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Cleanup: TFPolicyGraph now automatically adds loss input entries for state_in_*, so that graph sub-classes don't need to worry about it. Multi-GPU support: Allow setting up model tower replicas with existing state input tensors Truncate the per-device minibatch slices so that they are always a multiple of max_seq_len.