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matrix_exponentiation.py
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matrix_exponentiation.py
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def multiply(matA: list, matB: list) -> list:
"""
Multiplies two square matrices matA and matB of size n x n
Time Complexity: O(n^3)
"""
n = len(matA)
matC = [[0 for i in range(n)] for j in range(n)]
for i in range(n):
for j in range(n):
for k in range(n):
matC[i][j] += matA[i][k] * matB[k][j]
return matC
def identity(n: int) -> list:
"""
Returns the Identity matrix of size n x n
Time Complexity: O(n^2)
"""
I = [[0 for i in range(n)] for j in range(n)]
for i in range(n):
I[i][i] = 1
return I
def matrix_exponentiation(mat: list, n: int) -> list:
"""
Calculates mat^n by repeated squaring
Time Complexity: O(d^3 log(n))
d: dimension of the square matrix mat
n: power the matrix is raised to
"""
if n == 0:
return identity(len(mat))
elif n % 2 == 1:
return multiply(matrix_exponentiation(mat, n - 1), mat)
else:
tmp = matrix_exponentiation(mat, n // 2)
return multiply(tmp, tmp)