Commit Graph

652 Commits

Author SHA1 Message Date
e229155d01 Clean v2: real softmax P, no O TMEM modify, standard epilogue. Baseline for custom epilogue work. 2026-05-22 19:24:25 +00:00
06941c317d O normalize using tmem_ptr base (same as epilogue) + CUTLASS sub-tile pattern 2026-05-22 19:18:16 +00:00
877ebb7584 O normalize with full layout (no sub-tiling), Repetition(64) 2026-05-22 19:17:03 +00:00
e0a604c508 Disable ALL O copies to verify baseline 2026-05-22 19:14:33 +00:00
64d174fdf6 Disable O rescale too for NO-OP test 2026-05-22 19:13:43 +00:00
5a0b575bfe DEBUG: O load+store NO-OP to verify TMEM copy correctness 2026-05-22 19:12:43 +00:00
c2fe1bffb5 Re-enable O rescale + normalize with corr_tile_size=32 2026-05-22 19:11:17 +00:00
95d3d1bf03 Disable O rescale + normalize, verify softmax P only 2026-05-22 19:09:33 +00:00
69ec2ce7e5 FIX: O sub-tile count should be HEAD_DIM/corr_tile_size, not 128/corr_tile_size 2026-05-22 19:06:52 +00:00
c4de6aa5e7 Full pipeline: O rescale + final normalize with CUTLASS sub-tile approach 2026-05-22 19:05:59 +00:00
1626ab9ec5 Test softmax P vs unnormalized reference (no O normalize) 2026-05-22 19:05:27 +00:00
d0f0af8099 O normalize using CUTLASS reference sub-tile approach 2026-05-22 19:04:37 +00:00
d6eefc8813 Fix O normalize: use 2D register tensor indexing 2026-05-22 18:59:15 +00:00
3c26ad25d3 Add O normalization with sub-tile TMEM read-modify-write 2026-05-22 18:58:35 +00:00
b21b0f4703 Simplify: softmax P only, no O rescale/normalize yet 2026-05-22 18:57:00 +00:00
a38c8d4140 Real softmax test built on working identity diag 2026-05-22 18:55:31 +00:00
eea70fbda8 CRITICAL FIX: remove extra scale_log2 in softmax (minus_row_max and acc_scale) 2026-05-22 18:52:58 +00:00
95cc5e6ee5 FIX: K slice (None,None,0,0) like working diag 2026-05-22 18:51:22 +00:00
364e64fdeb Diag: identity softmax on example6 pipeline to isolate softmax bug 2026-05-22 18:49:33 +00:00
454445dd2a Quick test: working v3 with n=256 multi-tile 2026-05-22 18:47:54 +00:00
c7514de0ae DEBUG: add version marker to confirm code changes are running 2026-05-22 18:47:05 +00:00
20aa6b4d90 CRITICAL FIX: TMA pre-slice (None,0,None,0) → (None,None,0,0) to keep GMEM tile dim free 2026-05-22 18:45:55 +00:00
5ac4f483de Diag: TMA shapes with hardcoded major modes 2026-05-22 18:43:55 +00:00
f4abc4c115 Diag: simplified TMA shape analysis 2026-05-22 18:43:30 +00:00
1e26764664 Diag: print TMA partition shapes for multi-tile debugging 2026-05-22 18:43:05 +00:00
3b46abdfc0 FIX: Use Python range() in TMA warp for concrete per-iteration GMEM coords 2026-05-22 18:26:31 +00:00
bb1d86f954 FIX: Force SSA GMEM coord via n_kv_tiles - n_kv_tiles instead of cutlass.range kt 2026-05-22 18:25:13 +00:00
67b48bdedd FIX: TMEM offset bug in O rescale/normalize — use tOtO0.iterator not tOtO.iterator 2026-05-22 18:23:46 +00:00
877076343c Diag: test n=384 (3 tiles) to find crash boundary 2026-05-22 18:07:07 +00:00
cd72598560 Diag: test all sizes 128-1024 2026-05-22 18:06:28 +00:00
06852ba826 DEBUG: disable O rescale to isolate NaN cause 2026-05-22 18:05:46 +00:00
b540d48e44 Add NaN/inf checking to stage C test 2026-05-22 18:01:11 +00:00
5385ea7a32 CRITICAL FIX: K GMEM slice (None,None,0,0) not (None,0,None,0)
K from QK MMA B-partition has GMEM iter at mode 1, NOT mode 2.
(None,0,None,0) hardcodes mode 1 to 0 → TMA always loads tile 0.
(None,None,0,0) keeps mode 1 free → correct multi-tile loading.

