I think I've found a bug in the python bindings, but I want to run it by the 
list before I open a ticket to make sure I'm not missing anything (I'm assuming 
you'd rather I check it out on the list first rather than cluttering the ticket 
system with bugs that aren't actually bugs).

Environment: gdal 2.2.3, python 3.6, installed from conda-forge via Anaconda 
Navigator.

I'm creating an in-memory raster to pass to DEMProcessing() to create a 
hillshade like thus:

    mem_s_fh = gdal.GetDriverByName("MEM").Create('', temp_cols, temp_rows, 1, 
gdal.GDT_Float32)
    mem_s_fh.SetGeoTransform([0, cell_size, 0, 0, 0, cell_size])
    mem_s_fh.SetNoDataValue(s_nodata)
    s_band = mem_s_fh.GetRasterBand(1)
    s_band.WriteArray(in_array)

Which then bombs out on setting NoData with this error:

Traceback (most recent call last):
  File "i:\git\dem_smooth.py", line 299, in <module>
    smooth(smooth_dem, hs_dem, window_size, "hillshade", filter_f, t, n, v)
  File "i:\git\dem_smooth.py", line 232, in smooth
    new_data = hillshade(super_array)
  File "i:\git\dem_smooth.py", line 91, in hillshade
    mem_s_fh.SetNoDataValue(s_nodata)
  File 
"C:\Users\jadams\AppData\Local\conda\conda\envs\gdal\lib\site-packages\osgeo\gdal.py",
 line 1804, in <lambda>
    __getattr__ = lambda self, name: _swig_getattr(self, Dataset, name)
  File 
"C:\Users\jadams\AppData\Local\conda\conda\envs\gdal\lib\site-packages\osgeo\gdal.py",
 line 74, in _swig_getattr
    return _swig_getattr_nondynamic(self, class_type, name, 0)
  File 
"C:\Users\jadams\AppData\Local\conda\conda\envs\gdal\lib\site-packages\osgeo\gdal.py",
 line 69, in _swig_getattr_nondynamic
    return object.__getattr__(self, name)
AttributeError: type object 'object' has no attribute '__getattr__'

My searching turns up this ticket in Swig, but I have no idea if it's relevant 
or not: https://github.com/swig/swig/issues/588.

I've tried this under python 2.7 and 3.6 with the same result. Trying it under 
gdal 2.1.3 gives an "Attribute Error: 'Dataset' object has no attribute value 
'SetNoDataValue'" error. s_nodata is set previously, and I've verified it holds 
the right value (when using SetNoDataValue on my GTiff output raster it works 
as expected). The MEM driver documentation says memory datasets should support 
nodata values, and the difference in error messages between 2.2.3 and 2.1.3 
seems to indicate this has been implemented. The script runs fine if I comment 
out the SetNoDataValues() call.

Jake Adams
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