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Multihead arch with cutlass fused multihead attention #1976
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Multihead arch with cutlass fused multihead attention #1976
almaudoh
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almaudoh:multihead-arch-cuda-cutlass-fmha
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- skip connection add before layer norm now has a scaling factor (alpha) - replace conv layer of value and mlh heads with an embedding layer when attention body is used.
- also remove hardcoding.
- will be removed once it's fixed.
- also fix scratch space calculation.
- factor of sizeof(DataType) was missing.
get almaudoh's code
- to handle bigger/wider networks
1.3% improvement in BT2 on RTX 4090 15.6% improvement in test BT3 network with 64 heads.
almaudoh
changed the title
Multihead arch cuda cutlass fmha
Multihead arch cuda cutlass fused multihead attention
Mar 11, 2024
almaudoh
changed the title
Multihead arch cuda cutlass fused multihead attention
Multihead arch with cutlass fused multihead attention
Mar 11, 2024
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cutlass implementation of fused multihead attention layer giving about 10% speedup on A100.
@todo