A high-throughput LLM inference and serving engine featuring PagedAttention, continuous batching, and an OpenAI-compatible API server.
Fast and memory-efficient exact attention
Trainable fast and memory-efficient sparse attention
Fast and memory-efficient classical machine learning operators
NVIDIA Sol-Attn for ComfyUI / Triton kernel on SM89 - SM121, with zero-copy MiniMax H3 nodes: memory-efficient attention, scheduled tau with graph preview, and feed-forward chunking. Measured 1.14β1.44Γ vs SageAttention and β37% MLP peak VRAM on H3
Memory-efficient CTC loss with exact loss and first-order gradient equivalence under vocabulary reduction, and activation memory that no longer scales linearly with vocabulary size.
Easy, fast, and memory-efficient structure prediction inference
AMD gfx12 (RX 9070/9070 XT) Memory-Efficient Sage Attention for MiniMax H3. Matches KJNodes' Nε‘ patch with native HIP kernel.