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

import black


__lowercase											=      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.
__lowercase											=      '''    \"""
    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 			lowerCamelCase_  (     unittest.TestCase				):






    '''simple docstring'''






    def     UpperCamelCase__     (			self) ->			Any:
        __UpperCamelCase  :List[Any]    						=	tempfile.mkdtemp()
        os.makedirs(os.path.join(self.diffusers_dir				,				'''schedulers/'''))
        __UpperCamelCase  :Union[str, Any]    						=	self.diffusers_dir
        shutil.copy(
            os.path.join(A_				,				'''src/diffusers/schedulers/scheduling_ddpm.py''')				,				os.path.join(self.diffusers_dir				,				'''schedulers/scheduling_ddpm.py''')				,				)







    def     UpperCamelCase__     (			self) ->			Optional[Any]:
        __UpperCamelCase  :List[str]    						=	'''src/diffusers'''
        shutil.rmtree(self.diffusers_dir)







    def     UpperCamelCase__     (			self				,				__lowercase				,				__lowercase				,				__lowercase				,				__lowercase=None) ->			Tuple:
        __UpperCamelCase  :Tuple    						=	comment + f"""\nclass {class_name}(nn.Module):\n""" + class_code
        if overwrite_result is not None:
            __UpperCamelCase  :str    						=	comment + f"""\nclass {class_name}(nn.Module):\n""" + overwrite_result
        __UpperCamelCase  :List[Any]    						=	black.Mode(target_versions={black.TargetVersion.PYaa}				,				line_length=119)
        __UpperCamelCase  :Any    						=	black.format_str(A_				,				mode=A_)
        __UpperCamelCase  :Dict    						=	os.path.join(self.diffusers_dir				,				'''new_code.py''')
        with open(A_				,				'''w'''				,				newline='''\n''') as f:
            f.write(A_)
        if overwrite_result is None:
            self.assertTrue(len(check_copies.is_copy_consistent(A_)) == 0)
        else:
            check_copies.is_copy_consistent(f.name				,				overwrite=A_)
            with open(A_				,				'''r''') as f:
                self.assertTrue(f.read()				,				A_)







    def     UpperCamelCase__     (			self) ->			Tuple:
        __UpperCamelCase  :str    						=	check_copies.find_code_in_diffusers('''schedulers.scheduling_ddpm.DDPMSchedulerOutput''')
        self.assertEqual(A_				,				A_)







    def     UpperCamelCase__     (			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'''				,				A_				,				)

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

        # Copy consistency with a really long name
        __UpperCamelCase  :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'''				,				A_				,				A_)				,				)

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






import requests
from bsa import BeautifulSoup



def lowerCamelCase						(     SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE			):
    '''simple docstring'''







    __UpperCamelCase  :List[Any]    						=	BeautifulSoup(requests.get(SCREAMING_SNAKE_CASE						,    params=SCREAMING_SNAKE_CASE			).content						,    '''html.parser'''			)
    __UpperCamelCase  :int    						=	soup.find('''div'''						,    attrs={'''class''': '''gs_ri'''}			)
    __UpperCamelCase  :Union[str, Any]    						=	div.find('''div'''						,    attrs={'''class''': '''gs_fl'''}			).find_all('''a'''			)
    return anchors[2].get_text()


if __name__ == "__main__":
    __lowercase											=      {
        '''title''': (
            '''Precisely geometry controlled microsupercapacitors for ultrahigh areal '''
            '''capacitance, volumetric capacitance, and energy density'''
        ),
        '''journal''': '''Chem. Mater.''',
        '''volume''': 30,
        '''pages''': '''3979-3990''',
        '''year''': 2018,
        '''hl''': '''en''',
    }
    print(get_citation('''https://scholar.google.com/scholar_lookup''', params=params))





