The Dockerfile you provide is based on cuda 8.0 and cannot be used with current Tesla Cards because they need at least cuda 9.0. If you need the 32GB V100 to run the training effectively at full resolution, then there is a mismatch.
Will the code be updated to pytorch 1.0 in the future? pytorch 0.4.0 has problems with current cuda releases.