l1-svm is not differentiable, but l2-svm is. If you want to use it, you will need to implement it and the gradient calculation (sec. 2.4 of paper below) by yourself.
Ref: http://deeplearning.net/wp-content/uploads/2013/03/dlsvm.pdf 597