


'''simple docstring'''






import os
import re
import shutil
import sys
import tempfile
import unittest

import black


__A	:	Tuple     =     os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__))))
sys.path.append(os.path.join(git_repo_path, 'utils'))

import check_copies  # noqa: E402


# This is the reference code that will be used in the tests.
# If DDPMSchedulerOutput is changed in scheduling_ddpm.py, this code needs to be manually updated.
__A	:	int     =     '    \"""\n    Output class for the scheduler\'s step function output.\n\n    Args:\n        prev_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            Computed sample (x_{t-1}) of previous timestep. `prev_sample` should be used as next model input in the\n            denoising loop.\n        pred_original_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):\n            The predicted denoised sample (x_{0}) based on the model output from the current timestep.\n            `pred_original_sample` can be used to preview progress or for guidance.\n    \"""\n\n    prev_sample: torch.FloatTensor\n    pred_original_sample: Optional[torch.FloatTensor] = None\n'
class 						__UpperCamelCase	(						unittest.TestCase							):





							def 		a__   (  self		:Dict			):
									snake_case_		:							Tuple			       =						tempfile.mkdtemp()
									os.makedirs(os.path.join(self.diffusers_dir  ,"""schedulers/"""			)			)
									snake_case_		:							List[Any]			       =						self.diffusers_dir
									shutil.copy(
									    os.path.join(_UpperCamelCase  ,"""src/diffusers/schedulers/scheduling_ddpm.py"""			)  ,os.path.join(self.diffusers_dir  ,"""schedulers/scheduling_ddpm.py"""			)  ,)





							def 		a__   (  self		:Dict			):
									snake_case_		:							List[Any]			       =						"""src/diffusers"""
									shutil.rmtree(self.diffusers_dir			)





							def 		a__   (  self		:Tuple  ,_UpperCamelCase		:str  ,_UpperCamelCase		:Optional[int]  ,_UpperCamelCase		:Tuple  ,_UpperCamelCase		:List[Any]=None			):
									snake_case_		:							List[str]			       =						comment + F'''\nclass {class_name}(nn.Module):\n''' + class_code
									if overwrite_result is not None:
											snake_case_		:							Dict			       =						comment + F'''\nclass {class_name}(nn.Module):\n''' + overwrite_result
									snake_case_		:							List[str]			       =						black.Mode(target_versions={black.TargetVersion.PYaa}  ,line_length=1_1_9			)
									snake_case_		:							Any			       =						black.format_str(_UpperCamelCase  ,mode=_UpperCamelCase			)
									snake_case_		:							Dict			       =						os.path.join(self.diffusers_dir  ,"""new_code.py"""			)
									with open(_UpperCamelCase  ,"""w"""  ,newline="""\n"""			) as f:
											f.write(_UpperCamelCase			)
									if overwrite_result is None:
											self.assertTrue(len(check_copies.is_copy_consistent(_UpperCamelCase			)			) == 0			)
									else:
											check_copies.is_copy_consistent(f.name  ,overwrite=_UpperCamelCase			)
											with open(_UpperCamelCase  ,"""r"""			) as f:
													self.assertTrue(f.read()  ,_UpperCamelCase			)





							def 		a__   (  self		:int			):
									snake_case_		:							Union[str, Any]			       =						check_copies.find_code_in_diffusers("""schedulers.scheduling_ddpm.DDPMSchedulerOutput"""			)
									self.assertEqual(_UpperCamelCase  ,_UpperCamelCase			)





							def 		a__   (  self		:List[str]			):
									# Base copy consistency
									self.check_copy_consistency(
									    """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput"""  ,"""DDPMSchedulerOutput"""  ,REFERENCE_CODE + """\n"""  ,)

									# With no empty line at the end
									self.check_copy_consistency(
									    """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput"""  ,"""DDPMSchedulerOutput"""  ,_UpperCamelCase  ,)

