Created
October 4, 2023 13:50
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Smith normal form.
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import numpy as np | |
def smith_normal_form(matrix): | |
A = np.array(matrix) | |
m, n = A.shape | |
P = np.eye(m) | |
Q = np.eye(n) | |
i = 0 | |
j = 0 | |
while i < m and j < n: | |
# Find the pivot element | |
pivot = A[i:, j:].argmin() | |
pivot_i, pivot_j = divmod(pivot, n - j) | |
pivot_i += i | |
pivot_j += j | |
pivot_value = A[pivot_i, pivot_j] | |
# Swap rows | |
if pivot_i != i: | |
P[[i, pivot_i]] = P[[pivot_i, i]] | |
A[[i, pivot_i]] = A[[pivot_i, i]] | |
# Swap columns | |
if pivot_j != j: | |
Q[:, [j, pivot_j]] = Q[:, [pivot_j, j]] | |
A[:, [j, pivot_j]] = A[:, [pivot_j, j]] | |
# Perform row operations to make the pivot element the only non-zero element in its row and column | |
for row in range(i + 1, m): | |
factor = A[row, j] // pivot_value | |
A[row, j:] -= factor * A[i, j:] | |
P[row] -= factor * P[i] | |
for col in range(j + 1, n): | |
factor = A[i, col] // pivot_value | |
A[i:, col] -= factor * A[i, j:] | |
Q[:, col] -= factor * Q[:, j] | |
i += 1 | |
j += 1 | |
return P, A, Q |
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