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hao-ai-lab-FastVideo/fastvideo/tests
Will LinandClaude Fable 5 dd8447ecc5 [feat] VSA-H3: 64-token tile option on the native Triton block-sparse path
The tile size becomes selectable at metadata build time:
MiniMaxH3VSAMetadataBuilder.build(tile_size=...) accepts 256 (default,
unchanged (4,8,8) tiles and VSA-256 CuTe/Triton routing) or 64. At 64 the
tiles are (4,4,4) and the block map is already at the Triton kernels'
native granularity, so forward and backward run
fastvideo_kernel.block_sparse_attn directly (BHSD, transposed around the
call like the 256 wrapper's Triton branch) with no 256->64 mask expansion;
FASTVIDEO_VSA_CUTEDSL does not apply at 64. Tile geometry, pooled scoring,
prefix chunking, the probe, and the gate_compress views all follow the
configured tile element count.

Also adds _validate_h3_tile_geometry: a synchronous, lru-cache-scoped
bounds check on every built geometry (per-tile sizes in (0, tile_elems],
sizes sum to the packed length, untile index injective into non-pad
slots). Malformed geometry now raises at build time with the numbers in
hand instead of surfacing as an unattributable async device fault at some
later kernel or collective.

CPU tests: hand-computed (4,4,4) oracle on a grid ragged in all three
dims, the production packed shape (768x1344, 124 frames) under both tile
sizes, sparsity-0 SDPA equivalence at tile 64, the guard's 64-bound, and
builder rejection of unknown tile sizes. GPU parity of the 64 route was
validated out of band on GB200: sparsity-0 forward+input-grad parity vs
dense SDPA 3.1e-3 rel-L2 at the production packed shape (matching the 256
route to the third digit); sparsity-0.9 out/dq bitwise same-seed
deterministic, dk/dv ~3e-5 reduction-order drift (same profile as the
existing 256 Triton route).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-21 09:27:38 +00:00
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2025-07-24 22:43:12 -07:00