some small correction to my last modif on the ConvOp.grad test. Now the test in float32 work BUT with a tolerance of 0.16!

partial rewrite of the ConvOp grad test. It was not testing in float32 correctly. This uncover a bug in the grad in float32. Maybe the bug is in verify_grad. I added an option to verify_grad to help test the float32 case correctly, but we did't can use it by default because it make some test fail. I don't know why.

added an option to verify_grad(cast_to_output_type) to force the casting of the output to the same type as the op expect. This is needed to test the ConvOp grad in float32 type. Otherwise it upcast it to float64.

modified the ConvOp hash calculation. If we don't consider the unroll_* option, we won't be able to correctly test the op as they will be merged together and we will test only the first version. This don't uncover error.

If the env variable THEANO_BASE_COMPILEDIR, we will use it instead of ~/.theano as the base compile directory. We will create a directory based on the os in this directory and put their all file related to the compilation.

This give ~4.5% speed up for unrolled version. Less for other version.

in ConvOp.__init__, if the unroll value are not good, we try to find a good one. Otherwise we set 1 and print an OPTIMISATION WARNING.

We do this as it is probably safer to use default value for the optimisation parameter if they are bad and execute then to fail.

Print the time in second and the cumulative time too.

small bugfix. The ConvOp was not unrolled when only the unroll_batch or the unroll_kern option was specified.

check that when we unroll, we unroll with a minimim value of 1. removed the two useless generation fct that generate the unroll only by batch or by kern. We have a fct that unroll by both of them. Set the unroll value to one to have the equivalent fct.

added a new unrolled verion of ConvOp(not used by default). It unroll the batch and the kernel at the same time. This give the biggest speed up in my test. Also modified the test_multilayer_conf fct to allow testing the different parameter for the unroll.