Fix a crash following the new meaning of CudaNdarray.base to always point to the variable that contain the data.

This is needed to avoid keeping in memory a chain of intermediate
arrays.

There was no memory leak.

new function in strutil for making C code look nice even though it was generated programmatically with the wrong indentation

We should use the linker=c|py_nogc flags.
Remove reference to FAST_RUN_NOGC that never existed.

PROFILE_MODE a suggestion message says you should compile the function in a
different mode like for e.g. FAST_RUN_NOGC. When you try to compile in this
mode, you get an error saying there is no such mode .. though there actually
is.

tensor.as_tensor_variable on inputs of x, but I should do that only if they
where numpy.ndarrays (maybe other types) .. because they could be random
states case in which tensor.as_tensor_variable fails.

instead of int .. not sure why but I don't see anything wrong with that

found out this is not the right way of doing it, and there is a much
better(tested) way, namely specify_shape