numpy.savetxt 在 python 3.5 中导致格式不匹配错误
问题描述
我正在尝试使用 numpy.savetxt 将 numpy 矩阵(Nx3，float64)保存到 txt 文件中:
I'm trying to save a numpy matrix (Nx3, float64) into a txt file using numpy.savetxt:
np.savetxt(f, mat, fmt='%.5f', delimiter=' ')
此行在 python 2.7 中有效，但在 python 3.5 中，我收到以下错误:
This line worked in python 2.7, but in python 3.5, I'm getting the following error:
TypeError: 数组 dtype ('float64') 和格式不匹配说明符('%.5f %.5f %.5f')
TypeError: Mismatch between array dtype ('float64') and format specifier ('%.5f %.5f %.5f')
当我进入 savetxt 代码时，在 catch 块(numpy.lib.npyio，第 1158 行)中打印错误(traceback.format_exc())，错误完全不同:
When I'm stepping into the savetxt code, the print the error (traceback.format_exc()) in the catch block (numpy.lib.npyio, line 1158), the error is completely different:
TypeError: write() 参数必须是 str，而不是字节
TypeError: write() argument must be str, not bytes
导致异常的代码行如下:
The line of code resulting the exception is the following:
fh.write(asbytes(format % tuple(row) + newline))
我试图删除 asbytes，它似乎修复了这个错误.它是numpy中的错误吗?
I tried to remove the asbytes, and it seems to fix this error. Is it a bug in numpy?
解决方案
savetxt 以 wb 模式打开文件，从而将所有内容写入字节.
savetxt opens the file in wb mode, and thus writes everything as bytes.
如果我用w"打开文件，我会收到第二个错误:
If instead I open the file with 'w', I get your second error:
In [403]: x=np.ones((3,3),dtype=np.float64)
In [404]: with open('test.txt','w') as f:
np.savetxt(f,x,fmt='%.5f')
.....:
TypeError: must be str, not bytes
但是没有问题
In [405]: with open('test.txt','wb') as f:
np.savetxt(f,x,fmt='%.5f')
.....:
In [406]: cat test.txt
1.00000 1.00000 1.00000
1.00000 1.00000 1.00000
1.00000 1.00000 1.00000
这是在 Py3.4 上的；我的 3.5 Python 没有安装 numpy.但我不希望有什么不同.
This is on Py3.4; I don't have numpy installed with my 3.5 Python. But I wouldn't expect a difference.
会
'%.5f'%1.2342
在您的系统上工作?你也可以试试
work on your system? You could also try
'%.5f %.5f %.5f'%tuple(mat[0,:])
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