There is no push to migrate from Caffe to Caffe2 for sure. After Facebook "dogfooding" our own implementation, I think it is safe to say that C2 is now much stable. I would encourage you to try migrating it, letting us know if you run into problems, and stay tuned for the nice additional features that you may be able to enjoy from C2 - like optimized computation with MKLDNN, etc.