
"""simple docstring"""
import numpy as np

def 							_snake_case			(      __snake_case       :			List[Any]	,   __snake_case       :			List[Any]="utf-8"	,   __snake_case       :			Optional[Any]="surrogatepass"      ):




   """simple docstring"""







   _lowerCamelCase  :				Dict      =		bin(int.from_bytes(text.encode(UpperCamelCase__	,   UpperCamelCase__      )	,   """big"""      )      )[2:]
   return bits.zfill(8 * ((len(UpperCamelCase__      ) + 7) // 8)      )

def 							_snake_case			(      __snake_case       :			Tuple	,   __snake_case       :			List[Any]="utf-8"	,   __snake_case       :			Tuple="surrogatepass"      ):




   """simple docstring"""







   _lowerCamelCase  :				int      =		int(UpperCamelCase__	,   2      )
   return n.to_bytes((n.bit_length() + 7) // 8	,   """big"""      ).decode(UpperCamelCase__	,   UpperCamelCase__      ) or "\0"

def 							_snake_case			(      __snake_case       :			Optional[Any]	,   __snake_case       :			Optional[int]      ):




   """simple docstring"""







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

   _lowerCamelCase  :				int      =		[]
   _lowerCamelCase  :				str      =		[]
   _lowerCamelCase  :				int      =		[bin(UpperCamelCase__      )[2:] for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      )]

   # sorted information data for the size of the output data
   _lowerCamelCase  :				Tuple      =		[]
   # data position template + parity
   _lowerCamelCase  :				Any      =		[]
   # parity bit counter
   _lowerCamelCase  :				Optional[Any]      =		0
   # counter position of data bits
   _lowerCamelCase  :				Dict      =		0

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

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

      qtd_bp += 1

   # Mount the message
   _lowerCamelCase  :				Any      =		0  # parity bit counter
   for x in range(0	,   size_par + len(UpperCamelCase__      )      ):
      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 							_snake_case			(      __snake_case       :			Any	,   __snake_case       :			str      ):




   """simple docstring"""







   _lowerCamelCase  :				Optional[Any]      =		[]
   # Parity bit counter
   _lowerCamelCase  :				List[Any]      =		0
   # Counter p data bit reading
   _lowerCamelCase  :				int      =		0
   # list of parity received
   _lowerCamelCase  :				List[str]      =		[]
   _lowerCamelCase  :				Optional[Any]      =		[]

   for x in range(1	,   len(UpperCamelCase__      ) + 1      ):
      # Performs a template of bit positions - who should be given,
      #  and who should be parity
      if qtd_bp < size_par and (np.log(UpperCamelCase__      ) / np.log(2      )).is_integer():
         data_out_gab.append("""P"""      )
         _lowerCamelCase  :				Optional[Any]      =		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
   _lowerCamelCase  :				Union[str, Any]      =		[]
   _lowerCamelCase  :				List[Any]      =		[]
   _lowerCamelCase  :				Dict      =		[bin(UpperCamelCase__      )[2:] for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      )]

   #  sorted information data for the size of the output data
   _lowerCamelCase  :				Union[str, Any]      =		[]
   # Data position feedback + parity
   _lowerCamelCase  :				Union[str, Any]      =		[]
   # Parity bit counter
   _lowerCamelCase  :				Dict      =		0
   # Counter p data bit reading
   _lowerCamelCase  :				Union[str, Any]      =		0

   for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      ):
      # Performs a template position of bits - who should be given,
      # and who should be parity
      if qtd_bp < size_par and (np.log(UpperCamelCase__      ) / np.log(2      )).is_integer():
         data_out_gab.append("""P"""      )
         _lowerCamelCase  :				Union[str, Any]      =		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(UpperCamelCase__      )

    # Calculates parity
   _lowerCamelCase  :				int      =		0  # parity bit counter
   for bp in range(1	,   size_par + 1      ):
      # Bit counter one for a certain parity
      _lowerCamelCase  :				Dict      =		0
      # Counter to control loop reading
      _lowerCamelCase  :				Dict      =		0
      for x in data_ord:
         if x is not None:
            try:
               _lowerCamelCase  :				Optional[int]      =		(bin_pos[cont_loop])[-1 * (bp)]
            except IndexError:
               _lowerCamelCase  :				Union[str, Any]      =		"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
   _lowerCamelCase  :				List[str]      =		0  # Parity bit counter
   for x in range(0	,   size_par + len(UpperCamelCase__      )      ):
      if data_ord[x] is None:
         data_out.append(str(parity[cont_bp]      )      )
         cont_bp += 1
      else:
         data_out.append(data_ord[x]      )

   _lowerCamelCase  :				Tuple      =		parity_received == parity
   return data_output, ack





