Core concept

2x memory + 2x throughput on tensor cores vs FP32. BF16 wider range than FP16 (no loss scaling).

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How it works

Some ops need FP32 for stability. Norms, softmax, reductions.

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Trade-offs + gotchas

All modern training. FP8 for latest models with Transformer Engine.