Proof: diag n=256 went from cos 0.711 → 0.999999 with this one change.
2026-05-22 17:59:57 +00:00
dd27dc7f7a Diag: try K slice (None,None,0,0) keeping mode 1 (CUTLASS ref style) 2026-05-22 17:59:01 +00:00
18ca9d4661 Diag: try runtime Int32(0+0) for kv_coord with cutlass.range 2026-05-22 17:57:58 +00:00
f0832b585b Diag: use Python range() unrolling like stage C test 2026-05-22 17:56:59 +00:00
19933b7d65 Fix diagnostic test: same Int32(kt) + n_kv_tiles fixes 2026-05-22 17:56:15 +00:00
ee2f022aa0 Try cutlass.range with Int32(kt) — now n_kv_tiles is Python int 2026-05-22 17:51:25 +00:00
fd98b3387e FIX: n_kv_tiles as Python int (s_k//128) for range() unrolling
cute.size() returns a CuTeDSL symbol, not a Python int.
range() on a symbol can't iterate — the loop never unrolls.
Now n_kv_tiles is computed in __init__ as s_k // 128 (Python int).
2026-05-22 17:50:07 +00:00
82c46d438e Option 2: Python range() with Int32(kt) for TMA GMEM coord
cutlass.range traces once - kv_coord/kt are trace-time values,
not runtime loop-carried state. Python range() fully unrolls at
trace time, emitting distinct Int32(k) constants per iteration.
Int32(1) hardcoded already proved TMA CAN load from tile 1.
2026-05-22 17:47:43 +00:00
06a0f5fc53 Add example5: use cutlass.range induction variable as TMA GMEM coord 2026-05-22 17:47:10 +00:00
fc45d1cdda README: add fire_b200_test docs, update multi-tile blocker with real findings 2026-05-22 17:41:23 +00:00
97a0e3e045 Clean up debug prints, set kv_coord as Int32(0)
Key findings to relay to CUTLASS LLM:
- kv_coord=Int32(1) hardcode CHANGES the output (TMA CAN load from different tiles)
- kv_coord=Int32(0) + kv_coord += 1 does NOT increment at runtime
  (all multi-tile outputs identical to kv_coord=0)
- kv_coord=0 (plain Python int) also doesn't work
- Pipeline handle .count doesn't work either
- The TMA GMEM tile coordinate must be dynamic at kernel runtime,
  but CuTeDSL appears to constant-fold or not propagate the increment
2026-05-22 17:39:27 +00:00
bea7ab617f DEBUG: try plain Python int kv_coord (like CUTLASS ref) 2026-05-22 17:34:30 +00:00
f3c3186016 DEBUG: hardcode kv_coord=1 to test if TMA uses it 2026-05-22 17:32:53 +00:00
e45b533a9e DEBUG: try K slice (None,0,None,0) keeping mode 2 free 2026-05-22 17:30:06 +00:00
46ded465da DEBUG: print tBgK/tVgV shapes before/after slice 2026-05-22 17:28:45 +00:00
62bbc5ce42 Stage C: manual kv_coord + correct K GMEM slice + O rescale fence
Key fixes:
1. GMEM tile coord: manual Int32 kv_coord (not kvh.count)
2. K GMEM slice: (None,None,0,0) keeps mode 1 free (GMEM iter)
3. V GMEM slice: (None,0,None,0) keeps mode 2 free (GMEM iter)
4. Add fence_view_async_tmem_load before O rescale for visibility
2026-05-22 17:26:56 +00:00
da6f211c44 Add example4: manual kv_coord Int32 for GMEM tile indexing
Pipeline handle .count is NOT a GMEM coordinate — it's opaque pipeline
state. CUTLASS FMHA reference uses a manual Int32 counter (kv_coord)
for GMEM and handle.index for SMEM. .count is never used as a
coordinate anywhere in the reference.
2026-05-22 17:24:38 +00:00
4faadff452 README: add test harness instructions 2026-05-22 17:09:53 +00:00