

'''simple docstring'''

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 				_snake_case			(							unittest.TestCase    ):
   def      __UpperCamelCase    (			self      :   Optional[int]				):
     SCREAMING_SNAKE_CASE:Tuple       =       tempfile.mkdtemp()
     os.makedirs(os.path.join(self.diffusers_dir  ,"schedulers/"				)				)
     SCREAMING_SNAKE_CASE:Union[str, Any]       =       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      __UpperCamelCase    (			self      :   List[str]				):
     SCREAMING_SNAKE_CASE:Dict       =       "src/diffusers"
     shutil.rmtree(self.diffusers_dir				)
   def      __UpperCamelCase    (			self      :   Dict  ,SCREAMING_SNAKE_CASE__      :   List[str]  ,SCREAMING_SNAKE_CASE__      :   Tuple  ,SCREAMING_SNAKE_CASE__      :   Optional[Any]  ,SCREAMING_SNAKE_CASE__      :   List[Any]=None				):
     SCREAMING_SNAKE_CASE:List[str]       =       comment + F'''\nclass {class_name}(nn.Module):\n''' + class_code
     if overwrite_result is not None:
       SCREAMING_SNAKE_CASE:List[Any]       =       comment + F'''\nclass {class_name}(nn.Module):\n''' + overwrite_result
     SCREAMING_SNAKE_CASE:int       =       black.Mode(target_versions={black.TargetVersion.PYaa}  ,line_length=119				)
     SCREAMING_SNAKE_CASE:List[str]       =       black.format_str(SCREAMING_SNAKE_CASE__  ,mode=SCREAMING_SNAKE_CASE__				)
     SCREAMING_SNAKE_CASE:str       =       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      __UpperCamelCase    (			self      :   List[str]				):
     SCREAMING_SNAKE_CASE:int       =       check_copies.find_code_in_diffusers("schedulers.scheduling_ddpm.DDPMSchedulerOutput"				)
     self.assertEqual(SCREAMING_SNAKE_CASE__  ,SCREAMING_SNAKE_CASE__				)







   def      __UpperCamelCase    (			self      :   Optional[Any]				):
     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
     SCREAMING_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"  ,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__				)  ,)













'''simple docstring'''

def     __magic_name__							(				__UpperCAmelCase				,						__UpperCAmelCase   )    ->       str:

   '''simple docstring'''







   __SCREAMING_SNAKE_CASE   				=							(boundary[1] - boundary[0]) / steps
   __SCREAMING_SNAKE_CASE   				=							boundary[0]
   __SCREAMING_SNAKE_CASE   				=							boundary[1]
   __SCREAMING_SNAKE_CASE   				=							make_points(__UpperCAmelCase				,						__UpperCAmelCase				,						__UpperCAmelCase   )
   __SCREAMING_SNAKE_CASE   				=							0.0
   y += (h / 2.0) * f(__UpperCAmelCase   )
   for i in x_i:
      # print(i)
      y += h * f(__UpperCAmelCase   )
   y += (h / 2.0) * f(__UpperCAmelCase   )
   return y

def     __magic_name__							(				__UpperCAmelCase				,						__UpperCAmelCase				,						__UpperCAmelCase   )    ->       Optional[Any]:

   '''simple docstring'''







   __SCREAMING_SNAKE_CASE   				=							a + h
   while x < (b - h):
      yield x
      __SCREAMING_SNAKE_CASE   				=							x + h

def     __magic_name__							(				__UpperCAmelCase   )    ->       int:  # enter your function here

   '''simple docstring'''







   __SCREAMING_SNAKE_CASE   				=							(x - 0) * (x - 0)
   return y

def     __magic_name__							(				)    ->       Tuple:

   '''simple docstring'''







   __SCREAMING_SNAKE_CASE   				=							0.0  # Lower bound of integration
   __SCREAMING_SNAKE_CASE   				=							1.0  # Upper bound of integration
   __SCREAMING_SNAKE_CASE   				=							1_0.0  # define number of steps or resolution
   __SCREAMING_SNAKE_CASE   				=							[a, b]  # define boundary of integration
   __SCREAMING_SNAKE_CASE   				=							method_a(__UpperCAmelCase				,						__UpperCAmelCase   )
   print(f"""y = {y}"""   )


if __name__ == "__main__":
    main()





