


"""simple docstring"""



import json
import sys






def       lowerCamelCase					(a_						:Optional[Any]				,				a_						:Optional[Any])     ->							List[Any]:
       with open(a_				,				encoding='''utf-8''') as f:
              lowercase		:Dict       							=				json.load(a_)

       lowercase		:Optional[Any]       							=				['''<details>''', '''<summary>Show updated benchmarks!</summary>''', ''' ''']

       for benchmark_name in sorted(a_):
              lowercase		:Tuple       							=				results[benchmark_name]

              lowercase		:Any       							=				benchmark_name.split('''/''')[-1]
              output_md.append(F"""### Benchmark: {benchmark_file_name}""")

              lowercase		:Tuple       							=				'''| metric |'''
              lowercase		:Union[str, Any]       							=				'''|--------|'''
              lowercase		:Any       							=				'''| new / old (diff) |'''
              for metric_name in sorted(a_):
                     lowercase		:Union[str, Any]       							=				benchmark_res[metric_name]
                     lowercase		:int       							=				metric_vals['''new''']
                     lowercase		:List[str]       							=				metric_vals.get('''old'''				,				a_)
                     lowercase		:int       							=				metric_vals.get('''diff'''				,				a_)

                     lowercase		:Optional[int]       							=				F""" {new_val:f}""" if isinstance(a_				,				(int, float)) else '''None'''

                     if old_val is not None:
                            val_str += F""" / {old_val:f}""" if isinstance(a_				,				(int, float)) else "None"
                     if dif_val is not None:
                            val_str += F""" ({dif_val:f})""" if isinstance(a_				,				(int, float)) else "None"

                     title += " " + metric_name + " |"
                     lines += "---|"
                     value += val_str + " |"

              output_md += [title, lines, value, " "]

       output_md.append('''</details>''')

       with open(a_				,				'''w'''				,				encoding='''utf-8''') as f:
              f.writelines('''\n'''.join(a_))


if __name__ == "__main__":
 UpperCAmelCase      		=			sys.argv[1]
 UpperCAmelCase      		=			sys.argv[2]

 format_json_to_md(input_json_file, output_md_file)





"""simple docstring"""



import unittest

from diffusers import FlaxAutoencoderKL
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax

from .test_modeling_common_flax import FlaxModelTesterMixin


if is_flax_available():
 import jax
@require_flax
class 					__magic_name__		(			__UpperCAmelCase			,						unittest.TestCase     ):
       __A			:      str        =   FlaxAutoencoderKL






       @property
       def  __snake_case						(   self  :    List[str]				):

              '''simple docstring'''






              lowercase		:Dict       							=				4
              lowercase		:Optional[int]       							=				3
              lowercase		:Any       							=				(3_2, 3_2)

              lowercase		:Optional[int]       							=				jax.random.PRNGKey(0				)
              lowercase		:Any       							=				jax.random.uniform(snake_case__  ,     ((batch_size, num_channels) + sizes)				)

              return {"sample": image, "prng_key": prng_key}







       def  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				{
                  '''block_out_channels''': [3_2, 6_4],
                  '''in_channels''': 3,
                  '''out_channels''': 3,
                  '''down_block_types''': ['''DownEncoderBlock2D''', '''DownEncoderBlock2D'''],
                  '''up_block_types''': ['''UpDecoderBlock2D''', '''UpDecoderBlock2D'''],
                  '''latent_channels''': 4,
              }
              lowercase		:Optional[int]       							=				self.dummy_input
              return init_dict, inputs_dict

