How to save and load an array of complex numbers using numpy.savetxt?

后端 未结 2 505
轮回少年
轮回少年 2021-02-05 11:00

I want to use numpy.savetxt() to save an array of complex numbers to a text file. Problems:

  • If you save the complex array with the default format string, the imagi
相关标签:
2条回答
  • 2021-02-05 11:11

    It's easier and saves a few temporary arrays to just reinterpret the array as a real array.

    Saving:

    numpy.savetxt('outfile.txt', array.view(float))
    

    Loading:

    array = numpy.loadtxt('outfile.txt').view(complex)
    

    If you prefer to have real and imaginary part on the same line in the file, you can use

    numpy.savetxt('outfile.txt', array.view(float).reshape(-1, 2))
    

    or

    array = numpy.loadtxt('outfile.txt').view(complex).reshape(-1)
    

    respectively.

    (Note that neither view() nor reshape() copies the array -- it will just reinterpret the same data in a different way.)

    Addendum from the question asker:

    If you want to save more than one complex array in the same file, you can do it like so:

    numpy.savetxt('outfile.txt', numpy.column_stack([
        array1.view(float).reshape(-1, 2),
        array2.view(float).reshape(-1, 2),
    ]))
    
    array1, array2 = numpy.loadtxt('outfile.txt', unpack=True).view(complex)
    

    The reshaping is necessary because numpy.view() doesn't operate on strided arrays.

    0 讨论(0)
  • 2021-02-05 11:16

    Here's my solution, in case anybody hits this question from Google.

    Saving:

    numpy.savetxt('outfile.txt', numpy.column_stack([array.real, array.imag]))
    

    Loading:

    array_real, array_imag = numpy.loadtxt('outfile.txt', unpack=True)
    array = array_real + 1j * array_imag
    

    I will still award the checkmark to a better solution!

    0 讨论(0)
提交回复
热议问题