From dc6d1300880cbedaf19234fb3fe5b04372f9d0ff Mon Sep 17 00:00:00 2001 From: Dan Fu Date: Fri, 27 May 2022 21:59:09 +0100 Subject: [PATCH] Add speedup to README Update images Update images Update description --- README.md | 24 ++++++++++++++++++++++++ images/flashattn_memory.png | Bin 0 -> 65926 bytes images/flashattn_speedup.png | Bin 0 -> 81990 bytes 3 files changed, 24 insertions(+) create mode 100644 images/flashattn_memory.png create mode 100644 images/flashattn_speedup.png diff --git a/README.md b/README.md index 6baa06c..d2c553e 100644 --- a/README.md +++ b/README.md @@ -28,6 +28,30 @@ Our roadmap to broaden the support: 7. Fused rotary embedding. 8. Attention linear bias (e.g. ALiBi). +### Speedup and Memory Savings + +We present expected speedup (combined forward + backward pass) and memory savings from using FlashAttention against PyTorch standard attention, depending on sequence length. +We display FlashAttention speedup using these parameters (similar to BERT-base): +* Batch size 8 +* Head dimension 64 +* 12 attention heads +Our graphs show sequence lengths between 128 and 4096 (when standard attention runs out of memory on an A100), but FlashAttention can scale up to sequence length 64K. + +#### Speedup + +![FlashAttention speedup](images/flashattn_speedup.png) + +We generally see 2-4X speedup at sequence lengths between 128 and 4K, and we see more speedup when using dropout and masking, since we fuse the kernels. +At sequence lengths that are popular with language models like 512 and 1K, we see speedups up to 4X when using dropout and masking. + +#### Memory + +![FlashAttention memory](images/flashattn_memory.png) + +We show memory savings in this graph (note that memory footprint is the same no matter if you use dropout or masking). +Memory savings are proportional to sequence length -- since standard attention has memory quadratic in sequence length, whereas FlashAttention has memory linear in sequence length. +We see 10X memory savings at sequence length 2K, and 20X at 4K. +As a result, FlashAttention can scale to much longer sequence lengths. ### Acknowledgments Our implementation uses Apex's diff --git a/images/flashattn_memory.png b/images/flashattn_memory.png new file mode 100644 index 0000000000000000000000000000000000000000..42a82ec74b7be985cd3ad751ccd5d00031234e31 GIT binary patch literal 65926 zcmd?RXIN8P*DlOf(MJ>u#R5{qgkFSzbPz>h(R(i<5IRWj;6{Z_hfoumKb#2L28hC7ViC={hlB1-|x?t>w;u1vSt}`%rWjU#=VHt(omwMVWOd;qM`+q z6?LenF2qw&okjoWJb0yc(!&pYlk|FGk7Z(-GIeyZ$3j$YcG{q&;Hv|+`RQ~gB^kYw?UOC zb1KV!UVr@%{_jUBs)vwxPzL{fas1D5|9>*n!>2IpN)I7lXeo|I_x1Ws7*38P{6`5K 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