


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__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Optional[Any]    =		DownBlockaD  # noqa F405
			_UpperCamelCase		:					Union[str, Any]    =		'down'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Optional[int]    =		ResnetDownsampleBlockaD  # noqa F405
			_UpperCamelCase		:					str    =		'down'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Tuple    =		AttnDownBlockaD  # noqa F405
			_UpperCamelCase		:					List[Any]    =		'down'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[Any]    =		CrossAttnDownBlockaD  # noqa F405
			_UpperCamelCase		:					Dict    =		'down'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Any    =		SimpleCrossAttnDownBlockaD  # noqa F405
			_UpperCamelCase		:					List[Any]    =		'down'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_encoder_hidden_states=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







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

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Dict    =		SkipDownBlockaD  # noqa F405
			_UpperCamelCase		:					List[Any]    =		'down'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_skip_sample=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[str]    =		AttnSkipDownBlockaD  # noqa F405
			_UpperCamelCase		:					Optional[int]    =		'down'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_skip_sample=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[str]    =		DownEncoderBlockaD  # noqa F405
			_UpperCamelCase		:					str    =		'down'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_temb=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					str    =		AttnDownEncoderBlockaD  # noqa F405
			_UpperCamelCase		:					Dict    =		'down'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_temb=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					int    =		UNetMidBlockaD  # noqa F405
			_UpperCamelCase		:					Union[str, Any]    =		'mid'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					str    =		UNetMidBlockaDCrossAttn  # noqa F405
			_UpperCamelCase		:					Any    =		'mid'




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Union[str, Any]    =		UNetMidBlockaDSimpleCrossAttn  # noqa F405
			_UpperCamelCase		:					Union[str, Any]    =		'mid'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_encoder_hidden_states=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[Any]    =		UpBlockaD  # noqa F405
			_UpperCamelCase		:					Optional[Any]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					int    =		ResnetUpsampleBlockaD  # noqa F405
			_UpperCamelCase		:					Union[str, Any]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					str    =		CrossAttnUpBlockaD  # noqa F405
			_UpperCamelCase		:					Any    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Optional[Any]    =		SimpleCrossAttnUpBlockaD  # noqa F405
			_UpperCamelCase		:					Union[str, Any]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[str]    =		AttnUpBlockaD  # noqa F405
			_UpperCamelCase		:					int    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )







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

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[str]    =		SkipUpBlockaD  # noqa F405
			_UpperCamelCase		:					Optional[Any]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Optional[Any]    =		AttnSkipUpBlockaD  # noqa F405
			_UpperCamelCase		:					str    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_res_hidden_states_tuple=snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[Any]    =		UpDecoderBlockaD  # noqa F405
			_UpperCamelCase		:					Optional[int]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_temb=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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

						UpperCamelCase__					=       self.dummy_input
						return init_dict, inputs_dict







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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







class        lowerCamelCase__	(							UpperCAmelCase					,	unittest.TestCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					List[str]    =		AttnUpDecoderBlockaD  # noqa F405
			_UpperCamelCase		:					List[Any]    =		'up'




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						return super().get_dummy_input(include_temb=snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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

						UpperCamelCase__					=       self.dummy_input
						return init_dict, inputs_dict







			def 				snake_case__				(							self     ):

						'''simple docstring'''


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






import os
import tempfile
import unittest

from transformers.models.marian.convert_marian_tatoeba_to_pytorch import DEFAULT_REPO, TatoebaConverter
from transformers.testing_utils import slow
from transformers.utils import cached_property







@unittest.skipUnless(os.path.exists(UpperCAmelCase      )					,	'Tatoeba directory does not exist.'      )
class        lowerCamelCase__	(							unittest.TestCase      ):






			"""simple docstring"""






			@cached_property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       tempfile.mkdtemp()
						return TatoebaConverter(save_dir=snake_case     )




			@slow
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						self.resolver.convert_models(["heb-eng"]     )







			@slow
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__,      UpperCamelCase__					=       self.resolver.write_model_card("opus-mt-he-en"      ,						dry_run=snake_case     )
						assert mmeta["long_pair"] == "heb-eng"


