FlashAttention

Sequence Parallel & Ring Attention: Training with Ultra-Long Contexts

Modern LLMs demand ever-longer context windows — 128K, 256K, even 1M tokens. A single GPU cannot hold such long sequences in memory. Twinkle’s Sequence Parallel module solves this …