Multi-gpu context is lost before training

[eric-mc2]

When the CTC Pipeline fit() methods are called, they compile the model, overwriting the model variable, and clearing the distributed data parallel context. Thus, the model only runs on a single GPU even if multiple GPUs are visible to tensorflow.