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Transformer Math & CPU SLM
Instruction
AVX2 (8 FP32)
AVX-512 (16 FP32)
AMX tile (16×16 BF16)
One instruction does many scalar ops. AMX does whole matmul tiles.
What you're seeing
AVX-512: 16 FP32 multiply-adds per cycle. AMX: tile matmul - 1024 BF16 ops per cycle.
★ KEY TAKEAWAY
SIMD processes many values per instruction. AVX-512 = 16 FP32. AMX = 1024 BF16 (tile matmul). The whole point of modern CPU AI.
▶ WHAT TO TRY
Switch between
AVX2 / AVX-512 / AMX tile
.
AMX is the game-changer: one instruction does a 16×16 matmul (4096 MACs).