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41 changes: 41 additions & 0 deletions implementation/linear_algebra/LU_decomposition.py
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# https://en.wikipedia.org/wiki/LU_decomposition#Algorithms


def LU(A) -> tuple:
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parameter nya tipe data nested list dengan element integer atau floating point ?

"""
>>> A = [[2, 3, 1], [4, 7, 7], [-2, 4, 5]]
>>> L, U = LU(A)
>>> L
[[1, 0, 0], [2.0, 1, 0], [-1.0, 7.0, 1]]
>>> U
[[2, 3, 1], [0.0, 1.0, 5.0], [0.0, 0.0, -29.0]]
"""
n = len(A)
L = [[1 if i == j else 0 for j in range(n)] for i in range(n)]
U = [[A[i][j] for j in range(n)] for i in range(n)]

for k in range(n - 1):
if U[k][k] == 0:
raise ValueError("Faktorisasi LU tidak ada")
for i in range(k + 1, n):
L[i][k] = U[i][k] / U[k][k]
for j in range(k, n):
U[i][j] -= L[i][k] * U[k][j]
return L, U


def main(args=None):
import doctest

doctest.testmod()
A = [[2, 3, 1], [4, 7, 7], [-2, 4, 5]]
L, U = LU(A)
for row in L:
print(row)
print("\n")
for row in U:
print(row)


if __name__ == "__main__":
main()
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