






"""simple docstring"""



from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


A__	:    str			 = logging.get_logger(__name__)

A__	:    Tuple			 = {
    'microsoft/resnet-50': 'https://huggingface.co/microsoft/resnet-50/blob/main/config.json',
}







class        lowercase__      (							snake_case__,       snake_case__       ):
			_UpperCAmelCase		:Union[str, Any]             =			"resnet"
			_UpperCAmelCase		:Optional[int]             =			["basic", "bottleneck"]


			def __init__(				self					:  Union[str, Any]       ,	snake_case__					:  str=3       ,	snake_case__					:  Dict=64       ,	snake_case__					:  List[Any]=[256, 512, 1024, 2048]       ,	snake_case__					:  Tuple=[3, 4, 6, 3]       ,	snake_case__					:  List[str]="bottleneck"       ,	snake_case__					:  List[str]="relu"       ,	snake_case__					:  Any=False       ,	snake_case__					:  Optional[Any]=None       ,	snake_case__					:  List[Any]=None       ,	**snake_case__					:  Tuple       ,	):
										super().__init__(**snake_case__ )
										if layer_type not in self.layer_types:
																	raise ValueError(F"""layer_type={layer_type} is not one of {','.join(self.layer_types )}""" )
										lowerCamelCase_	:							Tuple									=num_channels
										lowerCamelCase_	:							List[Any]									=embedding_size
										lowerCamelCase_	:							List[Any]									=hidden_sizes
										lowerCamelCase_	:							List[str]									=depths
										lowerCamelCase_	:							Union[str, Any]									=layer_type
										lowerCamelCase_	:							Tuple									=hidden_act
										lowerCamelCase_	:							Union[str, Any]									=downsample_in_first_stage
										lowerCamelCase_	:							Any									=["stem"] + [F"""stage{idx}""" for idx in range(1       ,	len(snake_case__ ) + 1 )]
										lowerCamelCase_							,						lowerCamelCase_	:							Any									=get_aligned_output_features_output_indices(
										    out_features=snake_case__       ,	out_indices=snake_case__       ,	stage_names=self.stage_names )







class        lowercase__      (							snake_case__       ):
			_UpperCAmelCase		:Union[str, Any]             =			version.parse("1.11"       )


			@property
			def      UpperCAmelCase__						(				self					:  Dict ):
										return OrderedDict(
										    [
										        ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
										    ] )


			@property
			def      UpperCAmelCase__						(				self					:  List[str] ):
										return 1E-3











"""simple docstring"""



import copy
import json
import os
import tempfile

from transformers import is_torch_available

from .test_configuration_utils import config_common_kwargs







class        lowercase__      (							snake_case__       ):


			def __init__(				self					:  Tuple       ,	snake_case__					:  Optional[int]       ,	snake_case__					:  int=None       ,	snake_case__					:  Union[str, Any]=True       ,	snake_case__					:  Optional[int]=None       ,	**snake_case__					:  Optional[int] ):
										lowerCamelCase_	:							Dict									=parent
										lowerCamelCase_	:							List[str]									=config_class
										lowerCamelCase_	:							Union[str, Any]									=has_text_modality
										lowerCamelCase_	:							Optional[int]									=kwargs
										lowerCamelCase_	:							List[str]									=common_properties


			def      UpperCAmelCase__						(				self					:  Optional[Any] ):
										lowerCamelCase_	:							List[str]									=self.config_class(**self.inputs_dict )
										lowerCamelCase_	:							Any									=(
										    ["hidden_size", "num_attention_heads", "num_hidden_layers"]
										    if self.common_properties is None
										    else self.common_properties
										)

										# Add common fields for text models
										if self.has_text_modality:
																	common_properties.extend(["vocab_size"] )

										# Test that config has the common properties as getters
										for prop in common_properties:
																	self.parent.assertTrue(hasattr(snake_case__       ,	snake_case__ )       ,	msg=F"""`{prop}` does not exist""" )

										# Test that config has the common properties as setter
										for idx, name in enumerate(snake_case__ ):
																	try:
																								setattr(snake_case__       ,	snake_case__       ,	snake_case__ )
																								self.parent.assertEqual(
																								    getattr(snake_case__       ,	snake_case__ )       ,	snake_case__       ,	msg=F"""`{name} value {idx} expected, but was {getattr(snake_case__       ,	snake_case__ )}""" )
																	except NotImplementedError:
																								# Some models might not be able to implement setters for common_properties
																								# In that case, a NotImplementedError is raised
																								pass

