


import flax.linen as nn
import jax
import jax.numpy as jnp

class 						A__							(		nn.Module  ):
      UpperCAmelCase             =						42
      UpperCAmelCase             =						jnp.floataa




      def 							__UpperCamelCase				(       self					:      int  )							->     List[str]:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE			  =nn.Conv(
              self.out_channels				,    kernel_size=(3, 3)				,    strides=(1, 1)				,    padding=((1, 1), (1, 1))				,    dtype=self.dtype				,    )




      def __call__(       self					:      Union[str, Any]				,    _a					:      Tuple  )							->     Optional[Any]:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE  ,				_SCREAMING_SNAKE_CASE  ,				_SCREAMING_SNAKE_CASE  ,				_SCREAMING_SNAKE_CASE			  =hidden_states.shape
          _SCREAMING_SNAKE_CASE			  =jax.image.resize(
              _a				,    shape=(batch, height * 2, width * 2, channels)				,    method='''nearest'''				,    )
          _SCREAMING_SNAKE_CASE			  =self.conv(_a  )
          return hidden_states

class 						A__							(		nn.Module  ):
      UpperCAmelCase             =						42
      UpperCAmelCase             =						jnp.floataa




      def 							__UpperCamelCase				(       self					:      int  )							->     Dict:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE			  =nn.Conv(
              self.out_channels				,    kernel_size=(3, 3)				,    strides=(2, 2)				,    padding=((1, 1), (1, 1))				,    dtype=self.dtype				,    )




      def __call__(       self					:      int				,    _a					:      Dict  )							->     List[Any]:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE			  =self.conv(_a  )
          return hidden_states

class 						A__							(		nn.Module  ):
      UpperCAmelCase             =						42
      UpperCAmelCase             =						None
      UpperCAmelCase             =						0.0
      UpperCAmelCase             =						None
      UpperCAmelCase             =						jnp.floataa




      def 							__UpperCamelCase				(       self					:      Tuple  )							->     Union[str, Any]:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE			  =self.in_channels if self.out_channels is None else self.out_channels

          _SCREAMING_SNAKE_CASE			  =nn.GroupNorm(num_groups=32				,    epsilon=1E-5  )
          _SCREAMING_SNAKE_CASE			  =nn.Conv(
              _a				,    kernel_size=(3, 3)				,    strides=(1, 1)				,    padding=((1, 1), (1, 1))				,    dtype=self.dtype				,    )

          _SCREAMING_SNAKE_CASE			  =nn.Dense(_a				,    dtype=self.dtype  )

          _SCREAMING_SNAKE_CASE			  =nn.GroupNorm(num_groups=32				,    epsilon=1E-5  )
          _SCREAMING_SNAKE_CASE			  =nn.Dropout(self.dropout_prob  )
          _SCREAMING_SNAKE_CASE			  =nn.Conv(
              _a				,    kernel_size=(3, 3)				,    strides=(1, 1)				,    padding=((1, 1), (1, 1))				,    dtype=self.dtype				,    )

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

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




      def __call__(       self					:      str				,    _a					:      str				,    _a					:      Tuple				,    _a					:      Dict=True  )							->     Union[str, Any]:


          """simple docstring"""





          _SCREAMING_SNAKE_CASE			  =hidden_states
          _SCREAMING_SNAKE_CASE			  =self.norma(_a  )
          _SCREAMING_SNAKE_CASE			  =nn.swish(_a  )
          _SCREAMING_SNAKE_CASE			  =self.conva(_a  )

          _SCREAMING_SNAKE_CASE			  =self.time_emb_proj(nn.swish(_a  )  )
          _SCREAMING_SNAKE_CASE			  =jnp.expand_dims(jnp.expand_dims(_a				,    1  )				,    1  )
          _SCREAMING_SNAKE_CASE			  =hidden_states + temb

          _SCREAMING_SNAKE_CASE			  =self.norma(_a  )
          _SCREAMING_SNAKE_CASE			  =nn.swish(_a  )
          _SCREAMING_SNAKE_CASE			  =self.dropout(_a				,    _a  )
          _SCREAMING_SNAKE_CASE			  =self.conva(_a  )

          if self.conv_shortcut is not None:
              _SCREAMING_SNAKE_CASE			  =self.conv_shortcut(_a  )

          return hidden_states + residual



import string
from math import logaa







def 						lowerCamelCase(   a__	,a__):
				_SCREAMING_SNAKE_CASE			  =document.translate(
				    str.maketrans(''''''	,''''''	,string.punctuation)).replace('''\n'''	,'''''')
				_SCREAMING_SNAKE_CASE			  =document_without_punctuation.split(''' ''')  # word tokenization
				return len([word for word in tokenize_document if word.lower() == term.lower()])







def 						lowerCamelCase(   a__	,a__):
				_SCREAMING_SNAKE_CASE			  =corpus.lower().translate(
				    str.maketrans(''''''	,''''''	,string.punctuation))  # strip all punctuation and replace it with ''
				_SCREAMING_SNAKE_CASE			  =corpus_without_punctuation.split('''\n''')
				_SCREAMING_SNAKE_CASE			  =term.lower()
				return (len([doc for doc in docs if term in doc]), len(a__))







def 						lowerCamelCase(   a__	,a__	,a__=False):
				if smoothing:
								if n == 0:
												raise ValueError('''log10(0) is undefined.''')
								return round(1 + logaa(n / (1 + df))	,3)

				if df == 0:
								raise ZeroDivisionError('''df must be > 0''')
				elif n == 0:
								raise ValueError('''log10(0) is undefined.''')
				return round(logaa(n / df)	,3)







def 						lowerCamelCase(   a__	,a__):
				return round(tf * idf	,3)