From 2d5b2483b8487a8800fe4250d375951f181ab94d Mon Sep 17 00:00:00 2001 From: Dan Fu Date: Tue, 14 Jun 2022 11:54:16 -0700 Subject: [PATCH] Speedup graph for A100, d128 --- README.md | 8 ++++++++ assets/flashattn_speedup_a100_d128.jpg | Bin 0 -> 128086 bytes 2 files changed, 8 insertions(+) create mode 100644 assets/flashattn_speedup_a100_d128.jpg diff --git a/README.md b/README.md index 5ac1ab5..8bfc85c 100644 --- a/README.md +++ b/README.md @@ -71,6 +71,14 @@ Memory savings are proportional to sequence length -- since standard attention h We see 10X memory savings at sequence length 2K, and 20X at 4K. As a result, FlashAttention can scale to much longer sequence lengths. +#### Head Dimension 128 + +![FlashAttention speedup, head dimension 128](assets/flashattn_speedup_a100_d128.jpg) + +We show speedup with head dimension 128. +Here we show batch size 16 with 12 heads. +Speedup is less than with the smaller head sizes, but speedup is still significant -- especially with a causal mask. + ### RTX 3090 For the RTX 3090, we use batch size 12 with 12 attention heads. diff --git a/assets/flashattn_speedup_a100_d128.jpg b/assets/flashattn_speedup_a100_d128.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ac6a677baca7b09fcfa62c6287cb5bdaf5245925 GIT binary patch literal 128086 zcmeFZ2UJsEw=cRWg49Tt8Wa>25ov<7fJhS+upu=lB2BvV5)=XH0tzA}RO!7-?8DrJw-*=ZAuliux1{?P)rC2JnKaGXNz86%{2l z)u~g|)Zo>A;P(JE%PH1#5~?(8`p;<3JF`o^iAg^#bgQhDKd9_+IJp4di=!TsiBd@3(J>Q);6}Tuie}|JiWXF-vtGS zybleFjr;g1KH+oXmyFD;?5{bwdHLlPl~vU>wRPXx+B-VCx_iF=7#bcK9Yc*zOwKQ0 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