





"""simple docstring"""





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       ):
       """simple docstring"""




       __magic_name__     :int		  =					DownBlockaD  # noqa F405
       __magic_name__     :int		  =					"""down"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:int											=							[-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Union[str, Any]		  =					ResnetDownsampleBlockaD  # noqa F405
       __magic_name__     :Any		  =					"""down"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:int											=							[0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					AttnDownBlockaD  # noqa F405
       __magic_name__     :Optional[Any]		  =					"""down"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							[0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Optional[Any]		  =					CrossAttnDownBlockaD  # noqa F405
       __magic_name__     :Optional[int]		  =					"""down"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:List[str]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:List[str]											=							3_2
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							[0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					SimpleCrossAttnDownBlockaD  # noqa F405
       __magic_name__     :int		  =					"""down"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_encoder_hidden_states=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:Optional[int]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:Any											=							3_2
         return init_dict, inputs_dict






       @unittest.skipIf(torch_device == 'mps'    , 'MPS result is not consistent'      )
       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:List[str]											=							[0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					SkipDownBlockaD  # noqa F405
       __magic_name__     :int		  =					"""down"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_skip_sample=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							[-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :str		  =					AttnSkipDownBlockaD  # noqa F405
       __magic_name__     :str		  =					"""down"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_skip_sample=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							[0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Dict		  =					DownEncoderBlockaD  # noqa F405
       __magic_name__     :Union[str, Any]		  =					"""down"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:int											=							{
             'in_channels': 3_2,
             'out_channels': 3_2,
         }
         lowerCAmelCase__			:Optional[int]											=							self.dummy_input
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							[1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					AttnDownEncoderBlockaD  # noqa F405
       __magic_name__     :Tuple		  =					"""down"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							{
             'in_channels': 3_2,
             'out_channels': 3_2,
         }
         lowerCAmelCase__			:Union[str, Any]											=							self.dummy_input
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:List[Any]											=							[0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Union[str, Any]		  =					UNetMidBlockaD  # noqa F405
       __magic_name__     :Union[str, Any]		  =					"""mid"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Tuple											=							{
             'in_channels': 3_2,
             'temb_channels': 1_2_8,
         }
         lowerCAmelCase__			:List[Any]											=							self.dummy_input
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							[-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					UNetMidBlockaDCrossAttn  # noqa F405
       __magic_name__     :str		  =					"""mid"""






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:List[Any]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:str											=							3_2
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Tuple											=							[0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :List[Any]		  =					UNetMidBlockaDSimpleCrossAttn  # noqa F405
       __magic_name__     :List[Any]		  =					"""mid"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_encoder_hidden_states=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:Optional[Any]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:int											=							3_2
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							[0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :List[str]		  =					UpBlockaD  # noqa F405
       __magic_name__     :Optional[int]		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							[-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					ResnetUpsampleBlockaD  # noqa F405
       __magic_name__     :str		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Tuple											=							[0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					CrossAttnUpBlockaD  # noqa F405
       __magic_name__     :Optional[Any]		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:Optional[int]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:List[str]											=							3_2
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Dict											=							[-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Dict		  =					SimpleCrossAttnUpBlockaD  # noqa F405
       __magic_name__     :str		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase    , include_encoder_hidden_states=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__							,				lowerCAmelCase__			:Optional[Any]											=							super().prepare_init_args_and_inputs_for_common()
         lowerCAmelCase__			:Optional[int]											=							3_2
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:int											=							[0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :int		  =					AttnUpBlockaD  # noqa F405
       __magic_name__     :List[str]		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       @unittest.skipIf(torch_device == 'mps'    , 'MPS result is not consistent'      )
       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							[0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Tuple		  =					SkipUpBlockaD  # noqa F405
       __magic_name__     :List[str]		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Tuple											=							[-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Optional[int]		  =					AttnSkipUpBlockaD  # noqa F405
       __magic_name__     :Tuple		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_res_hidden_states_tuple=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							[0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :Optional[int]		  =					UpDecoderBlockaD  # noqa F405
       __magic_name__     :Union[str, Any]		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Union[str, Any]											=							{'in_channels': 3_2, 'out_channels': 3_2}

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






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							[0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
         super().test_output(__UpperCAmelCase      )






class 					_lowerCAmelCase   (     a  ,   unittest.TestCase       ):
       """simple docstring"""




       __magic_name__     :List[Any]		  =					AttnUpDecoderBlockaD  # noqa F405
       __magic_name__     :Any		  =					"""up"""






       @property
       def      snake_case						(    self      ):



         '''simple docstring'''

         return super().get_dummy_input(include_temb=__UpperCAmelCase      )






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							{'in_channels': 3_2, 'out_channels': 3_2}

         lowerCAmelCase__			:Tuple											=							self.dummy_input
         return init_dict, inputs_dict






       def      snake_case						(    self      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[Any]											=							[0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
         super().test_output(__UpperCAmelCase      )







"""simple docstring"""





import argparse

import torch

from transformers import BertConfig, BertForPreTraining, load_tf_weights_in_bert
from transformers.utils import logging


logging.set_verbosity_info()
def  __A   (_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)					->Dict:





  """simple docstring"""


  lowerCAmelCase__			:str											=							BertConfig.from_json_file(_SCREAMING_SNAKE_CASE			)
  print(F"Building PyTorch model from configuration: {config}"			)
  lowerCAmelCase__			:int											=							BertForPreTraining(_SCREAMING_SNAKE_CASE			)

  # Load weights from tf checkpoint
  load_tf_weights_in_bert(_SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE     ,   _SCREAMING_SNAKE_CASE			)

  # Save pytorch-model
  print(F"Save PyTorch model to {pytorch_dump_path}"			)
  torch.save(model.state_dict()     ,   _SCREAMING_SNAKE_CASE			)


if __name__ == "__main__":
  __A											=		argparse.ArgumentParser()
  # Required parameters
  parser.add_argument(
      """--tf_checkpoint_path""", default=None, type=str, required=True, help="""Path to the TensorFlow checkpoint path."""
  )
  parser.add_argument(
      """--bert_config_file""",
      default=None,
      type=str,
      required=True,
      help=(
          """The config json file corresponding to the pre-trained BERT model. \n"""
          """This specifies the model architecture."""
      ),
  )
  parser.add_argument(
      """--pytorch_dump_path""", default=None, type=str, required=True, help="""Path to the output PyTorch model."""
  )
  __A											=		parser.parse_args()
  convert_tf_checkpoint_to_pytorch(args.tf_checkpoint_path, args.bert_config_file, args.pytorch_dump_path)
