
"""simple docstring"""





import math

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



def  lowerCamelCase__						(     __snake_case,	__snake_case,	__snake_case = 1,	__snake_case = 1,	__snake_case = 1.0e4,	__snake_case = False,	__snake_case = 1.0,	)				->						jnp.ndarray:


					"""simple docstring"""





					assert timesteps.ndim == 1, "Timesteps should be a 1d-array"
					assert embedding_dim % 2 == 0, F'''Embedding dimension {embedding_dim} should be even'''
					_UpperCamelCase									=    float(embedding_dim // 2      )
					_UpperCamelCase									=    math.log(max_timescale / min_timescale      ) / (num_timescales - freq_shift)
					_UpperCamelCase									=    min_timescale * jnp.exp(jnp.arange(__snake_case,	dtype=jnp.floataa      ) * -log_timescale_increment      )
					_UpperCamelCase									=    jnp.expand_dims(__snake_case,	1      ) * jnp.expand_dims(__snake_case,	0      )

					# scale embeddings
					_UpperCamelCase									=    scale * emb

					if flip_sin_to_cos:
										_UpperCamelCase									=    jnp.concatenate([jnp.cos(__snake_case      ), jnp.sin(__snake_case      )],	axis=1      )
					else:
										_UpperCamelCase									=    jnp.concatenate([jnp.sin(__snake_case      ), jnp.cos(__snake_case      )],	axis=1      )
					_UpperCamelCase									=    jnp.reshape(__snake_case,	[jnp.shape(__snake_case      )[0], embedding_dim]      )
					return signal






class        _UpperCAmelCase(       nn.Module      ):
		lowercase__         = 32
		lowercase__         = jnp.floataa



		@nn.compact
		def __call__(   self							,						__a)			->			Any:






							'''simple docstring'''
							_UpperCamelCase									=    nn.Dense(self.time_embed_dim							,						dtype=self.dtype							,						name='''linear_1''')(__a)
							_UpperCamelCase									=    nn.silu(__a)
							_UpperCamelCase									=    nn.Dense(self.time_embed_dim							,						dtype=self.dtype							,						name='''linear_2''')(__a)
							return temb






class        _UpperCAmelCase(       nn.Module      ):
		lowercase__         = 32
		lowercase__         = False
		lowercase__         = 1



		@nn.compact
		def __call__(   self							,						__a)			->			Optional[Any]:






							'''simple docstring'''
							return get_sinusoidal_embeddings(
							    __a							,						embedding_dim=self.dim							,						flip_sin_to_cos=self.flip_sin_to_cos							,						freq_shift=self.freq_shift)














"""simple docstring"""
import math
import os
import sys






def       __UpperCamelCase						(		snake_case__       ):
	A_		:    Optional[Any]						     = """"""
	try:
		with open(snake_case__ , """rb"""       ) as binary_file:
			A_		:    Union[str, Any]						     = binary_file.read()
		for dat in data:
			A_		:    Dict						     = F"""{dat:08b}"""
			result += curr_byte
		return result
	except OSError:
		print("""File not accessible"""       )
		sys.exit()






def       __UpperCamelCase						(		snake_case__ , snake_case__ , snake_case__ , snake_case__       ):
	lexicon.pop(snake_case__       )
	A_		:    List[str]						     = last_match_id

	if math.loga(snake_case__       ).is_integer():
		for curr_key in lexicon:
			A_		:    Dict						     = """0""" + lexicon[curr_key]

	A_		:    int						     = bin(snake_case__       )[2:]






def       __UpperCamelCase						(		snake_case__       ):
	A_		:    Dict						     = {"""0""": """0""", """1""": """1"""}
	A_     ,  A_		:    Optional[int]						     = """""", """"""
	A_		:    Tuple						     = len(snake_case__       )

	for i in range(len(snake_case__       )       ):
		curr_string += data_bits[i]
		if curr_string not in lexicon:
			continue

		A_		:    List[str]						     = lexicon[curr_string]
		result += last_match_id
		add_key_to_lexicon(snake_case__ , snake_case__ , snake_case__ , snake_case__       )
		index += 1
		A_		:    int						     = """"""

	while curr_string != "" and curr_string not in lexicon:
		curr_string += "0"

	if curr_string != "":
		A_		:    Any						     = lexicon[curr_string]
		result += last_match_id

	return result






def       __UpperCamelCase						(		snake_case__ , snake_case__       ):
	A_		:    Optional[int]						     = os.path.getsize(snake_case__       )
	A_		:    Dict						     = bin(snake_case__       )[2:]
	A_		:    Optional[Any]						     = len(snake_case__       )

	return "0" * (length_length - 1) + file_length_binary + compressed






def       __UpperCamelCase						(		snake_case__ , snake_case__       ):
	A_		:    Tuple						     = 8
	try:
		with open(snake_case__ , """wb"""       ) as opened_file:
			A_		:    Dict						     = [
			    to_write[i : i + byte_length]
			    for i in range(0 , len(snake_case__       ) , snake_case__       )
			]

			if len(result_byte_array[-1]       ) % byte_length == 0:
				result_byte_array.append("""10000000"""       )
			else:
				result_byte_array[-1] += "1" + "0" * (
				    byte_length - len(result_byte_array[-1]       ) - 1
				)

			for elem in result_byte_array:
				opened_file.write(int(snake_case__ , 2       ).to_bytes(1 , byteorder="""big"""       )       )
	except OSError:
		print("""File not accessible"""       )
		sys.exit()






def       __UpperCamelCase						(		snake_case__ , snake_case__       ):
	A_		:    List[str]						     = read_file_binary(snake_case__       )
	A_		:    str						     = compress_data(snake_case__       )
	A_		:    int						     = add_file_length(snake_case__ , snake_case__       )
	write_file_binary(snake_case__ , snake_case__       )


if __name__ == "__main__":
							compress(sys.argv[1], sys.argv[2])

