


import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..bit import BitConfig


SCREAMING_SNAKE_CASE :   Any							      =				logging.get_logger(__name__)

SCREAMING_SNAKE_CASE :   Optional[Any]							      =				{
    "Intel/dpt-large": "https://huggingface.co/Intel/dpt-large/resolve/main/config.json",
    # See all DPT models at https://huggingface.co/models?filter=dpt
}






class _lowerCamelCase(		_UpperCAmelCase     ):
       lowercase_				:			Tuple									=    """dpt"""
       def __init__(      self,   lowerCamelCase=7_68,   lowerCamelCase=12,   lowerCamelCase=12,   lowerCamelCase=30_72,   lowerCamelCase="gelu",   lowerCamelCase=0.0,   lowerCamelCase=0.0,   lowerCamelCase=0.0_2,   lowerCamelCase=1E-12,   lowerCamelCase=3_84,   lowerCamelCase=16,   lowerCamelCase=3,   lowerCamelCase=False,   lowerCamelCase=True,   lowerCamelCase=[2, 5, 8, 11],   lowerCamelCase="project",   lowerCamelCase=[4, 2, 1, 0.5],   lowerCamelCase=[96, 1_92, 3_84, 7_68],   lowerCamelCase=2_56,   lowerCamelCase=-1,   lowerCamelCase=False,   lowerCamelCase=True,   lowerCamelCase=0.4,   lowerCamelCase=2_55,   lowerCamelCase=0.1,   lowerCamelCase=[1, 10_24, 24, 24],   lowerCamelCase=[0, 1],   lowerCamelCase=None,   **lowerCamelCase,   ) ->     Optional[int]:




           """simple docstring"""

           super().__init__(**lowercase__)

           _lowercase :							Any   	=	hidden_size
           _lowercase :							List[Any]   	=	is_hybrid

           if self.is_hybrid:
               if backbone_config is None:
                   logger.info('Initializing the config with a `BiT` backbone.')
                   _lowercase :							Tuple   	=	{
                       """global_padding""": """same""",
                       """layer_type""": """bottleneck""",
                       """depths""": [3, 4, 9],
                       """out_features""": ["""stage1""", """stage2""", """stage3"""],
                       """embedding_dynamic_padding""": True,
                   }
                   _lowercase :							Any   	=	BitConfig(**lowercase__)
               elif isinstance(lowercase__,   lowercase__):
                   logger.info('Initializing the config with a `BiT` backbone.')
                   _lowercase :							List[Any]   	=	BitConfig(**lowercase__)
               elif isinstance(lowercase__,   lowercase__):
                   _lowercase :							str   	=	backbone_config
               else:
                   raise ValueError(
                       F'''backbone_config must be a dictionary or a `PretrainedConfig`, got {backbone_config.__class__}.''')

               _lowercase :							List[str]   	=	backbone_featmap_shape
               _lowercase :							Any   	=	neck_ignore_stages

               if readout_type != "project":
                   raise ValueError('Readout type must be \'project\' when using `DPT-hybrid` mode.')
           else:
               _lowercase :							Optional[int]   	=	None
               _lowercase :							Dict   	=	None
               _lowercase :							List[Any]   	=	[]

           _lowercase :							Tuple   	=	num_hidden_layers
           _lowercase :							Optional[Any]   	=	num_attention_heads
           _lowercase :							Tuple   	=	intermediate_size
           _lowercase :							Tuple   	=	hidden_act
           _lowercase :							Optional[Any]   	=	hidden_dropout_prob
           _lowercase :							Union[str, Any]   	=	attention_probs_dropout_prob
           _lowercase :							int   	=	initializer_range
           _lowercase :							Tuple   	=	layer_norm_eps
           _lowercase :							Optional[int]   	=	image_size
           _lowercase :							str   	=	patch_size
           _lowercase :							Optional[Any]   	=	num_channels
           _lowercase :							Union[str, Any]   	=	qkv_bias
           _lowercase :							List[str]   	=	backbone_out_indices
           if readout_type not in ["ignore", "add", "project"]:
               raise ValueError('Readout_type must be one of [\'ignore\', \'add\', \'project\']')
           _lowercase :							str   	=	readout_type
           _lowercase :							List[Any]   	=	reassemble_factors
           _lowercase :							Union[str, Any]   	=	neck_hidden_sizes
           _lowercase :							List[Any]   	=	fusion_hidden_size
           _lowercase :							Any   	=	head_in_index
           _lowercase :							Tuple   	=	use_batch_norm_in_fusion_residual
           # auxiliary head attributes (semantic segmentation)
           _lowercase :							str   	=	use_auxiliary_head
           _lowercase :							List[Any]   	=	auxiliary_loss_weight
           _lowercase :							List[Any]   	=	semantic_loss_ignore_index
           _lowercase :							Optional[Any]   	=	semantic_classifier_dropout




