




def  lowerCAmelCase  (	UpperCAmelCase,	UpperCAmelCase,	UpperCAmelCase,	UpperCAmelCase,	UpperCAmelCase,	UpperCAmelCase,	)  ->tuple[list[list[int]], list[list[str]]]:






					"""simple docstring"""






					__magic_name__					:							Optional[Any]		   =							list(UpperCAmelCase       )
					__magic_name__					:							Any		   =							list(UpperCAmelCase       )
					__magic_name__					:							Any		   =							len(UpperCAmelCase       )
					__magic_name__					:							Tuple		   =							len(UpperCAmelCase       )

					__magic_name__					:							Optional[Any]		   =							[
					    [0 for _ in range(len_destination_seq + 1       )] for _ in range(len_source_seq + 1       )
					]
					__magic_name__					:							Optional[int]		   =							[
					    ['''0''' for _ in range(len_destination_seq + 1       )] for _ in range(len_source_seq + 1       )
					]

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

					for i in range(1,	len_destination_seq + 1       ):
										__magic_name__					:							List[str]		   =							i * insert_cost
										__magic_name__					:							Union[str, Any]		   =							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]:
																				__magic_name__					:							List[str]		   =							costs[i - 1][j - 1] + copy_cost
																				__magic_name__					:							List[str]		   =							F'''C{source_seq[i - 1]:c}'''
															else:
																				__magic_name__					:							Optional[Any]		   =							costs[i - 1][j - 1] + replace_cost
																				__magic_name__					:							Optional[int]		   =							F'''R{source_seq[i - 1]:c}''' + str(destination_seq[j - 1]       )

															if costs[i - 1][j] + delete_cost < costs[i][j]:
																				__magic_name__					:							Union[str, Any]		   =							costs[i - 1][j] + delete_cost
																				__magic_name__					:							Tuple		   =							F'''D{source_seq[i - 1]:c}'''

															if costs[i][j - 1] + insert_cost < costs[i][j]:
																				__magic_name__					:							Dict		   =							costs[i][j - 1] + insert_cost
																				__magic_name__					:							List[str]		   =							F'''I{destination_seq[j - 1]:c}'''

					return costs, ops







def  lowerCAmelCase  (	UpperCAmelCase,	UpperCAmelCase,	UpperCAmelCase       )  ->list[str]:






					"""simple docstring"""






					if i == 0 and j == 0:
										return []
					else:
										if ops[i][j][0] == "C" or ops[i][j][0] == "R":
															__magic_name__					:							int		   =							assemble_transformation(UpperCAmelCase,	i - 1,	j - 1       )
															seq.append(ops[i][j]       )
															return seq
										elif ops[i][j][0] == "D":
															__magic_name__					:							Optional[int]		   =							assemble_transformation(UpperCAmelCase,	i - 1,	UpperCAmelCase       )
															seq.append(ops[i][j]       )
															return seq
										else:
															__magic_name__					:							int		   =							assemble_transformation(UpperCAmelCase,	UpperCAmelCase,	j - 1       )
															seq.append(ops[i][j]       )
															return seq


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

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

				lowercase_		=							list('''Python''')
				lowercase_		=							0
				lowercase_		=							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":
																lowercase_		=							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))









import unittest

import numpy as np

from transformers import is_tf_available
from transformers.testing_utils import require_tf


if is_tf_available():
				import tensorflow as tf

				from transformers.activations_tf import get_tf_activation





@require_tf
class 		A__				(   unittest.TestCase ):






	def  lowercase      (	self						)      ->   Dict:




						"""simple docstring"""






						__magic_name__					:							int		   =							tf.constant([-100, -1.0, -0.1, 0, 0.1, 1.0, 1_0_0.0]						)
						__magic_name__					:							List[str]		   =							get_tf_activation('''gelu'''						)
						__magic_name__					:							str		   =							get_tf_activation('''gelu_10'''						)

						__magic_name__					:							List[str]		   =							gelu(lowerCamelCase						)
						__magic_name__					:							Optional[Any]		   =							geluaa(lowerCamelCase						)

						__magic_name__					:							Optional[int]		   =							tf.where(y_gelu_aa < 1_0.0				,     1.0				,     0.0						)

						self.assertEqual(tf.math.reduce_max(lowerCamelCase						).numpy().item()				,     1_0.0						)
						self.assertTrue(np.allclose(y_gelu * clipped_mask				,     y_gelu_aa * clipped_mask						)						)






	def  lowercase      (	self						)      ->   Dict:




						"""simple docstring"""






						get_tf_activation('''gelu'''						)
						get_tf_activation('''gelu_10'''						)
						get_tf_activation('''gelu_fast'''						)
						get_tf_activation('''gelu_new'''						)
						get_tf_activation('''glu'''						)
						get_tf_activation('''mish'''						)
						get_tf_activation('''quick_gelu'''						)
						get_tf_activation('''relu'''						)
						get_tf_activation('''sigmoid'''						)
						get_tf_activation('''silu'''						)
						get_tf_activation('''swish'''						)
						get_tf_activation('''tanh'''						)
						with self.assertRaises(lowerCamelCase						):
											get_tf_activation('''bogus'''						)
						with self.assertRaises(lowerCamelCase						):
											get_tf_activation(lowerCamelCase						)



