
import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import CONFIG_MAPPING


SCREAMING_SNAKE_CASE				:int									=							logging.get_logger(__name__)





class 				UpperCAmelCase (    __SCREAMING_SNAKE_CASE    ):




	'''simple docstring'''





	snake_case_          =	"upernet"






	def __init__(			self   :					List[Any]				,A   :					List[Any]=None				,A   :					Optional[Any]=5_12				,A   :					Union[str, Any]=0.02				,A   :					Any=[1, 2, 3, 6]				,A   :					Dict=True				,A   :					List[Any]=0.4				,A   :					Dict=3_84				,A   :					List[str]=2_56				,A   :					List[str]=1				,A   :					Optional[Any]=False				,A   :					List[Any]=2_55				,**A   :					str				,):
					super().__init__(**A					)

					if backbone_config is None:
									logger.info("`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."					)
									__A       =					CONFIG_MAPPING["resnet"](out_features=["stage1", "stage2", "stage3", "stage4"]					)
					elif isinstance(A				,A					):
									__A       =					backbone_config.get("model_type"					)
									__A       =					CONFIG_MAPPING[backbone_model_type]
									__A       =					config_class.from_dict(A					)

					__A       =					backbone_config
					__A       =					hidden_size
					__A       =					initializer_range
					__A       =					pool_scales
					__A       =					use_auxiliary_head
					__A       =					auxiliary_loss_weight
					__A       =					auxiliary_in_channels
					__A       =					auxiliary_channels
					__A       =					auxiliary_num_convs
					__A       =					auxiliary_concat_input
					__A       =					loss_ignore_index







	def 							UpperCamelCase_    (			self   :					Union[str, Any]					):
					__A       =					copy.deepcopy(self.__dict__					)
					__A       =					self.backbone_config.to_dict()
					__A       =					self.__class__.model_type
					return output




from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching





def 						_lowerCAmelCase							(     )    ->						Tuple:


						'''simple docstring'''






						import os as original_os
						from os import path as original_path
						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join

						__snake_case				=		"__test_patch_submodule_mock__"
						with patch_submodule(_test_patching   ,						"os.path.join"   ,						_lowerCAmelCase			):
												# Every way to access os.path.join must be patched, and the rest must stay untouched

												# check os.path.join
												assert isinstance(_test_patching.os   ,						_PatchedModuleObj			)
												assert isinstance(_test_patching.os.path   ,						_PatchedModuleObj			)
												assert _test_patching.os.path.join is mock

												# check path.join
												assert isinstance(_test_patching.path   ,						_PatchedModuleObj			)
												assert _test_patching.path.join is mock

												# check join
												assert _test_patching.join is mock

												# check that the other attributes are untouched
												assert _test_patching.os.rename is original_rename
												assert _test_patching.path.dirname is original_dirname
												assert _test_patching.os.path.dirname is original_dirname

												# Even renamed modules or objects must be patched

												# check renamed_os.path.join
												assert isinstance(_test_patching.renamed_os   ,						_PatchedModuleObj			)
												assert isinstance(_test_patching.renamed_os.path   ,						_PatchedModuleObj			)
												assert _test_patching.renamed_os.path.join is mock

												# check renamed_path.join
												assert isinstance(_test_patching.renamed_path   ,						_PatchedModuleObj			)
												assert _test_patching.renamed_path.join is mock

												# check renamed_join
												assert _test_patching.renamed_join is mock

												# check that the other attributes are untouched
												assert _test_patching.renamed_os.rename is original_rename
												assert _test_patching.renamed_path.dirname is original_dirname
												assert _test_patching.renamed_os.path.dirname is original_dirname

						# check that everthing is back to normal when the patch is over

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join





def 						_lowerCAmelCase							(     )    ->						int:


						'''simple docstring'''






						assert _test_patching.open is open

						__snake_case				=		"__test_patch_submodule_builtin_mock__"
						# _test_patching has "open" in its globals
						assert _test_patching.open is open
						with patch_submodule(_test_patching   ,						"open"   ,						_lowerCAmelCase			):
												assert _test_patching.open is mock

						# check that everthing is back to normal when the patch is over

						assert _test_patching.open is open





def 						_lowerCAmelCase							(     )    ->						Optional[Any]:


						'''simple docstring'''






						__snake_case				=		"__test_patch_submodule_missing_mock__"
						with patch_submodule(_test_patching   ,						"pandas.read_csv"   ,						_lowerCAmelCase			):
												pass





def 						_lowerCAmelCase							(     )    ->						Optional[Any]:


						'''simple docstring'''






						__snake_case				=		"__test_patch_submodule_missing_builtin_mock__"
						# _test_patching doesn't have "len" in its globals
						assert getattr(_test_patching   ,						"len"   ,						_lowerCAmelCase			) is None
						with patch_submodule(_test_patching   ,						"len"   ,						_lowerCAmelCase			):
												assert _test_patching.len is mock
						assert _test_patching.len is len





def 						_lowerCAmelCase							(     )    ->						Optional[Any]:


						'''simple docstring'''






						__snake_case				=		"__test_patch_submodule_start_and_stop_mock__"
						__snake_case				=		patch_submodule(_test_patching   ,						"open"   ,						_lowerCAmelCase			)
						assert _test_patching.open is open
						patch.start()
						assert _test_patching.open is mock
						patch.stop()
						assert _test_patching.open is open





def 						_lowerCAmelCase							(     )    ->						Any:


						'''simple docstring'''






						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						__snake_case				=		"__test_patch_submodule_successive_join__"
						__snake_case				=		"__test_patch_submodule_successive_dirname__"
						__snake_case				=		"__test_patch_submodule_successive_rename__"
						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename

						with patch_submodule(_test_patching   ,						"os.path.join"   ,						_lowerCAmelCase			):
												with patch_submodule(_test_patching   ,						"os.rename"   ,						_lowerCAmelCase			):
																		with patch_submodule(_test_patching   ,						"os.path.dirname"   ,						_lowerCAmelCase			):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

    # try another order
						with patch_submodule(_test_patching   ,						"os.rename"   ,						_lowerCAmelCase			):
												with patch_submodule(_test_patching   ,						"os.path.join"   ,						_lowerCAmelCase			):
																		with patch_submodule(_test_patching   ,						"os.path.dirname"   ,						_lowerCAmelCase			):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename





def 						_lowerCAmelCase							(     )    ->						str:


						'''simple docstring'''






						__snake_case				=		"__test_patch_submodule_doesnt_exist_mock__"
						with patch_submodule(_test_patching   ,						"__module_that_doesn_exist__.__attribute_that_doesn_exist__"   ,						_lowerCAmelCase			):
												pass
						with patch_submodule(_test_patching   ,						"os.__attribute_that_doesn_exist__"   ,						_lowerCAmelCase			):
												pass





