

'''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 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=DownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   def __UpperCAmelCase       (   self				:	Dict)      ->					Optional[int]:
         lowercase_     =      [-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=ResnetDownsampleBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   def __UpperCAmelCase       (   self				:	Dict)      ->					int:
         lowercase_     =      [0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnDownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   def __UpperCAmelCase       (   self				:	Dict)      ->					List[str]:
         lowercase_     =      [0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=CrossAttnDownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   def __UpperCAmelCase       (   self				:	List[Any])      ->					Optional[Any]:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	int)      ->					List[Any]:
         lowercase_     =      [0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=SimpleCrossAttnDownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   @property
   def __UpperCAmelCase       (   self				:	Dict)      ->					Union[str, Any]:
         return super().get_dummy_input(include_encoder_hidden_states=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					List[str]:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   @unittest.skipIf(torch_device == "mps"   ,		"MPS result is not consistent")
   def __UpperCAmelCase       (   self				:	Dict)      ->					Optional[int]:
         lowercase_     =      [0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=SkipDownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   @property
   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					Any:
         return super().get_dummy_input(include_skip_sample=snake_case__)


   def __UpperCAmelCase       (   self				:	Union[str, Any])      ->					Tuple:
         lowercase_     =      [-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnSkipDownBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   @property
   def __UpperCAmelCase       (   self				:	Optional[int])      ->					Dict:
         return super().get_dummy_input(include_skip_sample=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[int])      ->					Optional[Any]:
         lowercase_     =      [0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=DownEncoderBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   @property
   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					Union[str, Any]:
         return super().get_dummy_input(include_temb=snake_case__)


   def __UpperCAmelCase       (   self				:	Any)      ->					Union[str, Any]:
         lowercase_     =      {
             "in_channels": 32,
             "out_channels": 32,
         }
         lowercase_     =      self.dummy_input
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Union[str, Any])      ->					Any:
         lowercase_     =      [1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnDownEncoderBlockaD  # noqa F405
   lowerCamelCase_    					='''down'''


   @property
   def __UpperCAmelCase       (   self				:	Any)      ->					Any:
         return super().get_dummy_input(include_temb=snake_case__)


   def __UpperCAmelCase       (   self				:	Union[str, Any])      ->					Any:
         lowercase_     =      {
             "in_channels": 32,
             "out_channels": 32,
         }
         lowercase_     =      self.dummy_input
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Dict)      ->					Dict:
         lowercase_     =      [0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=UNetMidBlockaD  # noqa F405
   lowerCamelCase_    					='''mid'''


   def __UpperCAmelCase       (   self				:	List[str])      ->					Optional[Any]:
         lowercase_     =      {
             "in_channels": 32,
             "temb_channels": 128,
         }
         lowercase_     =      self.dummy_input
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	int)      ->					Tuple:
         lowercase_     =      [-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=UNetMidBlockaDCrossAttn  # noqa F405
   lowerCamelCase_    					='''mid'''


   def __UpperCAmelCase       (   self				:	int)      ->					Union[str, Any]:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Tuple)      ->					List[Any]:
         lowercase_     =      [0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=UNetMidBlockaDSimpleCrossAttn  # noqa F405
   lowerCamelCase_    					='''mid'''


   @property
   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					Union[str, Any]:
         return super().get_dummy_input(include_encoder_hidden_states=snake_case__)


