"""simple docstring"""






import flax.linen as nn
import jax
import jax.numpy as jnp
class        snake_case (				nn.Module       ):




					"""simple docstring"""

					snake_case__       					=				42
					snake_case__       					=				jnp.floataa







					def 	__lowerCAmelCase		(       self     :			Tuple    ):
							UpperCAmelCase__    =							nn.Conv(
							    self.out_channels					,kernel_size=(3, 3)					,strides=(1, 1)					,padding=((1, 1), (1, 1))					,dtype=self.dtype					,)







					def __call__(       self     :			Dict					,lowerCamelCase__     :			Dict    ):
							UpperCAmelCase__   ,			UpperCAmelCase__   ,			UpperCAmelCase__   ,			UpperCAmelCase__    =							hidden_states.shape
							UpperCAmelCase__    =							jax.image.resize(
							    __A					,shape=(batch, height * 2, width * 2, channels)					,method='nearest'					,)
							UpperCAmelCase__    =							self.conv(__A    )
							return hidden_states






class        snake_case (				nn.Module       ):




					"""simple docstring"""

					snake_case__       					=				42
					snake_case__       					=				jnp.floataa







					def 	__lowerCAmelCase		(       self     :			List[str]    ):
							UpperCAmelCase__    =							nn.Conv(
							    self.out_channels					,kernel_size=(3, 3)					,strides=(2, 2)					,padding=((1, 1), (1, 1))					,dtype=self.dtype					,)







					def __call__(       self     :			Union[str, Any]					,lowerCamelCase__     :			List[Any]    ):
							# pad = ((0, 0), (0, 1), (0, 1), (0, 0))  # pad height and width dim
							# hidden_states = jnp.pad(hidden_states, pad_width=pad)
							UpperCAmelCase__    =							self.conv(__A    )
							return hidden_states






class        snake_case (				nn.Module       ):




					"""simple docstring"""

					snake_case__       					=				42
					snake_case__       					=				None
					snake_case__       					=				0.0
					snake_case__       					=				None
					snake_case__       					=				jnp.floataa







					def 	__lowerCAmelCase		(       self     :			Dict    ):
							UpperCAmelCase__    =							self.in_channels if self.out_channels is None else self.out_channels

							UpperCAmelCase__    =							nn.GroupNorm(num_groups=32					,epsilon=1e-5    )
							UpperCAmelCase__    =							nn.Conv(
							    __A					,kernel_size=(3, 3)					,strides=(1, 1)					,padding=((1, 1), (1, 1))					,dtype=self.dtype					,)

							UpperCAmelCase__    =							nn.Dense(__A					,dtype=self.dtype    )

							UpperCAmelCase__    =							nn.GroupNorm(num_groups=32					,epsilon=1e-5    )
							UpperCAmelCase__    =							nn.Dropout(self.dropout_prob    )
							UpperCAmelCase__    =							nn.Conv(
							    __A					,kernel_size=(3, 3)					,strides=(1, 1)					,padding=((1, 1), (1, 1))					,dtype=self.dtype					,)

							UpperCAmelCase__    =							self.in_channels != out_channels if self.use_nin_shortcut is None else self.use_nin_shortcut

							UpperCAmelCase__    =							None
							if use_nin_shortcut:
									UpperCAmelCase__    =							nn.Conv(
									    __A					,kernel_size=(1, 1)					,strides=(1, 1)					,padding='VALID'					,dtype=self.dtype					,)







					def __call__(       self     :			Dict					,lowerCamelCase__     :			List[Any]					,lowerCamelCase__     :			List[Any]					,lowerCamelCase__     :			Any=True    ):
							UpperCAmelCase__    =							hidden_states
							UpperCAmelCase__    =							self.norma(__A    )
							UpperCAmelCase__    =							nn.swish(__A    )
							UpperCAmelCase__    =							self.conva(__A    )

							UpperCAmelCase__    =							self.time_emb_proj(nn.swish(__A    )    )
							UpperCAmelCase__    =							jnp.expand_dims(jnp.expand_dims(__A					,1    )					,1    )
							UpperCAmelCase__    =							hidden_states + temb

							UpperCAmelCase__    =							self.norma(__A    )
							UpperCAmelCase__    =							nn.swish(__A    )
							UpperCAmelCase__    =							self.dropout(__A					,__A    )
							UpperCAmelCase__    =							self.conva(__A    )

							if self.conv_shortcut is not None:
									UpperCAmelCase__    =							self.conv_shortcut(__A    )

							return hidden_states + residual




"""simple docstring"""






from __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

lowerCAmelCase__						:						str		  =			(
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
lowerCAmelCase__						:						list[int]		  =			[ord(letter) for letter in string.ascii_lowercase]
lowerCAmelCase__						:						set[int]		  =			{ord(char) for char in VALID_CHARS}

lowerCAmelCase__						:						list[str]		  =			["the", "be", "to", "of", "and", "in", "that", "have"]



def 						a_		(      lowerCamelCase      ,    lowerCamelCase ):
				UpperCAmelCase__    =							""
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42

				for keychar, cipherchar in zip(cycle(lowerCamelCase )      ,    lowerCamelCase ):
								UpperCAmelCase__    =							cipherchar ^ keychar
								if decodedchar not in VALID_INTS:
												return None
								decoded += chr(lowerCamelCase )

				return decoded



def 						a_		(      lowerCamelCase ):
				UpperCAmelCase__    =							[]
				for key in product(lowerCamelCase      ,    repeat=3 ):
								UpperCAmelCase__    =							try_key(lowerCamelCase      ,    lowerCamelCase )
								if encoded is not None:
												possibles.append(lowerCamelCase )
				return possibles



def 						a_		(      lowerCamelCase      ,    lowerCamelCase ):
				return [possible for possible in possibles if common_word in possible.lower()]



def 						a_		(      lowerCamelCase = "p059_cipher.txt" ):
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							42
				UpperCAmelCase__    =							Path(lowerCamelCase ).parent.joinpath(lowerCamelCase ).read_text(encoding='utf-8' )

				UpperCAmelCase__    =							[int(lowerCamelCase ) for number in data.strip().split(',' )]

				UpperCAmelCase__    =							filter_valid_chars(lowerCamelCase )
				for common_word in COMMON_WORDS:
								UpperCAmelCase__    =							filter_common_word(lowerCamelCase      ,    lowerCamelCase )
								if len(lowerCamelCase ) == 1:
												break

				UpperCAmelCase__    =							possibles[0]
				return sum(ord(lowerCamelCase ) for char in decoded_text )


if __name__ == "__main__":
						print(F"""{solution() = }""")



