






import os
from typing import List





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_  )   ->  Optional[int]:


	"""simple docstring"""



	if name != "training_function" and name != "main":
		raise ValueError(f"""Incorrect function name passed: {name}, choose either \'main\' or \'training_function\'"""  )
	a	, a		=			[], False
	for line in lines:
		if not found_start and f"""def {name}""" in line:
			a		=			True
			good_lines.append(snake_case_  )
			continue
		if found_start:
			if name == "training_function" and "def main" in line:
				return good_lines
			if name == "main" and "if __name__" in line:
				return good_lines
			good_lines.append(snake_case_  )





def   SCREAMING_SNAKE_CASE__						(   snake_case_  )   ->  Optional[int]:


	"""simple docstring"""



	return [line for line in lines if not line.lstrip().startswith('''#'''  ) and line != "\n"]





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_,  snake_case_,  snake_case_ = None  )   ->  List[str]:


	"""simple docstring"""



	with open(snake_case_,  '''r'''  ) as f:
		a		=			f.readlines()
	with open(os.path.abspath(os.path.join('''examples''',  '''nlp_example.py'''  )  ),  '''r'''  ) as f:
		a		=			f.readlines()
	with open(snake_case_,  '''r'''  ) as f:
		a		=			f.readlines()
	if secondary_filename is not None:
		with open(snake_case_,  '''r'''  ) as f:
			a		=			f.readlines()

    # This is our base, we remove all the code from here in our `full_filename` and `feature_filename` to find the new content
	if parser_only:
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''main'''  )  )
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''main'''  )  )
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''main'''  )  )
		if secondary_filename is not None:
			a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''main'''  )  )
	else:
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''training_function'''  )  )
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''training_function'''  )  )
		a		=			clean_lines(get_function_contents_by_name(snake_case_,  '''training_function'''  )  )
		if secondary_filename is not None:
			a		=			clean_lines(
			    get_function_contents_by_name(snake_case_,  '''training_function'''  )  )

	a		=			'''train_dataloader, eval_dataloader = get_dataloaders(accelerator, batch_size)\n'''

	# Specific code in our script that differs from the full version, aka what is new
	a		=			[]
	a		=			[]  # We keep track of the idxs just in case it's a repeated statement
	a		=			iter(snake_case_  )
	for i in range(len(snake_case_  ) - 1  ):
		if i not in passed_idxs:
			a		=			next(snake_case_  )
			if (line not in full_file_func) and (line.lstrip() != _dl_line):
				if "TESTING_MOCKED_DATALOADERS" not in line:
					new_feature_code.append(snake_case_  )
					passed_idxs.append(snake_case_  )
				else:
					# Skip over the `config['num_epochs'] = 2` statement
					a		=			next(snake_case_  )

    # Extract out just the new parts from the full_file_training_func
	a		=			[]
	a		=			[]  # We keep track of the idxs just in case it's a repeated statement
	for i, line in enumerate(snake_case_  ):
		if i not in passed_idxs:
			if (line not in full_file_func) and (line.lstrip() != _dl_line):
				if "TESTING_MOCKED_DATALOADERS" not in line:
					new_full_example_parts.append(snake_case_  )
					passed_idxs.append(snake_case_  )

    # Finally, get the overall diff
	a		=			[line for line in new_feature_code if line not in new_full_example_parts]
	if secondary_filename is not None:
		a		=			[line for line in full_file_contents if line not in secondary_file_func]
		a		=			[line for line in diff_from_example if line not in diff_from_two]

	return diff_from_example













import numpy as np





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_="utf-8",  snake_case_="surrogatepass"  )   ->  List[str]:


	"""simple docstring"""



	a		=			bin(int.from_bytes(text.encode(snake_case_,  snake_case_  ),  '''big'''  )  )[2:]
	return bits.zfill(8 * ((len(snake_case_  ) + 7) // 8)  )





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_="utf-8",  snake_case_="surrogatepass"  )   ->  int:


	"""simple docstring"""



	a		=			int(snake_case_,  2  )
	return n.to_bytes((n.bit_length() + 7) // 8,  '''big'''  ).decode(snake_case_,  snake_case_  ) or "\0"





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_  )   ->  List[Any]:


	"""simple docstring"""



	if size_par + len(snake_case_  ) <= 2**size_par - (len(snake_case_  ) - 1):
		raise ValueError('''size of parity don\'t match with size of data'''  )

	a		=			[]
	a		=			[]
	a		=			[bin(snake_case_  )[2:] for x in range(1,  size_par + len(snake_case_  ) + 1  )]

