


import doctest
import glob
import importlib
import inspect
import os
import re
from contextlib import contextmanager
from functools import wraps
from unittest.mock import patch

import numpy as np
import pytest
from absl.testing import parameterized

import datasets
from datasets import load_metric

from .utils import for_all_test_methods, local, slow


# mark all tests as integration
SCREAMING_SNAKE_CASE						:Dict			=  pytest.mark.integration


SCREAMING_SNAKE_CASE						:List[Any]			=  {'''comet'''}
SCREAMING_SNAKE_CASE						:str			=  importlib.util.find_spec('''fairseq''') is not None

SCREAMING_SNAKE_CASE						:int			=  {'''code_eval'''}
SCREAMING_SNAKE_CASE						:Tuple			=  os.name == '''nt'''

SCREAMING_SNAKE_CASE						:Optional[Any]			=  {'''bertscore''', '''frugalscore''', '''perplexity'''}
SCREAMING_SNAKE_CASE						:List[Any]			=  importlib.util.find_spec('''transformers''') is not None



def       _lowerCAmelCase    (				lowerCAmelCase_				:List[str]				)->str:
   '''simple docstring'''






   @wraps(lowerCAmelCase_				)
   def wrapper(self				:Optional[Any]		,    lowerCAmelCase_				:str				):
      if not _has_fairseq and metric_name in REQUIRE_FAIRSEQ:
         self.skipTest("\"test requires Fairseq\""				)
      else:
         test_case(self		,    lowerCAmelCase_				)

   return wrapper



def       _lowerCAmelCase    (				lowerCAmelCase_				:Union[str, Any]				)->List[str]:
   '''simple docstring'''






   @wraps(lowerCAmelCase_				)
   def wrapper(self				:List[str]		,    lowerCAmelCase_				:Optional[int]				):
      if not _has_transformers and metric_name in REQUIRE_TRANSFORMERS:
         self.skipTest("\"test requires transformers\""				)
      else:
         test_case(self		,    lowerCAmelCase_				)

   return wrapper



def       _lowerCAmelCase    (				lowerCAmelCase_				:Any				)->int:
   '''simple docstring'''






   @wraps(lowerCAmelCase_				)
   def wrapper(self				:Optional[int]		,    lowerCAmelCase_				:List[Any]				):
      if _on_windows and metric_name in UNSUPPORTED_ON_WINDOWS:
         self.skipTest("\"test not supported on Windows\""				)
      else:
         test_case(self		,    lowerCAmelCase_				)

   return wrapper



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






   snake_case_            =       [metric_dir.split(os.sep				)[-2] for metric_dir in glob.glob("./metrics/*/"				)]
   return [{"testcase_name": x, "metric_name": x} for x in metrics if x != "gleu"]  # gleu is unfinished


@parameterized.named_parameters(get_local_metric_names()       )
@for_all_test_methods(
    a			,	a			,	a       )
@local
class      __lowerCAmelCase  (			parameterized.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							{}
  _SCREAMING_SNAKE_CASE		     =							None



  @pytest.mark.filterwarnings("ignore:metric_module_factory is deprecated:FutureWarning"	)
  @pytest.mark.filterwarnings("ignore:load_metric is deprecated:FutureWarning"	)
  def        lowerCAmelCase__	(  self							:							str     ,					_lowerCAmelCase							:							Any	) ->			Union[str, Any]:




