

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 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       DownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


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






							A__        =			[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       ResnetDownsampleBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






							A__        =			[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






							A__        =			[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       CrossAttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


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






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							A__        =			[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SimpleCrossAttnDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






							return super().get_dummy_input(include_encoder_hidden_states=lowercase       )


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


			@unittest.skipIf(torch_device == "mps"      ,      "MPS result is not consistent"       )
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






							A__        =			[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SkipDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							return super().get_dummy_input(include_skip_sample=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Any:
							'''simple docstring'''






							A__        =			[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnSkipDownBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






							return super().get_dummy_input(include_skip_sample=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






							A__        =			[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       DownEncoderBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							A__        =			{
							    "in_channels": 32,
							    "out_channels": 32,
							}
							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							A__        =			[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnDownEncoderBlockaD  # noqa F405
			__lowerCamelCase        =       'down'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							A__        =			{
							    "in_channels": 32,
							    "out_channels": 32,
							}
							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							A__        =			[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaD  # noqa F405
			__lowerCamelCase        =       'mid'


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							A__        =			{
							    "in_channels": 32,
							    "temb_channels": 128,
							}
							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							A__        =			[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaDCrossAttn  # noqa F405
			__lowerCamelCase        =       'mid'


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


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






							A__        =			[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UNetMidBlockaDSimpleCrossAttn  # noqa F405
			__lowerCamelCase        =       'mid'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_encoder_hidden_states=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


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






							A__        =			[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							A__        =			[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       ResnetUpsampleBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							A__        =			[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       CrossAttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


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






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						int:
							'''simple docstring'''






							A__        =			[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SimpleCrossAttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[str]:
							'''simple docstring'''






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


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






							A__    ,				A__        =			super().prepare_init_args_and_inputs_for_common()
							A__        =			32
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							A__        =			[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


			@unittest.skipIf(torch_device == "mps"      ,      "MPS result is not consistent"       )
			def      UpperCamelCase		(    self       )  ->						Union[str, Any]:
							'''simple docstring'''






							A__        =			[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       SkipUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


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






							A__        =			[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnSkipUpBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Dict:
							'''simple docstring'''






							return super().get_dummy_input(include_res_hidden_states_tuple=lowercase       )


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






							A__        =			[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       UpDecoderBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						Optional[int]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


			def      UpperCamelCase		(    self       )  ->						Tuple:
							'''simple docstring'''






							A__        =			{"in_channels": 32, "out_channels": 32}

							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							A__        =			[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
							super().test_output(lowercase       )

class 					a__						(					snake_case							,	unittest.TestCase			):
			"""simple docstring"""







			__lowerCamelCase        =       AttnUpDecoderBlockaD  # noqa F405
			__lowerCamelCase        =       'up'


			@property
			def      UpperCamelCase		(    self       )  ->						List[Any]:
							'''simple docstring'''






							return super().get_dummy_input(include_temb=lowercase       )


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






							A__        =			{"in_channels": 32, "out_channels": 32}

							A__        =			self.dummy_input
							return init_dict, inputs_dict


			def      UpperCamelCase		(    self       )  ->						str:
							'''simple docstring'''






							A__        =			[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
							super().test_output(lowercase       )




import inspect
import re

from transformers.utils import direct_transformers_import


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_config_docstrings.py
lowerCAmelCase__	   = """src/transformers"""


# This is to make sure the transformers module imported is the one in the repo.
lowerCAmelCase__	   = direct_transformers_import(PATH_TO_TRANSFORMERS)

lowerCAmelCase__	   = transformers.models.auto.configuration_auto.CONFIG_MAPPING

# Regex pattern used to find the checkpoint mentioned in the docstring of `config_class`.
# For example, `[bert-base-uncased](https://huggingface.co/bert-base-uncased)`
lowerCAmelCase__	   = re.compile(R"""\[(.+?)\]\((https://huggingface\.co/.+?)\)""")


lowerCAmelCase__	   = {
    """DecisionTransformerConfig""",
    """EncoderDecoderConfig""",
    """MusicgenConfig""",
    """RagConfig""",
    """SpeechEncoderDecoderConfig""",
    """TimmBackboneConfig""",
    """VisionEncoderDecoderConfig""",
    """VisionTextDualEncoderConfig""",
    """LlamaConfig""",
}



def 					lowerCAmelCase__							(	SCREAMING_SNAKE_CASE_:							Union[str, Any]      )			->      Dict:




				'''simple docstring'''





				A__        =			None

				# source code of `config_class`
				A__        =			inspect.getsource(SCREAMING_SNAKE_CASE_      )
				A__        =			_re_checkpoint.findall(SCREAMING_SNAKE_CASE_      )

				# Each `checkpoint` is a tuple of a checkpoint name and a checkpoint link.
				# For example, `('bert-base-uncased', 'https://huggingface.co/bert-base-uncased')`
				for ckpt_name, ckpt_link in checkpoints:
								# allow the link to end with `/`
								if ckpt_link.endswith("/"      ):
												A__        =			ckpt_link[:-1]

								# verify the checkpoint name corresponds to the checkpoint link
								A__        =			F'https://huggingface.co/{ckpt_name}'
								if ckpt_link == ckpt_link_from_name:
												A__        =			ckpt_name
												break

				return checkpoint



def 					lowerCAmelCase__							(	)			->      List[str]:




				'''simple docstring'''





				A__        =			[]

				for config_class in list(CONFIG_MAPPING.values()      ):
								# Skip deprecated models
								if "models.deprecated" in config_class.__module__:
												continue
								A__        =			get_checkpoint_from_config_class(SCREAMING_SNAKE_CASE_      )

								A__        =			config_class.__name__
								if checkpoint is None and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK:
												configs_without_checkpoint.append(SCREAMING_SNAKE_CASE_      )

				if len(SCREAMING_SNAKE_CASE_      ) > 0:
								A__        =			"\n".join(sorted(SCREAMING_SNAKE_CASE_      )      )
								raise ValueError(F'The following configurations don\'t contain any valid checkpoint:\n{message}'      )


if __name__ == "__main__":
	check_config_docstrings_have_checkpoints()

