Sponsor of the Day:
Jerkmate
https://www.together.ai/blog/flashattentionfandm
FlashAttention: Fast and memory-efficient exact attention with IO-Awareness
memory efficientflashattentionfastexactawareness
https://pytorch.org/blog/flexattention-flashattention-4-fast-and-flexible/
FlexAttention + FlashAttention-4: Fast and Flexible – PyTorch
4 fastflashattentionflexiblepytorch
https://www.together.ai/blog/flashattention-4
FlashAttention-4: Algorithm and Kernel Pipelining Co-Design for Asymmetric Hardware Scaling
As GPU throughput outpaces memory bandwidth, kernels must evolve. We introduce FlashAttention-4, featuring new pipelining for maximum overlap, 2-CTA MMA modes...
co designflashattention4algorithmkernel
https://www.together.ai/blog/flashattention-3
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision
FlashAttention-3 achieves up to 75% GPU utilization on H100s, making AI models up to 2x faster and enabling efficient processing of longer text inputs. It...
3 fastflashattentionaccurateasynchronylow