     """simple docstring"""
     snake_case_            =       "[...]"
     snake_case_            =       importlib.import_module(
         datasets.load.metric_module_factory(os.path.join("metrics"     ,					_lowerCAmelCase	)	).module_path	)
     snake_case_            =       datasets.load.import_main_class(metric_module.__name__     ,					dataset=_lowerCAmelCase	)
     # check parameters
     snake_case_            =       inspect.signature(metric._compute	).parameters
     self.assertTrue(all(p.kind != p.VAR_KEYWORD for p in parameters.values()	)	)  # no **kwargs
     # run doctest
     with self.patch_intensive_calls(_lowerCAmelCase     ,					metric_module.__name__	):
        with self.use_local_metrics():
           try:
              snake_case_            =       doctest.testmod(_lowerCAmelCase     ,					verbose=_lowerCAmelCase     ,					raise_on_error=_lowerCAmelCase	)
           except doctest.UnexpectedException as e:
              raise e.exc_info[1]  # raise the exception that doctest caught
     self.assertEqual(results.failed     ,					0	)
     self.assertGreater(results.attempted     ,					1	)



  @slow
  def        lowerCAmelCase__	(  self							:							int     ,					_lowerCAmelCase							:							Union[str, Any]	) ->			List[str]:




     """simple docstring"""
     snake_case_            =       "[...]"
     snake_case_            =       importlib.import_module(
         datasets.load.metric_module_factory(os.path.join("metrics"     ,					_lowerCAmelCase	)	).module_path	)
     # run doctest
     with self.use_local_metrics():
        snake_case_            =       doctest.testmod(_lowerCAmelCase     ,					verbose=_lowerCAmelCase     ,					raise_on_error=_lowerCAmelCase	)
     self.assertEqual(results.failed     ,					0	)
     self.assertGreater(results.attempted     ,					1	)



  @contextmanager
  def        lowerCAmelCase__	(  self							:							List[str]     ,					_lowerCAmelCase							:							Dict     ,					_lowerCAmelCase							:							Union[str, Any]	) ->			Any:




     """simple docstring"""
     if metric_name in self.INTENSIVE_CALLS_PATCHER:
        with self.INTENSIVE_CALLS_PATCHER[metric_name](_lowerCAmelCase	):
           yield
     else:
        yield



  @contextmanager
  def        lowerCAmelCase__	(  self							:							Optional[int]	) ->			Any:




     """simple docstring"""
     def load_local_metric(_lowerCAmelCase							:							Union[str, Any]     ,					*_lowerCAmelCase							:							List[Any]     ,					**_lowerCAmelCase							:							Dict	):
        return load_metric(os.path.join("metrics"     ,					_lowerCAmelCase	)     ,					*_lowerCAmelCase     ,					**_lowerCAmelCase	)

     with patch("datasets.load_metric"	) as mock_load_metric:
        snake_case_            =       load_local_metric
        yield



  @classmethod
  def        lowerCAmelCase__	(  cls							:							List[str]     ,					_lowerCAmelCase							:							Dict	) ->			Optional[Any]:




     """simple docstring"""
     def wrapper(_lowerCAmelCase							:							Union[str, Any]	):
        snake_case_            =       contextmanager(_lowerCAmelCase	)
        snake_case_            =       patcher
        return patcher

     return wrapper






@LocalMetricTest.register_intensive_calls_patcher("bleurt"				)
def       _lowerCAmelCase    (				lowerCAmelCase_				:Union[str, Any]				)->Dict:
   '''simple docstring'''






   import tensorflow.compat.va as tf
   from bleurt.score import Predictor

   tf.flags.DEFINE_string("sv"		,    ""		,    ""				)  # handle pytest cli flags


   class      __lowerCAmelCase  (			a       ):






     """simple docstring"""





     def        lowerCAmelCase__	(  self							:							str     ,					_lowerCAmelCase							:							Optional[Any]	) ->			str:




        """simple docstring"""
        assert len(input_dict["input_ids"]	) == 2
        return np.array([1.03, 1.04]	)

    # mock predict_fn which is supposed to do a forward pass with a bleurt model
   with patch("bleurt.score._create_predictor"				) as mock_create_predictor:
      snake_case_            =       MockedPredictor()
      yield