        # Test if config class can be called with Config(prop_name=..)
										for idx, name in enumerate(snake_case__ ):
																	try:
																								lowerCamelCase_	:							Dict									=self.config_class(**{name: idx} )
																								self.parent.assertEqual(
																								    getattr(snake_case__       ,	snake_case__ )       ,	snake_case__       ,	msg=F"""`{name} value {idx} expected, but was {getattr(snake_case__       ,	snake_case__ )}""" )
																	except NotImplementedError:
																								# Some models might not be able to implement setters for common_properties
																								# In that case, a NotImplementedError is raised
																								pass


			def      UpperCAmelCase__						(				self					:  Any ):
										lowerCamelCase_	:							Tuple									=self.config_class(**self.inputs_dict )
										lowerCamelCase_	:							Any									=json.loads(config.to_json_string() )
										for key, value in self.inputs_dict.items():
																	self.parent.assertEqual(obj[key]       ,	snake_case__ )


			def      UpperCAmelCase__						(				self					:  int ):
										lowerCamelCase_	:							Tuple									=self.config_class(**self.inputs_dict )

										with tempfile.TemporaryDirectory() as tmpdirname:
																	lowerCamelCase_	:							List[Any]									=os.path.join(snake_case__       ,	"config.json" )
																	config_first.to_json_file(snake_case__ )
																	lowerCamelCase_	:							Optional[int]									=self.config_class.from_json_file(snake_case__ )

										self.parent.assertEqual(config_second.to_dict()       ,	config_first.to_dict() )


			def      UpperCAmelCase__						(				self					:  Dict ):
										lowerCamelCase_	:							Dict									=self.config_class(**self.inputs_dict )

										with tempfile.TemporaryDirectory() as tmpdirname:
																	config_first.save_pretrained(snake_case__ )
																	lowerCamelCase_	:							Optional[int]									=self.config_class.from_pretrained(snake_case__ )

										self.parent.assertEqual(config_second.to_dict()       ,	config_first.to_dict() )


			def      UpperCAmelCase__						(				self					:  str ):
										lowerCamelCase_	:							Dict									=self.config_class(**self.inputs_dict )

										lowerCamelCase_	:							Dict									="test"
										with tempfile.TemporaryDirectory() as tmpdirname:
																	lowerCamelCase_	:							str									=os.path.join(snake_case__       ,	snake_case__ )
																	config_first.save_pretrained(snake_case__ )
																	lowerCamelCase_	:							Optional[Any]									=self.config_class.from_pretrained(snake_case__       ,	subfolder=snake_case__ )

										self.parent.assertEqual(config_second.to_dict()       ,	config_first.to_dict() )


			def      UpperCAmelCase__						(				self					:  Optional[Any] ):
										lowerCamelCase_	:							Optional[Any]									=self.config_class(**self.inputs_dict       ,	num_labels=5 )
										self.parent.assertEqual(len(config.idalabel )       ,	5 )
										self.parent.assertEqual(len(config.labelaid )       ,	5 )

										lowerCamelCase_	:							List[Any]									=3
										self.parent.assertEqual(len(config.idalabel )       ,	3 )
										self.parent.assertEqual(len(config.labelaid )       ,	3 )


			def      UpperCAmelCase__						(				self					:  List[Any] ):
										if self.config_class.is_composition:
																	return
										lowerCamelCase_	:							Tuple									=self.config_class()
										self.parent.assertIsNotNone(snake_case__ )


			def      UpperCAmelCase__						(				self					:  List[Any] ):
										lowerCamelCase_	:							List[str]									=copy.deepcopy(snake_case__ )
										lowerCamelCase_	:							Optional[int]									=self.config_class(**snake_case__ )
										lowerCamelCase_	:							Union[str, Any]									=[]
										for key, value in config_common_kwargs.items():
																	if key == "torch_dtype":
																								if not is_torch_available():
																															continue
																								else:
																															import torch

																															if config.torch_dtype != torch.floataa:
																																						wrong_values.append(("torch_dtype", config.torch_dtype, torch.floataa) )
																	elif getattr(snake_case__       ,	snake_case__ ) != value:
																								wrong_values.append((key, getattr(snake_case__       ,	snake_case__ ), value) )

										if len(snake_case__ ) > 0:
																	lowerCamelCase_	:							Any									="\n".join([F"""- {v[0]}: got {v[1]} instead of {v[2]}""" for v in wrong_values] )
																	raise ValueError(F"""The following keys were not properly set in the config:\n{errors}""" )


			def      UpperCAmelCase__						(				self					:  int ):
										self.create_and_test_config_common_properties()
										self.create_and_test_config_to_json_string()
										self.create_and_test_config_to_json_file()
										self.create_and_test_config_from_and_save_pretrained()
										self.create_and_test_config_from_and_save_pretrained_subfolder()
										self.create_and_test_config_with_num_labels()
										self.check_config_can_be_init_without_params()
										self.check_config_arguments_init()



