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

import black


__a         =   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         =   '    \"""\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 					lowercase__(							unittest.TestCase				):



	"""simple docstring"""




	def 		_lowercase    (			self    :     Optional[int]			)			->	Any:
					lowercase_	    =   tempfile.mkdtemp()
					os.makedirs(os.path.join(self.diffusers_dir			,				'''schedulers/'''			)			)
					lowercase_	    =   self.diffusers_dir
					shutil.copy(
					    os.path.join(SCREAMING_SNAKE_CASE_			,				'''src/diffusers/schedulers/scheduling_ddpm.py'''			)			,				os.path.join(self.diffusers_dir			,				'''schedulers/scheduling_ddpm.py'''			)			,				)
	def 		_lowercase    (			self    :     List[Any]			)			->	Any:
					lowercase_	    =   '''src/diffusers'''
					shutil.rmtree(self.diffusers_dir			)
	def 		_lowercase    (			self    :     Union[str, Any]			,				SCREAMING_SNAKE_CASE_    :     Union[str, Any]			,				SCREAMING_SNAKE_CASE_    :     Optional[Any]			,				SCREAMING_SNAKE_CASE_    :     Optional[int]			,				SCREAMING_SNAKE_CASE_    :     List[str]=None			)			->	Any:
					lowercase_	    =   comment + f'''\nclass {class_name}(nn.Module):\n''' + class_code
					if overwrite_result is not None:
									lowercase_	    =   comment + f'''\nclass {class_name}(nn.Module):\n''' + overwrite_result
					lowercase_	    =   black.Mode(target_versions={black.TargetVersion.PYaa}			,				line_length=1_1_9			)
					lowercase_	    =   black.format_str(SCREAMING_SNAKE_CASE_			,				mode=SCREAMING_SNAKE_CASE_			)
					lowercase_	    =   os.path.join(self.diffusers_dir			,				'''new_code.py'''			)
					with open(SCREAMING_SNAKE_CASE_			,				'''w'''			,				newline='''\n'''			) as f:
									f.write(SCREAMING_SNAKE_CASE_			)
					if overwrite_result is None:
									self.assertTrue(len(check_copies.is_copy_consistent(SCREAMING_SNAKE_CASE_			)			) == 0			)
					else:
									check_copies.is_copy_consistent(f.name			,				overwrite=SCREAMING_SNAKE_CASE_			)
									with open(SCREAMING_SNAKE_CASE_			,				'''r'''			) as f:
													self.assertTrue(f.read()			,				SCREAMING_SNAKE_CASE_			)
	def 		_lowercase    (			self    :     Tuple			)			->	str:
					lowercase_	    =   check_copies.find_code_in_diffusers('''schedulers.scheduling_ddpm.DDPMSchedulerOutput'''			)
					self.assertEqual(SCREAMING_SNAKE_CASE_			,				SCREAMING_SNAKE_CASE_			)




	def 		_lowercase    (			self    :     List[Any]			)			->	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'''			,				SCREAMING_SNAKE_CASE_			,				)

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

					# Copy consistency with a really long name
					lowercase_	    =   '''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'''			,				SCREAMING_SNAKE_CASE_			,				SCREAMING_SNAKE_CASE_			)			,				)

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












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


__a   :							List[Any]						= logging.get_logger(__name__)

# TODO: upload to AWS
__a   :							Union[str, Any]						= {
    "yjernite/retribert-base-uncased": (
        "https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/config.json"
    ),
}


class    __lowercase   (						lowercase_	):







     '''simple docstring'''
     SCREAMING_SNAKE_CASE     =					"retribert"




     def __init__(					self							:      Any			,						UpperCamelCase_							:      int=30_522			,						UpperCamelCase_							:      Optional[int]=768			,						UpperCamelCase_							:      Union[str, Any]=8			,						UpperCamelCase_							:      Tuple=12			,						UpperCamelCase_							:      List[Any]=3_072			,						UpperCamelCase_							:      Tuple="gelu"			,						UpperCamelCase_							:      str=0.1			,						UpperCamelCase_							:      Dict=0.1			,						UpperCamelCase_							:      List[str]=512			,						UpperCamelCase_							:      Optional[int]=2			,						UpperCamelCase_							:      Tuple=0.02			,						UpperCamelCase_							:      List[str]=1e-12			,						UpperCamelCase_							:      Any=True			,						UpperCamelCase_							:      List[Any]=128			,						UpperCamelCase_							:      Union[str, Any]=0			,						**UpperCamelCase_							:      List[str]			,						):


         """simple docstring"""



         super().__init__(pad_token_id=UpperCamelCase_			,						**UpperCamelCase_					)

         __A       =						vocab_size
         __A       =						hidden_size
         __A       =						num_hidden_layers
         __A       =						num_attention_heads
         __A       =						hidden_act
         __A       =						intermediate_size
         __A       =						hidden_dropout_prob
         __A       =						attention_probs_dropout_prob
         __A       =						max_position_embeddings
         __A       =						type_vocab_size
         __A       =						initializer_range
         __A       =						layer_norm_eps
         __A       =						share_encoders
         __A       =						projection_dim




