Working with a sympy Matrix or numpy array of sympy symbols, how does one take the element-wise logarithm?
For example, if I have:
m=sympy.Matrix(sympy.symbols('a b c d'))
Then np.abs(m)
works fine, but np.log(m)
does not work ("AttributeError: log").
Any solutions?
Use Matrix.applyfunc
:
In [6]: M = sympy.Matrix(sympy.symbols('a b c d'))
In [7]: M.applyfunc(sympy.log)
Out[7]:
⎡log(a)⎤
⎢ ⎥
⎢log(b)⎥
⎢ ⎥
⎢log(c)⎥
⎢ ⎥
⎣log(d)⎦
You can't use np.log
because that does a numeric log, but you want the symbolic version, i.e., sympy.log
.