is working with both python2(e.g. Python 2.7.10) and python3(e.g. Python 3.6.4)
with open('in.txt') as f:
rows,cols=np.fromfile(f, dtype=int, count=2, sep=" ")
data = np.fromfile(f, dtype=int, count=cols*rows, sep=" ").reshape((rows,cols))
another way:
is working with both python2(e.g. Python 2.7.10) and python3(e.g. Python 3.6.4),
as well for complex matrices see the example below (only change int
to complex
)
with open('in.txt') as f:
data = []
cols,rows=list(map(int, f.readline().split()))
for i in range(0, rows):
data.append(list(map(int, f.readline().split()[:cols])))
print (data)
I updated the code, this method is working for any number of matrices and any kind of matrices(int
,complex
,float
) in the initial in.txt
file.
This program yields matrix multiplication as an application. Is working with python2, in order to work with python3 make the following changes
print to print()
and
print "%7g" %a[i,j], to print ("%7g" %a[i,j],end="")
the script:
import numpy as np
def printMatrix(a):
print ("Matrix["+("%d" %a.shape[0])+"]["+("%d" %a.shape[1])+"]")
rows = a.shape[0]
cols = a.shape[1]
for i in range(0,rows):
for j in range(0,cols):
print "%7g" %a[i,j],
print
print
def readMatrixFile(FileName):
rows,cols=np.fromfile(FileName, dtype=int, count=2, sep=" ")
a = np.fromfile(FileName, dtype=float, count=rows*cols, sep=" ").reshape((rows,cols))
return a
def readMatrixFileComplex(FileName):
data = []
rows,cols=list(map(int, FileName.readline().split()))
for i in range(0, rows):
data.append(list(map(complex, FileName.readline().split()[:cols])))
a = np.array(data)
return a
f = open('in.txt')
a=readMatrixFile(f)
printMatrix(a)
b=readMatrixFile(f)
printMatrix(b)
a1=readMatrixFile(f)
printMatrix(a1)
b1=readMatrixFile(f)
printMatrix(b1)
f.close()
print ("matrix multiplication")
c = np.dot(a,b)
printMatrix(c)
c1 = np.dot(a1,b1)
printMatrix(c1)
with open('complex_in.txt') as fid:
a2=readMatrixFileComplex(fid)
print(a2)
b2=readMatrixFileComplex(fid)
print(b2)
print ("complex matrix multiplication")
c2 = np.dot(a2,b2)
print(c2)
print ("real part of complex matrix")
printMatrix(c2.real)
print ("imaginary part of complex matrix")
printMatrix(c2.imag)
as input file I take in.txt
:
4 4
1 1 1 1
2 4 8 16
3 9 27 81
4 16 64 256
4 3
4.02 -3.0 4.0
-13.0 19.0 -7.0
3.0 -2.0 7.0
-1.0 1.0 -1.0
3 4
1 2 -2 0
-3 4 7 2
6 0 3 1
4 2
-1 3
0 9
1 -11
4 -5
and complex_in.txt
3 4
1+1j 2+2j -2-2j 0+0j
-3-3j 4+4j 7+7j 2+2j
6+6j 0+0j 3+3j 1+1j
4 2
-1-1j 3+3j
0+0j 9+9j
1+1j -11-11j
4+4j -5-5j
and the output look like:
Matrix[4][4]
1 1 1 1
2 4 8 16
3 9 27 81
4 16 64 256
Matrix[4][3]
4.02 -3 4
-13 19 -7
3 -2 7
-1 1 -1
Matrix[3][4]
1 2 -2 0
-3 4 7 2
6 0 3 1
Matrix[4][2]
-1 3
0 9
1 -11
4 -5
matrix multiplication
Matrix[4][3]
-6.98 15 3
-35.96 70 20
-104.94 189 57
-255.92 420 96
Matrix[3][2]
-3 43
18 -60
1 -20
[[ 1.+1.j 2.+2.j -2.-2.j 0.+0.j]
[-3.-3.j 4.+4.j 7.+7.j 2.+2.j]
[ 6.+6.j 0.+0.j 3.+3.j 1.+1.j]]
[[ -1. -1.j 3. +3.j]
[ 0. +0.j 9. +9.j]
[ 1. +1.j -11.-11.j]
[ 4. +4.j -5. -5.j]]
complex matrix multiplication
[[ 0. -6.j 0. +86.j]
[ 0. +36.j 0.-120.j]
[ 0. +2.j 0. -40.j]]
real part of complex matrix
Matrix[3][2]
0 0
0 0
0 0
imaginary part of complex matrix
Matrix[3][2]
-6 86
36 -120
2 -40