First, thanks for creating a great library!
Describe the bug
Applying the RandGaussianNoise tranform to a np.float32 array changes the dtype to np.float64. This causes a crash down the line since pytorch expects np.float32 inputs.
Expected behavior
The transformed image's dtype does not change
Screenshots

Environment (please complete the following information):
- OS: Centos 7
- Python version: 3.6
- MONAI version: 0.1.0
This could be an easy fix, by changing
return img + self._noise if self._do_transform else img
to
return img + self._noise.astype(img.dtype) if self._do_transform else img .