Created
January 9, 2024 09:30
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calculate determinant of a (square) matrix
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from typing import TypeVar | |
T = TypeVar("T", int, float) | |
Matrix = list[list[T]] | |
def is_square(matrix: Matrix): | |
n = len(matrix) | |
for row in matrix: | |
if len(row) != n: | |
return False | |
return True | |
def determinant(matrix: Matrix): | |
assert is_square(matrix) | |
n = len(matrix) | |
if n == 1: | |
return matrix[0][0] | |
det = 0 | |
sign = 1 | |
for i, major in enumerate(matrix[0]): | |
sub_matrix: Matrix = [] | |
for other_row in matrix[1:]: | |
other_row = other_row.copy() | |
other_row.pop(i) | |
sub_matrix.append(other_row) | |
det += major * sign * determinant(sub_matrix) | |
sign *= -1 | |
return det | |
if __name__ == "__main__": | |
m1 = [[1, 2], [3, 4]] | |
m2 = [[1, 2, 3], [4, 5, 6], [7, 8, 9]] | |
m3 = [[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12], [13, 14, 15, 16]] | |
print(determinant(m1)) | |
print(determinant(m2)) | |
print(determinant(m3)) |
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