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When using multiple GPUs in combination with torchrun --nproc_per_node 1 ... inference saves the decoder output only on main process ignoring the output coming from the rest of the GPUs. This is not the expected behavior.

When using multiple GPUs in combination with `torchrun --nproc_per_node 1 ...`  inference saves the decoder output only on main process ignoring the output coming from the rest of the GPUs. This  is not the expected behavior.
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