@LocalMetricTest.register_intensive_calls_patcher("bertscore"				)
def       _lowerCAmelCase    (				lowerCAmelCase_				:List[Any]				)->Union[str, Any]:
   '''simple docstring'''






   import torch

   def bert_cos_score_idf(lowerCAmelCase_				:Optional[Any]		,    lowerCAmelCase_				:Optional[Any]		,    *lowerCAmelCase_				:List[Any]		,    **lowerCAmelCase_				:Tuple				):
      return torch.tensor([[1.0, 1.0, 1.0]] * len(lowerCAmelCase_				)				)

   # mock get_model which is supposed to do download a bert model
   # mock bert_cos_score_idf which is supposed to do a forward pass with a bert model
   with patch("bert_score.scorer.get_model"				), patch(
       "bert_score.scorer.bert_cos_score_idf"				) as mock_bert_cos_score_idf:
      snake_case_            =       bert_cos_score_idf
      yield



@LocalMetricTest.register_intensive_calls_patcher("comet"				)
def       _lowerCAmelCase    (				lowerCAmelCase_				:Union[str, Any]				)->List[str]:
   '''simple docstring'''






   def load_from_checkpoint(lowerCAmelCase_				:Any				):


      class      __lowerCAmelCase  :






        """simple docstring"""





        def        lowerCAmelCase__	(  self							:							int     ,					_lowerCAmelCase							:							List[Any]     ,					*_lowerCAmelCase							:							Optional[int]     ,					**_lowerCAmelCase							:							Union[str, Any]	) ->			Optional[Any]:




           """simple docstring"""
           assert len(_lowerCAmelCase	) == 2
           snake_case_            =       [0.19, 0.92]
           return scores, sum(_lowerCAmelCase	) / len(_lowerCAmelCase	)






      return Model()

   # mock load_from_checkpoint which is supposed to do download a bert model
   # mock load_from_checkpoint which is supposed to do download a bert model
   with patch("comet.download_model"				) as mock_download_model:
      snake_case_            =       None
      with patch("comet.load_from_checkpoint"				) as mock_load_from_checkpoint:
         snake_case_            =       load_from_checkpoint
         yield



def       _lowerCAmelCase    (				)->Tuple:
   '''simple docstring'''






   snake_case_            =       load_metric(os.path.join("metrics"		,    "seqeval"				)				)
   snake_case_            =       "ERROR"
   snake_case_            =       F'''Scheme should be one of [IOB1, IOB2, IOE1, IOE2, IOBES, BILOU], got {wrong_scheme}'''
   with pytest.raises(lowerCAmelCase_		,    match=re.escape(lowerCAmelCase_				)				):
      metric.compute(predictions=[]		,    references=[]		,    scheme=lowerCAmelCase_				)








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"""





  _SCREAMING_SNAKE_CASE		     =							DownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  def        lowerCAmelCase__	(  self							:							int	) ->			Tuple:




     """simple docstring"""
     snake_case_            =       [-0.0_232, -0.9_869, 0.8_054, -0.0_637, -0.1_688, -1.4_264, 0.4_470, -1.3_394, 0.0_904]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							ResnetDownsampleBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



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




     """simple docstring"""
     snake_case_            =       [0.0_710, 0.2_410, -0.7_320, -1.0_757, -1.1_343, 0.3_540, -0.0_133, -0.2_576, 0.0_948]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnDownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			Tuple:




     """simple docstring"""
     snake_case_            =       [0.0_636, 0.8_964, -0.6_234, -1.0_131, 0.0_844, 0.4_935, 0.3_437, 0.0_911, -0.2_957]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							CrossAttnDownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  def        lowerCAmelCase__	(  self							:							str	) ->			Tuple:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							List[Any]	) ->			str:




     """simple docstring"""
     snake_case_            =       [0.2_238, -0.7_396, -0.2_255, -0.3_829, 0.1_925, 1.1_665, 0.0_603, -0.7_295, 0.1_983]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							SimpleCrossAttnDownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  @property
  def        lowerCAmelCase__	(  self							:							Dict	) ->			Any:




     """simple docstring"""
     return super().get_dummy_input(include_encoder_hidden_states=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							List[Any]	) ->			Optional[int]:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