       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							Any   	=	copy.deepcopy(self.__dict__)

           if output["backbone_config"] is not None:
               _lowercase :							Union[str, Any]   	=	self.backbone_config.to_dict()

           _lowercase :							Tuple   	=	self.__class__.model_type
           return output



import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			str									=    DownBlockaD  # noqa F405
       lowercase_				:			List[str]									=    """down"""
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           _lowercase :							str   	=	[-0.0_2_3_2, -0.9_8_6_9, 0.8_0_5_4, -0.0_6_3_7, -0.1_6_8_8, -1.4_2_6_4, 0.4_4_7_0, -1.3_3_9_4, 0.0_9_0_4]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Optional[Any]									=    ResnetDownsampleBlockaD  # noqa F405
       lowercase_				:			Optional[Any]									=    """down"""
       def     UpperCamelCase  (      self) ->     Any:




           """simple docstring"""

           _lowercase :							Optional[Any]   	=	[0.0_7_1_0, 0.2_4_1_0, -0.7_3_2_0, -1.0_7_5_7, -1.1_3_4_3, 0.3_5_4_0, -0.0_1_3_3, -0.2_5_7_6, 0.0_9_4_8]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Any									=    AttnDownBlockaD  # noqa F405
       lowercase_				:			Dict									=    """down"""
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							Optional[int]   	=	[0.0_6_3_6, 0.8_9_6_4, -0.6_2_3_4, -1.0_1_3_1, 0.0_8_4_4, 0.4_9_3_5, 0.3_4_3_7, 0.0_9_1_1, -0.2_9_5_7]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			str									=    CrossAttnDownBlockaD  # noqa F405
       lowercase_				:			Optional[int]									=    """down"""
       def     UpperCamelCase  (      self) ->     Dict:




           """simple docstring"""

           _lowercase	,       _lowercase :							int   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							int   	=	32
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     str:




           """simple docstring"""

           _lowercase :							List[str]   	=	[0.2_2_3_8, -0.7_3_9_6, -0.2_2_5_5, -0.3_8_2_9, 0.1_9_2_5, 1.1_6_6_5, 0.0_6_0_3, -0.7_2_9_5, 0.1_9_8_3]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Dict									=    SimpleCrossAttnDownBlockaD  # noqa F405
       lowercase_				:			Optional[Any]									=    """down"""
       @property
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           _lowercase	,       _lowercase :							Dict   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							Optional[Any]   	=	32
           return init_dict, inputs_dict




       @unittest.skipIf(torch_device == 'mps',   'MPS result is not consistent')
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           _lowercase :							Tuple   	=	[0.7_9_2_1, -0.0_9_9_2, -0.1_9_6_2, -0.7_6_9_5, -0.4_2_4_2, 0.7_8_0_4, 0.4_7_3_7, 0.2_7_6_5, 0.3_3_3_8]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			str									=    SkipDownBlockaD  # noqa F405
       lowercase_				:			Union[str, Any]									=    """down"""
       @property
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           return super().get_dummy_input(include_skip_sample=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     Tuple:




           """simple docstring"""

           _lowercase :							int   	=	[-0.0_8_4_5, -0.2_0_8_7, -0.2_4_6_5, 0.0_9_7_1, 0.1_9_0_0, -0.0_4_8_4, 0.2_6_6_4, 0.4_1_7_9, 0.5_0_6_9]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			str									=    AttnSkipDownBlockaD  # noqa F405
       lowercase_				:			Optional[Any]									=    """down"""
       @property
       def     UpperCamelCase  (      self) ->     Tuple:




