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This enables us to encode only some modalities more reliably without running into NCCL errors.
This fix was needed to run an ablation where we encoded and decoded maps https://wandb.ai/eai-ai2/helios_debug/runs/jeg2x7op/overview?nw=nwuserhenryhzog.