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




     """simple docstring"""
     snake_case_            =       [0.7_921, -0.0_992, -0.1_962, -0.7_695, -0.4_242, 0.7_804, 0.4_737, 0.2_765, 0.3_338]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							SkipDownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  @property
  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			Tuple:




     """simple docstring"""
     return super().get_dummy_input(include_skip_sample=_lowerCAmelCase	)



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




     """simple docstring"""
     snake_case_            =       [-0.0_845, -0.2_087, -0.2_465, 0.0_971, 0.1_900, -0.0_484, 0.2_664, 0.4_179, 0.5_069]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnSkipDownBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  @property
  def        lowerCAmelCase__	(  self							:							Any	) ->			Dict:




     """simple docstring"""
     return super().get_dummy_input(include_skip_sample=_lowerCAmelCase	)



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




     """simple docstring"""
     snake_case_            =       [0.5_539, 0.1_609, 0.4_924, 0.0_537, -0.1_995, 0.4_050, 0.0_979, -0.2_721, -0.0_642]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							DownEncoderBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  @property
  def        lowerCAmelCase__	(  self							:							int	) ->			Optional[Any]:




     """simple docstring"""
     return super().get_dummy_input(include_temb=_lowerCAmelCase	)



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




     """simple docstring"""
     snake_case_            =       {
         "in_channels": 3_2,
         "out_channels": 3_2,
     }
     snake_case_            =       self.dummy_input
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Optional[int]	) ->			List[Any]:




     """simple docstring"""
     snake_case_            =       [1.1_102, 0.5_302, 0.4_872, -0.0_023, -0.8_042, 0.0_483, -0.3_489, -0.5_632, 0.7_626]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnDownEncoderBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'down'



  @property
  def        lowerCAmelCase__	(  self							:							str	) ->			Optional[Any]:




     """simple docstring"""
     return super().get_dummy_input(include_temb=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							int	) ->			Dict:




     """simple docstring"""
     snake_case_            =       {
         "in_channels": 3_2,
         "out_channels": 3_2,
     }
     snake_case_            =       self.dummy_input
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							List[str]	) ->			Any:




     """simple docstring"""
     snake_case_            =       [0.8_966, -0.1_486, 0.8_568, 0.8_141, -0.9_046, -0.1_342, -0.0_972, -0.7_417, 0.1_538]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							UNetMidBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'mid'



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




     """simple docstring"""
     snake_case_            =       {
         "in_channels": 3_2,
         "temb_channels": 1_2_8,
     }
     snake_case_            =       self.dummy_input
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			int:




     """simple docstring"""
     snake_case_            =       [-0.1_062, 1.7_248, 0.3_494, 1.4_569, -0.0_910, -1.2_421, -0.9_984, 0.6_736, 1.0_028]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							UNetMidBlockaDCrossAttn  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'mid'



  def        lowerCAmelCase__	(  self							:							int	) ->			List[Any]:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Tuple	) ->			Any:




     """simple docstring"""
     snake_case_            =       [0.0_187, 2.4_220, 0.4_484, 1.1_203, -0.6_121, -1.5_122, -0.8_270, 0.7_851, 1.8_335]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							UNetMidBlockaDSimpleCrossAttn  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'mid'



  @property
  def        lowerCAmelCase__	(  self							:							Tuple	) ->			Any:




     """simple docstring"""
     return super().get_dummy_input(include_encoder_hidden_states=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							Optional[Any]	) ->			Union[str, Any]:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			Optional[Any]:




     """simple docstring"""
     snake_case_            =       [0.7_143, 1.9_974, 0.5_448, 1.3_977, 0.1_282, -1.1_237, -1.4_238, 0.5_530, 0.8_880]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							UpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							Dict	) ->			List[Any]:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							str	) ->			Any:




