fix for the bug involving multiple subtensor on a scan.

The consequence was warning printed to the user and scan use more memory.

Revert the grad of Mul. The new version fixed a probably not happening c...

I added assert to have an error for the case not implemented.

adding support for numpy.newaxis in basic indexing

documented the markup used in the doc strings

Fix bugs from gammaln and psi scipy

small fix: load at the module level, not in the sub function.

I merge it myself as this is a small fix that break the cuda code. Don't hesitate to review it.

make compatible with python 2.4 and check that it was not compiled while...

Updated the vision.

Clone get equiv

Add the Theano op Bartlett, FillDiagonal and Fourier.

Added GammaLn and Psi functions

fix bugs for arctanh

Improve gemm optimizer to never accidentally duplicate work.

Fix scan pushout

this will be tested by DEBUG_MODE

I think Fred is right, it wasn't about having a subtensor on the second
dimension.

When running on GPU, and constructing the list of inputs, they might not end
up on the right device (i.e. the input is on gpu instead of cpu or the other
way around). The simple fix is just to filter the arguments.