Decode has only batch*kv_head independent tasks, so the grid was tiny (e.g. 16 blocks) leaving most SMs idle (ncu: 0.04 waves/SM, 11% DRAM).
- Partition KV across gridDim.z blocks emitting unnormalised (O, m, l) partials, reduced by a new combine kernel
- Choose split count to fill the device (~2 blocks/SM), capped by tile count and 32; fall back to single-pass direct-write when batch*kv_head already saturates the SMs
- Refactor decode dispatch into named helpers, de-duplicate scalar fallback
Result: now DRAM-bound at 63% (99->543 GB/s), 2.1-2.5x over torch SDPA in the low-parallelism regime, on par at high parallelism
Decode MMA kernel previously used scalar global→shared loads with
LD=HEAD_DIM+8 padding and per-tile scale multiply. This commit brings it
in line with the prefill MMA kernel (which already had these optimizations):
- cp.async K/V loads (bypasses registers, halves load instructions)
- XOR swizzle: LD=HEAD_DIM instead of HEAD_DIM+8 (zero waste smem)
- Pre-scale Q during load (removes per-tile scale multiply in softmax)
- Clean up prefill MMA kernel comments (no code change)
~2x speedup on decode (0.47ms→0.24ms at seq_len=512)
- add case 32 to decode/prefill dispatch switch
- fix swiz_col out-of-bounds for HEAD_DIM=32: XOR mask now limited to chunk count (3 for 32, 7 for >=64) instead of always 7, which produced column offsets >= LD=32 and corrupted shared memory
- restructure decode dispatch to #ifndef/#else/#endif matching prefill
- split astrai/extension/__init__.py into loader.py (kernel .so discovery) and ops.py (wrapper functions + torch SDPA fallback); __init__.py now re-exports the public API
- Add gqa_decode_attn_mma.cuh for tensor-core decode path
- Add dispatch_decode<> selecting MMA vs scalar based on G and mask
- Add TORCH_CHECK for unsupported head_dim instead of silent scalar launch
- Split .cuh/.cu for gqa_decode_attn and gqa_prefill_attn
- gqa_prefill_attn: tiled shared-memory K/V, fused load, compute-opt, mask support
- Add pure C tests under csrc/tests/ for fast nvcc-only iteration
- Update .gitignore for build artifacts
ViperEkura