Why does Data Parallelism matter for AI governance?

Pure data parallelism is replicated by FSDP for memory-efficient variants where parameters, gradients, and optimizer states are sharded across data-parallel ranks. Frameworks including PyTorch DistributedDataParallel (DDP), DeepSpeed, FSDP, and JAX pmap implement data parallelism with varying ergonomics. The pl