Question: Modify the above python code so it computes an upper hessenberg matrix that avoids unnecessary FLOPS(i.e adding and multiplying by zero) Upper Hessenberg matrix example:

 Modify the above python code so it computes an upper hessenberg

Modify the above python code so it computes an upper hessenberg matrix that avoids unnecessary FLOPS(i.e adding and multiplying by zero)

Upper Hessenberg matrix example:

[[1 0 0 0 0] [6 4 0 0 0] [4 2 9 0 0] [1 1 1 1 0] [2 2 2 2 2]]

def PLU(A) ok1 small le-12 nscipy.shape (A) [0] Ucopy.copy(A) Lscipy.identity(n) P = scipy.identity(n) for j in range (1,n): # set to if we encoun # pivots smaller than t # initialize L, U and p # loop over columns -1 s scipy.argma x ( abs(ulj-1:n, j-1])) if s !- j-1: + j # find the largest num # if the largest number Uswap(U,s,j-1,n) if j>l: Lswap (L,s,j-1,j-1) for i in range(j+1,n+l): # check for zero pivot if abs (U[j-1,j-1])small: print( "Near-zero pivot!") ok reak for k in range (j,ntl): return L,U,P,ok def swap (M,i,j,k) # swap rows i and j from column up to (not including) k dum = copy . copy (M[i,0:k]) M[i,0:k]-copy.copy (M[j,0:k]) M[j,0:k]-copy.copy(dum) return M def PLU(A) ok1 small le-12 nscipy.shape (A) [0] Ucopy.copy(A) Lscipy.identity(n) P = scipy.identity(n) for j in range (1,n): # set to if we encoun # pivots smaller than t # initialize L, U and p # loop over columns -1 s scipy.argma x ( abs(ulj-1:n, j-1])) if s !- j-1: + j # find the largest num # if the largest number Uswap(U,s,j-1,n) if j>l: Lswap (L,s,j-1,j-1) for i in range(j+1,n+l): # check for zero pivot if abs (U[j-1,j-1])small: print( "Near-zero pivot!") ok reak for k in range (j,ntl): return L,U,P,ok def swap (M,i,j,k) # swap rows i and j from column up to (not including) k dum = copy . copy (M[i,0:k]) M[i,0:k]-copy.copy (M[j,0:k]) M[j,0:k]-copy.copy(dum) return M

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