2019-10-05 05:14:13 +00:00
|
|
|
"""
|
2018-03-20 19:23:09 +00:00
|
|
|
Algorithm for calculating the most cost-efficient sequence for converting one string into another.
|
|
|
|
The only allowed operations are
|
|
|
|
---Copy character with cost cC
|
|
|
|
---Replace character with cost cR
|
|
|
|
---Delete character with cost cD
|
|
|
|
---Insert character with cost cI
|
2019-10-05 05:14:13 +00:00
|
|
|
"""
|
|
|
|
|
|
|
|
|
2018-03-20 22:49:47 +00:00
|
|
|
def compute_transform_tables(X, Y, cC, cR, cD, cI):
|
2019-10-05 05:14:13 +00:00
|
|
|
X = list(X)
|
|
|
|
Y = list(Y)
|
|
|
|
m = len(X)
|
|
|
|
n = len(Y)
|
|
|
|
|
|
|
|
costs = [[0 for _ in range(n + 1)] for _ in range(m + 1)]
|
|
|
|
ops = [[0 for _ in range(n + 1)] for _ in range(m + 1)]
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
for i in range(1, m + 1):
|
|
|
|
costs[i][0] = i * cD
|
|
|
|
ops[i][0] = "D%c" % X[i - 1]
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
for i in range(1, n + 1):
|
|
|
|
costs[0][i] = i * cI
|
|
|
|
ops[0][i] = "I%c" % Y[i - 1]
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
for i in range(1, m + 1):
|
|
|
|
for j in range(1, n + 1):
|
|
|
|
if X[i - 1] == Y[j - 1]:
|
|
|
|
costs[i][j] = costs[i - 1][j - 1] + cC
|
|
|
|
ops[i][j] = "C%c" % X[i - 1]
|
|
|
|
else:
|
|
|
|
costs[i][j] = costs[i - 1][j - 1] + cR
|
|
|
|
ops[i][j] = "R%c" % X[i - 1] + str(Y[j - 1])
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
if costs[i - 1][j] + cD < costs[i][j]:
|
|
|
|
costs[i][j] = costs[i - 1][j] + cD
|
|
|
|
ops[i][j] = "D%c" % X[i - 1]
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
if costs[i][j - 1] + cI < costs[i][j]:
|
|
|
|
costs[i][j] = costs[i][j - 1] + cI
|
|
|
|
ops[i][j] = "I%c" % Y[j - 1]
|
2018-03-20 19:23:09 +00:00
|
|
|
|
2019-10-05 05:14:13 +00:00
|
|
|
return costs, ops
|
2018-03-20 19:23:09 +00:00
|
|
|
|
|
|
|
|
|
|
|
def assemble_transformation(ops, i, j):
|
2019-10-05 05:14:13 +00:00
|
|
|
if i == 0 and j == 0:
|
|
|
|
seq = []
|
|
|
|
return seq
|
|
|
|
else:
|
|
|
|
if ops[i][j][0] == "C" or ops[i][j][0] == "R":
|
|
|
|
seq = assemble_transformation(ops, i - 1, j - 1)
|
|
|
|
seq.append(ops[i][j])
|
|
|
|
return seq
|
|
|
|
elif ops[i][j][0] == "D":
|
|
|
|
seq = assemble_transformation(ops, i - 1, j)
|
|
|
|
seq.append(ops[i][j])
|
|
|
|
return seq
|
|
|
|
else:
|
|
|
|
seq = assemble_transformation(ops, i, j - 1)
|
|
|
|
seq.append(ops[i][j])
|
|
|
|
return seq
|
|
|
|
|
|
|
|
|
|
|
|
if __name__ == "__main__":
|
|
|
|
_, operations = compute_transform_tables("Python", "Algorithms", -1, 1, 2, 2)
|
|
|
|
|
|
|
|
m = len(operations)
|
|
|
|
n = len(operations[0])
|
|
|
|
sequence = assemble_transformation(operations, m - 1, n - 1)
|
|
|
|
|
|
|
|
string = list("Python")
|
|
|
|
i = 0
|
|
|
|
cost = 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":
|
|
|
|
string[i] = 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))
|