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Андрей Абазов 2023-12-15 01:07:24 +04:00
parent 8dcddc6846
commit d3a1c00aa9

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source/main.py Normal file
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import numpy as np
import tabulate as tb
class Simplex:
def __init__(self, source):
m, n = source.shape
self.table = np.zeros((m, n + m - 1))
self.basis = []
for i in range(m):
for j in range(self.table.shape[1]):
if j < n:
self.table[i, j] = source[i, j]
else:
self.table[i, j] = 0
if (n + i) < self.table.shape[1]:
self.table[i, n + i] = 1
self.basis.append(n + i)
self.m = m
self.n = self.table.shape[1]
def calculate(self, result):
counter = 0
while not self.is_it_end() and counter < 10:
main_col = self.find_main_col()
main_row = self.find_main_row(main_col)
self.basis[main_row] = main_col
new_table = np.zeros((self.m, self.n))
for j in range(self.n):
new_table[main_row, j] = self.table[main_row, j] / self.table[main_row, main_col]
for i in range(self.m):
if i == main_row:
continue
for j in range(self.n):
new_table[i, j] = self.table[i, j] - self.table[i, main_col] * new_table[main_row, j]
self.table = new_table
counter += 1
print("Main col: " + str(main_col))
print("Main row: " + str(main_row))
print("Basis: ")
for i in self.basis:
print(self.basis.index(i), i)
print(tb.tabulate(self.table))
for i in range(len(result)):
k = self.basis.index(i + 1) if i + 1 in self.basis else -1
result[i] = self.table[k, 0] if k != -1 else 0
return self.table
def is_it_end(self):
return np.all(self.table[self.m - 1, 1:] >= 0)
def find_main_col(self):
main_col = 1
for j in range(2, self.n):
if self.table[self.m - 1, j] > self.table[self.m - 1, main_col]:
main_col = j
return main_col
def find_main_row(self, main_col):
main_row = 0
for i in range(self.m - 1):
if self.table[i, main_col] > 0:
main_row = i
break
for i in range(main_row + 1, self.m - 1):
if self.table[i, main_col] > 0 and (self.table[i, 0] / self.table[i, main_col]) < (
self.table[main_row, 0] / self.table[main_row, main_col]):
main_row = i
return main_row
if __name__ == "__main__":
table = np.array([[7, 1, 1, 1, -1, 1, 0],
[2, 1, -1, 1, -1, 0, -1],
[-5, 3, -1, -2, 2, 0, 0],
[0, -1, 2, -3, 3, 0, 0]])
result = np.zeros(6)
S = Simplex(table)
table_result = S.calculate(result)
print("Resulting simplex table")
print(tb.tabulate(table_result))
print("\nResult:")
print(f"X[max] = {result}")
print(f"F[max] = {-1 * table_result[-1][0]:.2f}")