Logo Questions Linux Laravel Mysql Ubuntu Git Menu
 

Determinant using sympy

Tags:

python

sympy

The following code generates a 3x3 matrix in terms of x,y,z. I want to generate the determinant of the matrix. But unable to do so.

import numpy as np
import sympy as sp
from sympy import *
from sympy.matrices import Matrix
x,y,z =sp.symbols('x,y,z')
H1=np.array([[x,y,z]])
H2=np.array([[0.0630,0.0314,-0.0001],[0.0314,96.1659,-0.0001],[-0.0001,-0.0001,0.0001]])
H3=H1.T
H=H1*H2*H3
print H

To find the determinant of the above matrix, I am using the following command.

H.det()

But it is showing error

AttributeError: 'numpy.ndarray' object has no attribute 'det' 
like image 820
Chikorita Rai Avatar asked Nov 07 '14 10:11

Chikorita Rai


1 Answers

You first need to convert your numpy n-dimensional array to a sympy matrix, and then perform the calculation of the symbolic determinant. What @hildensia said won't work, because H is a numpy object, which won't work with symbolic entities.

>>> M = sp.Matrix(H)
>>> M
Matrix([
[ 0.063*x**2,   0.0314*x*y, -0.0001*x*z],
[ 0.0314*x*y, 96.1659*y**2, -0.0001*y*z],
[-0.0001*x*z,  -0.0001*y*z, 0.0001*z**2]])
>>> M.det()
0.000604784913*x**2*y**2*z**2
like image 53
Oliver W. Avatar answered Nov 06 '22 16:11

Oliver W.