Created
October 14, 2021 00:53
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Strassen algorithm for matrix product
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def add_matrix(X, Y): | |
n = len(X) | |
if n == 1: | |
return [[X[0][0] + Y[0][0]]] | |
S = [] | |
for i in range(n): | |
S.append([]) | |
for j in range(n): | |
S[i].append(X[i][j] + Y[i][j]) | |
return S | |
def sub_matrix(X, Y): | |
n = len(X) | |
if n == 1: | |
return [[X[0][0] - Y[0][0]]] | |
S = [] | |
for i in range(n): | |
S.append([]) | |
for j in range(n): | |
S[i].append(X[i][j] - Y[i][j]) | |
return S | |
def mul_matrix(X, Y): | |
Z = [[0 for i in range(len(X))] for j in range(len(Y))] | |
for i in range(len(X)): | |
for j in range(len(Y[0])): | |
for k in range(len(X[0])): | |
Z[i][j] += X[i][k] * Y[k][j] | |
return Z | |
def divide_matrix(A): | |
mid = len(A)//2 | |
m_11 = [M[:mid] for M in A[:mid]] | |
m_12 = [M[mid:] for M in A[:mid]] | |
m_21 = [M[:mid] for M in A[mid:]] | |
m_22 = [M[mid:] for M in A[mid:]] | |
return (m_11, m_12, m_21, m_22) | |
def merge_matrix(matrix_11, matrix_12, matrix_21, matrix_22): | |
matrix_total = [] | |
rows1 = len(matrix_11) | |
rows2 = len(matrix_21) | |
for i in range(rows1): | |
matrix_total.append(matrix_11[i] + matrix_12[i]) | |
for j in range(rows2): | |
matrix_total.append(matrix_21[j] + matrix_22[j]) | |
return matrix_total | |
def strassen(X, Y): | |
if len(X) == 1: | |
return [[X[0][0] * Y[0][0]]] | |
else: | |
A, B, C, D = divide_matrix(X) | |
E, F, G, H = divide_matrix(Y) | |
P1 = strassen(A, sub_matrix(F,H)) | |
P2 = strassen(add_matrix(A, B), H) | |
P3 = strassen(add_matrix(C, D), E) | |
P4 = strassen(D, sub_matrix(G, E)) | |
P5 = strassen(add_matrix(A, D), add_matrix(E, H)) | |
P6 = strassen(sub_matrix(B, D), add_matrix(G, H)) | |
P7 = strassen(sub_matrix(A, C), add_matrix(E, F)) | |
Z11 = add_matrix(sub_matrix(add_matrix(P5, P4), P2), P6) | |
Z12 = add_matrix(P1, P2) | |
Z21 = add_matrix(P3, P4) | |
Z22 = sub_matrix(sub_matrix(add_matrix(P5, P1), P3), P7) | |
return merge_matrix(Z11, Z12, Z21, Z22) | |
if __name__ == '__main__': | |
A = [[1,2,3,4],[5,6,7,8],[9,10,11,12],[13,14,15,16]] | |
B = [[1,1,1,1],[1,1,1,1],[1,1,1,1],[1,1,1,0]] | |
print("Strassen") | |
print(*strassen(A,B), sep='\n') | |
print("\nClásica") | |
print(*mul_matrix(A,B), sep='\n') |
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