           """simple docstring"""

           return super().get_dummy_input(include_skip_sample=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           _lowercase :							Optional[int]   	=	[0.5_5_3_9, 0.1_6_0_9, 0.4_9_2_4, 0.0_5_3_7, -0.1_9_9_5, 0.4_0_5_0, 0.0_9_7_9, -0.2_7_2_1, -0.0_6_4_2]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			str									=    DownEncoderBlockaD  # noqa F405
       lowercase_				:			Optional[Any]									=    """down"""
       @property
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           return super().get_dummy_input(include_temb=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           _lowercase :							Dict   	=	{
               'in_channels': 32,
               'out_channels': 32,
           }
           _lowercase :							int   	=	self.dummy_input
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           _lowercase :							List[str]   	=	[1.1_1_0_2, 0.5_3_0_2, 0.4_8_7_2, -0.0_0_2_3, -0.8_0_4_2, 0.0_4_8_3, -0.3_4_8_9, -0.5_6_3_2, 0.7_6_2_6]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			int									=    AttnDownEncoderBlockaD  # noqa F405
       lowercase_				:			Tuple									=    """down"""
       @property
       def     UpperCamelCase  (      self) ->     Tuple:




           """simple docstring"""

           return super().get_dummy_input(include_temb=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     str:




           """simple docstring"""

           _lowercase :							Any   	=	{
               'in_channels': 32,
               'out_channels': 32,
           }
           _lowercase :							Optional[int]   	=	self.dummy_input
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     Optional[Any]:




           """simple docstring"""

           _lowercase :							Union[str, Any]   	=	[0.8_9_6_6, -0.1_4_8_6, 0.8_5_6_8, 0.8_1_4_1, -0.9_0_4_6, -0.1_3_4_2, -0.0_9_7_2, -0.7_4_1_7, 0.1_5_3_8]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			int									=    UNetMidBlockaD  # noqa F405
       lowercase_				:			Optional[int]									=    """mid"""
       def     UpperCamelCase  (      self) ->     Optional[Any]:




           """simple docstring"""

           _lowercase :							int   	=	{
               'in_channels': 32,
               'temb_channels': 1_28,
           }
           _lowercase :							Optional[Any]   	=	self.dummy_input
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     Dict:




           """simple docstring"""

           _lowercase :							Dict   	=	[-0.1_0_6_2, 1.7_2_4_8, 0.3_4_9_4, 1.4_5_6_9, -0.0_9_1_0, -1.2_4_2_1, -0.9_9_8_4, 0.6_7_3_6, 1.0_0_2_8]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Dict									=    UNetMidBlockaDCrossAttn  # noqa F405
       lowercase_				:			Dict									=    """mid"""
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase	,       _lowercase :							Union[str, Any]   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							Any   	=	32
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     str:




           """simple docstring"""

           _lowercase :							Dict   	=	[0.0_1_8_7, 2.4_2_2_0, 0.4_4_8_4, 1.1_2_0_3, -0.6_1_2_1, -1.5_1_2_2, -0.8_2_7_0, 0.7_8_5_1, 1.8_3_3_5]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[Any]									=    UNetMidBlockaDSimpleCrossAttn  # noqa F405
       lowercase_				:			Any									=    """mid"""
       @property
       def     UpperCamelCase  (      self) ->     Union[str, Any]:




           """simple docstring"""

           return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     Dict:




           """simple docstring"""

           _lowercase	,       _lowercase :							str   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							List[str]   	=	32
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							int   	=	[0.7_1_4_3, 1.9_9_7_4, 0.5_4_4_8, 1.3_9_7_7, 0.1_2_8_2, -1.1_2_3_7, -1.4_2_3_8, 0.5_5_3_0, 0.8_8_8_0]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[Any]									=    UpBlockaD  # noqa F405
       lowercase_				:			List[str]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     Dict:




           """simple docstring"""

           _lowercase :							Any   	=	[-0.2_0_4_1, -0.4_1_6_5, -0.3_0_2_2, 0.0_0_4_1, -0.6_6_2_8, -0.7_0_5_3, 0.1_9_2_8, -0.0_3_2_5, 0.0_5_2_3]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[str]									=    ResnetUpsampleBlockaD  # noqa F405
       lowercase_				:			Optional[int]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           _lowercase :							List[Any]   	=	[0.2_2_8_7, 0.3_5_4_9, -0.1_3_4_6, 0.4_7_9_7, -0.1_7_1_5, -0.9_6_4_9, 0.7_3_0_5, -0.5_8_6_4, -0.6_2_4_4]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Dict									=    CrossAttnUpBlockaD  # noqa F405
       lowercase_				:			List[str]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     Union[str, Any]:




