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#all-reduce
1 articles
01
2026-08-06
·
Parallel & Distributed
·
★ MEMBER
·
10 min read
Distributed Training from Scratch — Data Parallel, Model Parallel, and When Communication Becomes the Bottleneck
Why one machine is not enough, counted out in bytes; data parallelism and all-reduce; what ZeRO and FSDP actually shard; tensor and pipeline parallelism. Then the ratio of computation to communication that tells you where scaling stops paying — and gradient accumulation, NCCL settings and how to diagnose a hang.