     """simple docstring"""
     snake_case_            =       [-0.2_041, -0.4_165, -0.3_022, 0.0_041, -0.6_628, -0.7_053, 0.1_928, -0.0_325, 0.0_523]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							ResnetUpsampleBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							str	) ->			int:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



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




     """simple docstring"""
     snake_case_            =       [0.2_287, 0.3_549, -0.1_346, 0.4_797, -0.1_715, -0.9_649, 0.7_305, -0.5_864, -0.6_244]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							CrossAttnUpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							List[str]	) ->			List[str]:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							List[str]	) ->			Optional[Any]:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			List[Any]:




     """simple docstring"""
     snake_case_            =       [-0.1_403, -0.3_515, -0.0_420, -0.1_425, 0.3_167, 0.5_094, -0.2_181, 0.5_931, 0.5_582]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							SimpleCrossAttnUpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							int	) ->			List[Any]:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase     ,					include_encoder_hidden_states=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							Tuple	) ->			Any:




     """simple docstring"""
     snake_case_     ,     snake_case_            =       super().prepare_init_args_and_inputs_for_common()
     snake_case_            =       3_2
     return init_dict, inputs_dict



  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			Optional[int]:




     """simple docstring"""
     snake_case_            =       [0.2_645, 0.1_480, 0.0_909, 0.8_044, -0.9_758, -0.9_083, 0.0_994, -1.1_453, -0.7_402]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnUpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							List[Any]	) ->			Tuple:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



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




     """simple docstring"""
     snake_case_            =       [0.0_979, 0.1_326, 0.0_021, 0.0_659, 0.2_249, 0.0_059, 0.1_132, 0.5_952, 0.1_033]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							SkipUpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							List[str]	) ->			str:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							Tuple	) ->			str:




     """simple docstring"""
     snake_case_            =       [-0.0_893, -0.1_234, -0.1_506, -0.0_332, 0.0_123, -0.0_211, 0.0_566, 0.0_143, 0.0_362]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnSkipUpBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							int	) ->			List[str]:




     """simple docstring"""
     return super().get_dummy_input(include_res_hidden_states_tuple=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							Optional[int]	) ->			Dict:




     """simple docstring"""
     snake_case_            =       [0.0_361, 0.0_617, 0.2_787, -0.0_350, 0.0_342, 0.3_421, -0.0_843, 0.0_913, 0.3_015]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							UpDecoderBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							Union[str, Any]	) ->			Optional[int]:




     """simple docstring"""
     return super().get_dummy_input(include_temb=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							Any	) ->			Any:




     """simple docstring"""
     snake_case_            =       {"in_channels": 3_2, "out_channels": 3_2}

     snake_case_            =       self.dummy_input
     return init_dict, inputs_dict



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




     """simple docstring"""
     snake_case_            =       [0.4_404, 0.1_998, -0.9_886, -0.3_320, -0.3_128, -0.7_034, -0.6_955, -0.2_338, -0.3_137]
     super().test_output(_lowerCAmelCase	)






class      __lowerCAmelCase  (			a			,	unittest.TestCase       ):






  """simple docstring"""





  _SCREAMING_SNAKE_CASE		     =							AttnUpDecoderBlockaD  # noqa F405
  _SCREAMING_SNAKE_CASE		     =							'up'



  @property
  def        lowerCAmelCase__	(  self							:							Tuple	) ->			int:




     """simple docstring"""
     return super().get_dummy_input(include_temb=_lowerCAmelCase	)



  def        lowerCAmelCase__	(  self							:							int	) ->			Dict:




     """simple docstring"""
     snake_case_            =       {"in_channels": 3_2, "out_channels": 3_2}

     snake_case_            =       self.dummy_input
     return init_dict, inputs_dict



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




     """simple docstring"""
     snake_case_            =       [0.6_738, 0.4_491, 0.1_055, 1.0_710, 0.7_316, 0.3_339, 0.3_352, 0.1_023, 0.3_568]
     super().test_output(_lowerCAmelCase	)