           """simple docstring"""

           _lowercase	,       _lowercase :							Union[str, Any]   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							Tuple   	=	32
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     str:




           """simple docstring"""

           _lowercase :							Dict   	=	[-0.1_4_0_3, -0.3_5_1_5, -0.0_4_2_0, -0.1_4_2_5, 0.3_1_6_7, 0.5_0_9_4, -0.2_1_8_1, 0.5_9_3_1, 0.5_5_8_2]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Optional[int]									=    SimpleCrossAttnUpBlockaD  # noqa F405
       lowercase_				:			List[Any]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     Any:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase,   include_encoder_hidden_states=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           _lowercase	,       _lowercase :							int   	=	super().prepare_init_args_and_inputs_for_common()
           _lowercase :							Dict   	=	32
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     Dict:




           """simple docstring"""

           _lowercase :							List[str]   	=	[0.2_6_4_5, 0.1_4_8_0, 0.0_9_0_9, 0.8_0_4_4, -0.9_7_5_8, -0.9_0_8_3, 0.0_9_9_4, -1.1_4_5_3, -0.7_4_0_2]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[str]									=    AttnUpBlockaD  # noqa F405
       lowercase_				:			Optional[int]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)




       @unittest.skipIf(torch_device == 'mps',   'MPS result is not consistent')
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							Union[str, Any]   	=	[0.0_9_7_9, 0.1_3_2_6, 0.0_0_2_1, 0.0_6_5_9, 0.2_2_4_9, 0.0_0_5_9, 0.1_1_3_2, 0.5_9_5_2, 0.1_0_3_3]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[str]									=    SkipUpBlockaD  # noqa F405
       lowercase_				:			Optional[Any]									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     List[str]:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           _lowercase :							Optional[Any]   	=	[-0.0_8_9_3, -0.1_2_3_4, -0.1_5_0_6, -0.0_3_3_2, 0.0_1_2_3, -0.0_2_1_1, 0.0_5_6_6, 0.0_1_4_3, 0.0_3_6_2]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			int									=    AttnSkipUpBlockaD  # noqa F405
       lowercase_				:			Any									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase)




       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							Tuple   	=	[0.0_3_6_1, 0.0_6_1_7, 0.2_7_8_7, -0.0_3_5_0, 0.0_3_4_2, 0.3_4_2_1, -0.0_8_4_3, 0.0_9_1_3, 0.3_0_1_5]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			List[str]									=    UpDecoderBlockaD  # noqa F405
       lowercase_				:			int									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     List[Any]:




           """simple docstring"""

           return super().get_dummy_input(include_temb=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     Optional[int]:




           """simple docstring"""

           _lowercase :							Optional[Any]   	=	{'in_channels': 32, 'out_channels': 32}

           _lowercase :							Optional[Any]   	=	self.dummy_input
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           _lowercase :							List[Any]   	=	[0.4_4_0_4, 0.1_9_9_8, -0.9_8_8_6, -0.3_3_2_0, -0.3_1_2_8, -0.7_0_3_4, -0.6_9_5_5, -0.2_3_3_8, -0.3_1_3_7]
           super().test_output(lowerCamelCase)






class _lowerCamelCase(		_a,				unittest.TestCase     ):
       lowercase_				:			Any									=    AttnUpDecoderBlockaD  # noqa F405
       lowercase_				:			str									=    """up"""
       @property
       def     UpperCamelCase  (      self) ->     int:




           """simple docstring"""

           return super().get_dummy_input(include_temb=lowerCamelCase)
       def     UpperCamelCase  (      self) ->     Any:




           """simple docstring"""

           _lowercase :							Optional[Any]   	=	{'in_channels': 32, 'out_channels': 32}

           _lowercase :							List[Any]   	=	self.dummy_input
           return init_dict, inputs_dict




       def     UpperCamelCase  (      self) ->     str:




           """simple docstring"""

           _lowercase :							Optional[int]   	=	[0.6_7_3_8, 0.4_4_9_1, 0.1_0_5_5, 1.0_7_1_0, 0.7_3_1_6, 0.3_3_3_9, 0.3_3_5_2, 0.1_0_2_3, 0.3_5_6_8]
           super().test_output(lowerCamelCase)


