





import math

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


def  SCREAMING_SNAKE_CASE   ( _UpperCAmelCase		,			_UpperCAmelCase		,			_UpperCAmelCase = 1		,			_UpperCAmelCase = 1		,			_UpperCAmelCase = 1.0e4		,			_UpperCAmelCase = False		,			_UpperCAmelCase = 1.0		,			)    ->  jnp.ndarray:
				assert timesteps.ndim == 1, "Timesteps should be a 1d-array"
				assert embedding_dim % 2 == 0, F"""Embedding dimension {embedding_dim} should be even"""
				lowerCamelCase__					:   str      				=	float(embedding_dim // 2				)
				lowerCamelCase__					:   Optional[int]      				=	math.log(max_timescale / min_timescale				) / (num_timescales - freq_shift)
				lowerCamelCase__					:   List[Any]      				=	min_timescale * jnp.exp(jnp.arange(_A		,			dtype=jnp.floataa				) * -log_timescale_increment				)
				lowerCamelCase__					:   List[Any]      				=	jnp.expand_dims(_A		,			1				) * jnp.expand_dims(_A		,			0				)

				# scale embeddings
				lowerCamelCase__					:   Optional[int]      				=	scale * emb

				if flip_sin_to_cos:
								lowerCamelCase__					:   int      				=	jnp.concatenate([jnp.cos(_A				), jnp.sin(_A				)]		,			axis=1				)
				else:
								lowerCamelCase__					:   Union[str, Any]      				=	jnp.concatenate([jnp.sin(_A				), jnp.cos(_A				)]		,			axis=1				)
				lowerCamelCase__					:   int      				=	jnp.reshape(_A		,			[jnp.shape(_A				)[0], embedding_dim]				)
				return signal

class      lowerCAmelCase							(      nn.Module    ):
	UpperCAmelCase__									=	32
	UpperCAmelCase__									=	jnp.floataa
	@nn.compact
	def __call__(   self						:   Optional[Any]    ,  UpperCAmelCase						:   Any			)    ->			Union[str, Any]:
					lowerCamelCase__					:   int      				=	nn.Dense(self.time_embed_dim    ,  dtype=self.dtype    ,  name='linear_1'			)(__UpperCamelCase			)
					lowerCamelCase__					:   Optional[int]      				=	nn.silu(__UpperCamelCase			)
					lowerCamelCase__					:   str      				=	nn.Dense(self.time_embed_dim    ,  dtype=self.dtype    ,  name='linear_2'			)(__UpperCamelCase			)
					return temb


class      lowerCAmelCase							(      nn.Module    ):
	UpperCAmelCase__									=	32
	UpperCAmelCase__									=	False
	UpperCAmelCase__									=	1
	@nn.compact
	def __call__(   self						:   Dict    ,  UpperCAmelCase						:   Union[str, Any]			)    ->			List[str]:
					return get_sinusoidal_embeddings(
					    __UpperCamelCase    ,  embedding_dim=self.dim    ,  flip_sin_to_cos=self.flip_sin_to_cos    ,  freq_shift=self.freq_shift			)












import socket


def  SCREAMING_SNAKE_CASE   ( )    ->  Any:
    lowerCamelCase__					:   int      				=	socket.socket(socket.AF_INET		,			socket.SOCK_STREAM				)
    lowerCamelCase__					:   Optional[int]      				=	socket.gethostname()
    lowerCamelCase__					:   Optional[int]      				=	1_2312

    sock.connect((host, port)				)
    sock.send(b'Hello server!'				)

    with open('Received_file'		,			'wb'				) as out_file:
        print('File opened'				)
        print('Receiving data...'				)
        while True:
            lowerCamelCase__					:   str      				=	sock.recv(1024				)
            if not data:
                break
            out_file.write(_UpperCAmelCase				)

    print('Successfully received the file'				)
    sock.close()
    print('Connection closed'				)


if __name__ == "__main__":
    main()