"""simple docstring"""
def 							_snake_case			(      __snake_case       :			str	,   __snake_case       :			str	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   ):




   """simple docstring"""







   _lowerCamelCase  :				Optional[Any]      =		list(__snake_case      )
   _lowerCamelCase  :				Optional[int]      =		list(__snake_case      )
   _lowerCamelCase  :				Union[str, Any]      =		len(__snake_case      )
   _lowerCamelCase  :				Optional[int]      =		len(__snake_case      )

   _lowerCamelCase  :				List[str]      =		[
       [0 for _ in range(len_destination_seq + 1      )] for _ in range(len_source_seq + 1      )
   ]
   _lowerCamelCase  :				List[Any]      =		[
       ["""0""" for _ in range(len_destination_seq + 1      )] for _ in range(len_source_seq + 1      )
   ]

   for i in range(1	,   len_source_seq + 1      ):
      _lowerCamelCase  :				Optional[Any]      =		i * delete_cost
      _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'

   for i in range(1	,   len_destination_seq + 1      ):
      _lowerCamelCase  :				Dict      =		i * insert_cost
      _lowerCamelCase  :				List[str]      =		F'I{destination_seq[i - 1]:c}'

   for i in range(1	,   len_source_seq + 1      ):
      for j in range(1	,   len_destination_seq + 1      ):
         if source_seq[i - 1] == destination_seq[j - 1]:
            _lowerCamelCase  :				Union[str, Any]      =		costs[i - 1][j - 1] + copy_cost
            _lowerCamelCase  :				Tuple      =		F'C{source_seq[i - 1]:c}'
         else:
            _lowerCamelCase  :				Tuple      =		costs[i - 1][j - 1] + replace_cost
            _lowerCamelCase  :				List[str]      =		F'R{source_seq[i - 1]:c}' + str(destination_seq[j - 1]      )

         if costs[i - 1][j] + delete_cost < costs[i][j]:
            _lowerCamelCase  :				Any      =		costs[i - 1][j] + delete_cost
            _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'

         if costs[i][j - 1] + insert_cost < costs[i][j]:
            _lowerCamelCase  :				Dict      =		costs[i][j - 1] + insert_cost
            _lowerCamelCase  :				Union[str, Any]      =		F'I{destination_seq[j - 1]:c}'

   return costs, ops

def 							_snake_case			(      __snake_case       :			list[list[str]]	,   __snake_case       :			int	,   __snake_case       :			int      ):




   """simple docstring"""







   if i == 0 and j == 0:
      return []
   else:
      if ops[i][j][0] == "C" or ops[i][j][0] == "R":
         _lowerCamelCase  :				List[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   j - 1      )
         seq.append(ops[i][j]      )
         return seq
      elif ops[i][j][0] == "D":
         _lowerCamelCase  :				Optional[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   __snake_case      )
         seq.append(ops[i][j]      )
         return seq
      else:
         _lowerCamelCase  :				str      =		assemble_transformation(__snake_case	,   __snake_case	,   j - 1      )
         seq.append(ops[i][j]      )
         return seq


if __name__ == "__main__":
 UpperCAmelCase ,     UpperCAmelCase   =	compute_transform_tables("""Python""", """Algorithms""", -1, 1, 2, 2)

 UpperCAmelCase   =	len(operations)
 UpperCAmelCase   =	len(operations[0])
 UpperCAmelCase   =	assemble_transformation(operations, m - 1, n - 1)

 UpperCAmelCase   =	list("""Python""")
 UpperCAmelCase   =	0
 UpperCAmelCase   =	0

 with open("""min_cost.txt""", """w""") as file:
  for op in sequence:
   print("""""".join(string))

   if op[0] == "C":
    file.write("""%-16s""" % """Copy %c""" % op[1])
    file.write("""\t\t\t""" + """""".join(string))
    file.write("""\r\n""")

    cost -= 1
   elif op[0] == "R":
    UpperCAmelCase   =	op[2]

    file.write("""%-16s""" % ("""Replace %c""" % op[1] + """ with """ + str(op[2])))
    file.write("""\t\t""" + """""".join(string))
    file.write("""\r\n""")

    cost += 1
   elif op[0] == "D":
    string.pop(i)

    file.write("""%-16s""" % """Delete %c""" % op[1])
    file.write("""\t\t\t""" + """""".join(string))
    file.write("""\r\n""")

    cost += 2
   else:
    string.insert(i, op[1])

    file.write("""%-16s""" % """Insert %c""" % op[1])
    file.write("""\t\t\t""" + """""".join(string))
    file.write("""\r\n""")

    cost += 2

   i += 1

  print("""""".join(string))
  print("""Cost: """, cost)

  file.write("""\r\nMinimum cost: """ + str(cost))

