DownsampleFactorMax to perform max pooling over the trailing two dimensions.

Added tensor.prod function to go with it.

Update the tutorial example on random numbers to account for the default_update mechanism. Update the corresponding test.

disable the grad of ConvOp when dx or dy!=1 as their seam to have a bug their. Don't repair now as this don't seam to be used.