									# Copy consistency with rename
									self.check_copy_consistency(
									    """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test"""  ,"""TestSchedulerOutput"""  ,re.sub("""DDPM"""  ,"""Test"""  ,_UpperCamelCase			)  ,)

									# Copy consistency with a really long name
									snake_case_		:							Optional[int]			       =						"""TestClassWithAReallyLongNameBecauseSomePeopleLikeThatForSomeReason"""
									self.check_copy_consistency(
									    F'''# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->{long_class_name}'''  ,F'''{long_class_name}SchedulerOutput'''  ,re.sub("""Bert"""  ,_UpperCamelCase  ,_UpperCamelCase			)  ,)

									# Copy consistency with overwrite
									self.check_copy_consistency(
									    """# Copied from diffusers.schedulers.scheduling_ddpm.DDPMSchedulerOutput with DDPM->Test"""  ,"""TestSchedulerOutput"""  ,_UpperCamelCase  ,overwrite_result=re.sub("""DDPM"""  ,"""Test"""  ,_UpperCamelCase			)  ,)



'''simple docstring'''






from ...configuration_utils import PretrainedConfig
from ...utils import logging


__A	:	Optional[int]     =     logging.get_logger(__name__)

__A	:	List[Any]     =     {
    'studio-ousia/luke-base': 'https://huggingface.co/studio-ousia/luke-base/resolve/main/config.json',
    'studio-ousia/luke-large': 'https://huggingface.co/studio-ousia/luke-large/resolve/main/config.json',
}
class 						__UpperCamelCase	(						lowercase__							):
							lowercase			:		Union[str, Any]   		=  'luke'





							def __init__(  self		:List[str]  ,_UpperCamelCase		:Tuple=5_0_2_6_7  ,_UpperCamelCase		:Tuple=5_0_0_0_0_0  ,_UpperCamelCase		:str=7_6_8  ,_UpperCamelCase		:List[Any]=2_5_6  ,_UpperCamelCase		:List[str]=1_2  ,_UpperCamelCase		:str=1_2  ,_UpperCamelCase		:Union[str, Any]=3_0_7_2  ,_UpperCamelCase		:int="gelu"  ,_UpperCamelCase		:int=0.1  ,_UpperCamelCase		:Dict=0.1  ,_UpperCamelCase		:Dict=5_1_2  ,_UpperCamelCase		:Optional[Any]=2  ,_UpperCamelCase		:int=0.02  ,_UpperCamelCase		:Any=1E-1_2  ,_UpperCamelCase		:Tuple=True  ,_UpperCamelCase		:Any=None  ,_UpperCamelCase		:Any=1  ,_UpperCamelCase		:int=0  ,_UpperCamelCase		:List[Any]=2  ,**_UpperCamelCase		:str  ,):
									super().__init__(pad_token_id=_UpperCamelCase  ,bos_token_id=_UpperCamelCase  ,eos_token_id=_UpperCamelCase  ,**_UpperCamelCase			)

									snake_case_		:							Any			       =						vocab_size
									snake_case_		:							List[Any]			       =						entity_vocab_size
									snake_case_		:							Optional[Any]			       =						hidden_size
									snake_case_		:							List[Any]			       =						entity_emb_size
									snake_case_		:							Dict			       =						num_hidden_layers
									snake_case_		:							Union[str, Any]			       =						num_attention_heads
									snake_case_		:							Dict			       =						hidden_act
									snake_case_		:							Dict			       =						intermediate_size
									snake_case_		:							Any			       =						hidden_dropout_prob
									snake_case_		:							List[Any]			       =						attention_probs_dropout_prob
									snake_case_		:							Optional[Any]			       =						max_position_embeddings
									snake_case_		:							Any			       =						type_vocab_size
									snake_case_		:							int			       =						initializer_range
									snake_case_		:							Union[str, Any]			       =						layer_norm_eps
									snake_case_		:							Tuple			       =						use_entity_aware_attention
									snake_case_		:							Tuple			       =						classifier_dropout