__					:   int       				=       position_embedding_type
								UpperCAmelCase__					:   Optional[int]       				=       use_cache
								UpperCAmelCase__					:   Tuple       				=       tie_word_embeddings
								UpperCAmelCase__					:   str       				=       num_image_with_embedding

								UpperCAmelCase__					:   Optional[Any]       				=       bos_token_id
								UpperCAmelCase__					:   Dict       				=       eos_token_id




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Optional[Any]       				=       copy.deepcopy(self.__dict__)
								UpperCAmelCase__					:   int       				=       self.vision_config.to_dict()
								UpperCAmelCase__					:   Tuple       				=       self.__class__.model_type
								return output



'''simple docstring'''



import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)


class 						_snake_case   (       unittest.TestCase		):




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   str       				=       Vector([1, 2, 3])
								self.assertEqual(x.component(0)							,							1)
								self.assertEqual(x.component(2)							,							3)
								UpperCAmelCase__					:   List[str]       				=       Vector()




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Any       				=       Vector([0, 0, 0, 0, 0, 1])
								self.assertEqual(str(_lowerCamelCase)							,							"""(0,0,0,0,0,1)""")




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Optional[int]       				=       Vector([1, 2, 3, 4])
								self.assertEqual(len(_lowerCamelCase)							,							4)




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   List[str]       				=       Vector([1, 2])
								UpperCAmelCase__					:   Optional[int]       				=       Vector([1, 2, 3, 4, 5])
								UpperCAmelCase__					:   Optional[Any]       				=       Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])
								UpperCAmelCase__					:   Union[str, Any]       				=       Vector([1, -1, 1, -1, 2, -3, 4, -5])
								self.assertAlmostEqual(x.euclidean_length()							,							2.236							,							3)
								self.assertAlmostEqual(y.euclidean_length()							,							7.416							,							3)
								self.assertEqual(z.euclidean_length()							,							0)
								self.assertAlmostEqual(w.euclidean_length()							,							7.616							,							3)




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   int       				=       Vector([1, 2, 3])
								UpperCAmelCase__					:   Optional[Any]       				=       Vector([1, 1, 1])
								self.assertEqual((x + y).component(0)							,							2)
								self.assertEqual((x + y).component(1)							,							3)
								self.assertEqual((x + y).component(2)							,							4)




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Optional[int]       				=       Vector([1, 2, 3])
								UpperCAmelCase__					:   Dict       				=       Vector([1, 1, 1])
								self.assertEqual((x - y).component(0)							,							0)
								self.assertEqual((x - y).component(1)							,							1)
								self.assertEqual((x - y).component(2)							,							2)




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Tuple       				=       Vector([1, 2, 3])
								UpperCAmelCase__					:   Optional[int]       				=       Vector([2, -1, 4])  # for test of dot product
								UpperCAmelCase__					:   Any       				=       Vector([1, -2, -1])
								self.assertEqual(str(x * 3.0)							,							"""(3.0,6.0,9.0)""")
								self.assertEqual((a * b)							,							0)




					def 			snake_case__  ( self):
								self.assertEqual(str(zero_vector(10)).count("""0""")							,							10)




					def 			snake_case__  ( self):
								self.assertEqual(str(unit_basis_vector(3							,							1))							,							"""(0,1,0)""")




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Any       				=       Vector([1, 2, 3])
								UpperCAmelCase__					:   List[str]       				=       Vector([1, 0, 1])
								self.assertEqual(str(axpy(2							,							_lowerCamelCase							,							_lowerCamelCase))							,							"""(3,4,7)""")




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Optional[int]       				=       Vector([1, 0, 0, 0, 0, 0])
								UpperCAmelCase__					:   Optional[int]       				=       x.copy()
								self.assertEqual(str(_lowerCamelCase)							,							str(_lowerCamelCase))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   str       				=       Vector([1, 0, 0])
								x.change_component(0							,							0)
								x.change_component(1							,							1)
								self.assertEqual(str(_lowerCamelCase)							,							"""(0,1,0)""")




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   str       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								self.assertEqual("""|1,2,3|\n|2,4,5|\n|6,7,8|\n"""							,							str(_lowerCamelCase))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   List[str]       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								UpperCAmelCase__					:   Dict       				=       [[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
								for x in range(a.height()):
											for y in range(a.width()):
														self.assertEqual(minors[x][y]							,							a.minor(_lowerCamelCase							,							_lowerCamelCase))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Any       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								UpperCAmelCase__					:   Tuple       				=       [[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
								for x in range(a.height()):
											for y in range(a.width()):
														self.assertEqual(cofactors[x][y]							,							a.cofactor(_lowerCamelCase							,							_lowerCamelCase))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Any       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								self.assertEqual(-5							,							a.determinant())




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   str       				=       Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]							,							3							,							3)
								UpperCAmelCase__					:   List[Any]       				=       Vector([1, 2, 3])
								self.assertEqual("""(14,32,50)"""							,							str(a * x))
								self.assertEqual("""|2,4,6|\n|8,10,12|\n|14,16,18|\n"""							,							str(a * 2))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Union[str, Any]       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								a.change_component(0							,							2							,							5)
								self.assertEqual("""|1,2,5|\n|2,4,5|\n|6,7,8|\n"""							,							str(_lowerCamelCase))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   Any       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								self.assertEqual(7							,							a.component(2							,							1)							,							0.01)




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   str       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								UpperCAmelCase__					:   List[Any]       				=       Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]							,							3							,							3)
								self.assertEqual("""|2,4,10|\n|4,8,10|\n|12,14,18|\n"""							,							str(a + b))




					def 			snake_case__  ( self):
								UpperCAmelCase__					:   List[Any]       				=       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,							3							,							3)
								UpperCAmelCase__					:   Dict       				=       Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]							,							3							,							3)
								self.assertEqual("""|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"""							,							str(a - b))




					def 			snake_case__  ( self):
								self.assertEqual(
								    """|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n"""							,							str(square_zero_matrix(5))							,							)


if __name__ == "__main__":
		unittest.main()