Like config.time_seq_optimizer, prints timing information on
EquilibriumOptimizer.

Also change a little bit how config.time_seq_optimizer prints some
informations.

Test fix

Make CLinker use preallocated output memory

Commented pycuda example that use the pycuda elemwise generator is it work only with old version of pycuda.

Test fix

Fix ops to accept any kind of preallocated output memory

some extra verbose prints in gpu conv code.

Cache

add the theano flags cmodule.warn_no_version to print warning when c_code_cache_version is not implemented.

Update key for the compilation cache, the generated code is different,
we should force recompilation.

Argsort numpy wrapping

That way, we also get rid of the contiguous requirement.

Also, use output memory even if not c-contiguous, instead of crashing.

The C code assumes that the output memory buffer is C-contiguous,
and it would be work to change, so we re-allocate a C-contiguous out.