	# sorted information data for the size of the output data
	a		=			[]
	# data position template + parity
	a		=			[]
	# parity bit counter
	a		=			0
	# counter position of data bits
	a		=			0

	for x in range(1,  size_par + len(snake_case_  ) + 1  ):
		# Performs a template of bit positions - who should be given,
		# and who should be parity
		if qtd_bp < size_par:
			if (np.log(snake_case_  ) / np.log(2  )).is_integer():
				data_out_gab.append('''P'''  )
				a		=			qtd_bp + 1
			else:
				data_out_gab.append('''D'''  )
		else:
			data_out_gab.append('''D'''  )

		# Sorts the data to the new output size
		if data_out_gab[-1] == "D":
			data_ord.append(data[cont_data]  )
			cont_data += 1
		else:
			data_ord.append(snake_case_  )

    # Calculates parity
	a		=			0  # parity bit counter
	for bp in range(1,  size_par + 1  ):
		# Bit counter one for a given parity
		a		=			0
		# counter to control the loop reading
		a		=			0
		for x in data_ord:
			if x is not None:
				try:
					a		=			(bin_pos[cont_loop])[-1 * (bp)]
				except IndexError:
					a		=			'''0'''
				if aux == "1" and x == "1":
					cont_bo += 1
			cont_loop += 1
		parity.append(cont_bo % 2  )

		qtd_bp += 1

	# Mount the message
	a		=			0  # parity bit counter
	for x in range(0,  size_par + len(snake_case_  )  ):
		if data_ord[x] is None:
			data_out.append(str(parity[cont_bp]  )  )
			cont_bp += 1
		else:
			data_out.append(data_ord[x]  )

	return data_out





def   SCREAMING_SNAKE_CASE__						(   snake_case_,  snake_case_  )   ->  str:


	"""simple docstring"""



	a		=			[]
	# Parity bit counter
	a		=			0
	# Counter p data bit reading
	a		=			0
	# list of parity received
	a		=			[]
	a		=			[]

	for x in range(1,  len(snake_case_  ) + 1  ):
		# Performs a template of bit positions - who should be given,
		#  and who should be parity
		if qtd_bp < size_par and (np.log(snake_case_  ) / np.log(2  )).is_integer():
			data_out_gab.append('''P'''  )
			a		=			qtd_bp + 1
		else:
			data_out_gab.append('''D'''  )

		# Sorts the data to the new output size
		if data_out_gab[-1] == "D":
			data_output.append(data[cont_data]  )
		else:
			parity_received.append(data[cont_data]  )
		cont_data += 1

	# -----------calculates the parity with the data
	a		=			[]
	a		=			[]
	a		=			[bin(snake_case_  )[2:] for x in range(1,  size_par + len(snake_case_  ) + 1  )]

	#  sorted information data for the size of the output data
	a		=			[]
	# Data position feedback + parity
	a		=			[]
	# Parity bit counter
	a		=			0
	# Counter p data bit reading
	a		=			0

	for x in range(1,  size_par + len(snake_case_  ) + 1  ):
		# Performs a template position of bits - who should be given,
		# and who should be parity
		if qtd_bp < size_par and (np.log(snake_case_  ) / np.log(2  )).is_integer():
			data_out_gab.append('''P'''  )
			a		=			qtd_bp + 1
		else:
			data_out_gab.append('''D'''  )

		# Sorts the data to the new output size
		if data_out_gab[-1] == "D":
			data_ord.append(data_output[cont_data]  )
			cont_data += 1
		else:
			data_ord.append(snake_case_  )

    # Calculates parity
	a		=			0  # parity bit counter
	for bp in range(1,  size_par + 1  ):
		# Bit counter one for a certain parity
		a		=			0
		# Counter to control loop reading
		a		=			0
		for x in data_ord:
			if x is not None:
				try:
					a		=			(bin_pos[cont_loop])[-1 * (bp)]
				except IndexError:
					a		=			'''0'''
				if aux == "1" and x == "1":
					cont_bo += 1
			cont_loop += 1
		parity.append(str(cont_bo % 2  )  )

		qtd_bp += 1

	# Mount the message
	a		=			0  # Parity bit counter
	for x in range(0,  size_par + len(snake_case_  )  ):
		if data_ord[x] is None:
			data_out.append(str(parity[cont_bp]  )  )
			cont_bp += 1
		else:
			data_out.append(data_ord[x]  )

	a		=			parity_received == parity
	return data_output, ack





