Print scan profile again

Remove the old benchmark directory.

Remove the old benchmark directory. They use the module system that was removed years ago. Now the benchmark are outside Theano.

Fix various GPU unit tests on Windows

Modify error printing to make it more explicit when calling `GpuArray_maxandargmax()`.

Fix doc version switch and unverbose PR GPU tests

 Fix NaNGuardMode to permit None variables

rather than fct_callcount, which stays at 0

Fix GPU test_pool on Windows.

Allow for pooling of empty batch (like for conv in #3715).

theano/gpuarray/tests/test_subtensor.py:G_subtensor.test_noncontiguous_idx

The old big size was used to check if reduction is really faster
on GPU than on CPU with big data, but it made NVIDIA driver crash
on Windows, and I think it is not really useful for simple unit
testing.

[CRASH] Fix local_gpua_advanced_incsubtensor to return variable on the GPU

Cast ws, strides and pads to 64 bits integers into both Python and C code
for all these ops.

Make sure that ws, strides and pads for GpuPool, GpuMaxPoolGrad and GpuAveragePoolGrad are `npy_intp` arrays.

Fix local_gpua_advanced_incsubtensor to return variable on the GPU. op_lifer expect that. fix gh-5589

Prevent pkl_utils from stomping higher sys recursion limits

Use 64-bit indices in sparse.AddSD where necessary (fix #5525)

Scan fix

Prepare release 0.9.0rc1.

Fix reST nested lists syntax.
Fix typos.

Update .mailmap, then update count and list of contributors

[CRASH] Fix crash of GpuElemwise that have too many inputs