

'''simple docstring'''
import os
import re
import shutil
import sys
import tempfile
import unittest

import black


_lowerCamelCase      					=     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.
_lowerCamelCase      					=     """    \"\"\"
    Output class for the scheduler's step function output.

    Args:
        prev_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):
            Computed sample (x_{t-1}) of previous timestep. `prev_sample` should be used as next model input in the
            denoising loop.
        pred_original_sample (`torch.FloatTensor` of shape `(batch_size, num_channels, height, width)` for images):
            The predicted denoised sample (x_{0}) based on the model output from the current timestep.
            `pred_original_sample` can be used to preview progress or for guidance.
    \"\"\"

    prev_sample: torch.FloatTensor
    pred_original_sample: Optional[torch.FloatTensor] = None
"""
class 					_snake_case		(unittest.TestCase):






			def 		UpperCamelCase__							(  self     ):
				UpperCAmelCase_     :      Union[str, Any]						=  tempfile.mkdtemp()
				os.makedirs(os.path.join(self.diffusers_dir			,"schedulers/"     )     )
				UpperCAmelCase_     :      Tuple						=  self.diffusers_dir
				shutil.copy(
				    os.path.join(_snake_case			,"src/diffusers/schedulers/scheduling_ddpm.py"     )			,os.path.join(self.diffusers_dir			,"schedulers/scheduling_ddpm.py"     )			,)






			def 		UpperCamelCase__							(  self     ):
				UpperCAmelCase_     :      List[Any]						=  "src/diffusers"
				shutil.rmtree(self.diffusers_dir     )






			def 		UpperCamelCase__							(  self			,_snake_case			,_snake_case			,_snake_case			,_snake_case=None     ):
				UpperCAmelCase_     :      Any						=  comment + f'''\nclass {class_name}(nn.Module):\n''' + class_code
				if overwrite_result is not None:
					UpperCAmelCase_     :      List[str]						=  comment + f'''\nclass {class_name}(nn.Module):\n''' + overwrite_result
				UpperCAmelCase_     :      List[str]						=  black.Mode(target_versions={black.TargetVersion.PYaa}			,line_length=1_19     )
				UpperCAmelCase_     :      Union[str, Any]						=  black.format_str(_snake_case			,mode=_snake_case     )
				UpperCAmelCase_     :      Any						=  os.path.join(self.diffusers_dir			,"new_code.py"     )
				with open(_snake_case			,"w"			,newline="\n"     ) as f:
					f.write(_snake_case     )
				if overwrite_result is None:
					self.assertTrue(len(check_copies.is_copy_consistent(_snake_case     )     ) == 0     )
				else:
					check_copies.is_copy_consistent(f.name			,overwrite=_snake_case     )
					with open(_snake_case			,"r"     ) as f:
						self.assertTrue(f.read()			,_snake_case     )






			def 		UpperCamelCase__							(  self     ):
				UpperCAmelCase_     :      Dict						=  check_copies.find_code_in_diffusers("schedulers.scheduling_ddpm.DDPMSchedulerOutput"     )
				self.assertEqual(_snake_case			,_snake_case     )






			def 		UpperCamelCase__							(  self     ):
				# 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"			,_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"			,_snake_case     )			,)

				# Copy consistency with a really long name
				UpperCAmelCase_     :      str						=  "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"			,_snake_case			,_snake_case     )			,)

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









'''simple docstring'''

def 	__lowerCamelCase	( )     -> Union[str, Any]:
		_a	: Optional[Any]								=				[]
		_a	: List[str]								=				1

		while len(lowerCAmelCase_    ) < 1E6:
				constant.append(str(lowerCAmelCase_    )    )
				i += 1

		_a	: Optional[Any]								=				''.join(lowerCAmelCase_    )

		return (
		    int(constant[0]    )
		    * int(constant[9]    )
		    * int(constant[99]    )
		    * int(constant[999]    )
		    * int(constant[9999]    )
		    * int(constant[99999]    )
		    * int(constant[999999]    )
		)


if __name__ == "__main__":
							print(solution())