   def __UpperCAmelCase       (   self				:	Dict)      ->					str:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	str)      ->					Union[str, Any]:
         lowercase_     =      [0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=UpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	List[Any])      ->					Dict:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[int])      ->					Tuple:
         lowercase_     =      [-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=ResnetUpsampleBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	Optional[int])      ->					List[Any]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   def __UpperCAmelCase       (   self				:	List[Any])      ->					List[Any]:
         lowercase_     =      [0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=CrossAttnUpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	int)      ->					List[str]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   def __UpperCAmelCase       (   self				:	Any)      ->					str:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Dict)      ->					Tuple:
         lowercase_     =      [-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=SimpleCrossAttnUpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	List[str])      ->					Optional[int]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__   ,		include_encoder_hidden_states=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					List[str]:
         lowercase_ ,							lowercase_     =      super().prepare_init_args_and_inputs_for_common()
         lowercase_     =      32
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Optional[int])      ->					Any:
         lowercase_     =      [0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnUpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	Dict)      ->					List[str]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   @unittest.skipIf(torch_device == "mps"   ,		"MPS result is not consistent")
   def __UpperCAmelCase       (   self				:	str)      ->					Any:
         lowercase_     =      [0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=SkipUpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	Tuple)      ->					List[str]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					List[str]:
         lowercase_     =      [-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnSkipUpBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	List[str])      ->					List[Any]:
         return super().get_dummy_input(include_res_hidden_states_tuple=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[Any])      ->					Optional[int]:
         lowercase_     =      [0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=UpDecoderBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	Any)      ->					str:
         return super().get_dummy_input(include_temb=snake_case__)


   def __UpperCAmelCase       (   self				:	Dict)      ->					List[Any]:
         lowercase_     =      {"in_channels": 32, "out_channels": 32}

         lowercase_     =      self.dummy_input
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	str)      ->					str:
         lowercase_     =      [0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
         super().test_output(snake_case__)





class 							lowercase						(						__a ,				unittest.TestCase ):
   lowerCamelCase_    					=AttnUpDecoderBlockaD  # noqa F405
   lowerCamelCase_    					='''up'''


   @property
   def __UpperCAmelCase       (   self				:	Dict)      ->					List[Any]:
         return super().get_dummy_input(include_temb=snake_case__)


   def __UpperCAmelCase       (   self				:	Optional[int])      ->					int:
         lowercase_     =      {"in_channels": 32, "out_channels": 32}

         lowercase_     =      self.dummy_input
         return init_dict, inputs_dict


   def __UpperCAmelCase       (   self				:	Any)      ->					Union[str, Any]:
         lowercase_     =      [0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
         super().test_output(snake_case__)







'''simple docstring'''

import logging
from dataclasses import dataclass, field
from pathlib import Path
from typing import Optional, Union

from .generation.configuration_utils import GenerationConfig
from .training_args import TrainingArguments
from .utils import add_start_docstrings


lowerCAmelCase_ : Dict						  =      logging.getLogger(__name__)





@dataclass
@add_start_docstrings(TrainingArguments.__doc__ )
class 							lowercase						(						__lowerCamelCase ):
   lowerCamelCase_    					=field(default=__lowerCamelCase ,				metadata={'help': 'Whether to use SortishSampler or not.'} )
   lowerCamelCase_    					=field(
       default=__lowerCamelCase ,				metadata={'help': 'Whether to use generate to calculate generative metrics (ROUGE, BLEU).'} )
   lowerCamelCase_    					=field(
       default=__lowerCamelCase ,				metadata={
           'help': (
               'The `max_length` to use on each evaluation loop when `predict_with_generate=True`. Will default '
               'to the `max_length` value of the model configuration.'
           )
       } ,				)
   lowerCamelCase_    					=field(
       default=__lowerCamelCase ,				metadata={
           'help': (
               'The `num_beams` to use on each evaluation loop when `predict_with_generate=True`. Will default '
               'to the `num_beams` value of the model configuration.'
           )
       } ,				)
   lowerCamelCase_    					=field(
       default=__lowerCamelCase ,				metadata={
           'help': 'Model id, file path or url pointing to a GenerationConfig json file, to use during prediction.'
       } ,				)


   def __UpperCAmelCase       (   self				:	Tuple)      ->					Optional[int]:
         lowercase_     =      super().to_dict()
         for k, v in d.items():
               if isinstance(__lowerCAmelCase   ,		__lowerCAmelCase):
                     lowercase_     =      v.to_dict()
         return d






