From 92311ded74322305511c7f9f6885bcb52610ac80 Mon Sep 17 00:00:00 2001 From: LiuYinfeng01 Date: Sun, 13 Sep 2026 16:47:47 +0000 Subject: [PATCH 1/2] Add the missing DeepSeek-V4 a8w8 blockscale GEMM shapes for gfx950 The file already covers four of the six (N, K) families this model drives, but only at a coarse M ladder, and carries no entry at all for the two vocabulary projections: N K before added after 7168 7168 61 594 655 6144 7168 15 39 54 7168 3072 15 39 54 65536 1536 15 39 54 129280 7168 0 16 16 16160 7168 0 7 7 Pure addition: the 310 existing rows are byte-identical, no key is duplicated, and every added row has errRatio 0.0. Tuned with aiter's own tuner at the default ERR_RATIO on gfx950 with cu_num=256, matching the rest of the file. M values follow the ladder the file already uses, restricted to the range each family reaches at runtime. Without these rows the entry point reports "not found tuned config" for every distinct (M, N, K) DeepSeek-V4 issues; in one 3600-second AgentX run on MI355X that fires 14066 times, each falling back to a kernel chosen without knowledge of the tile. Per-shape, 40 shapes sampled across the M range of all six families, measured against the current table where all 40 fall back: median 2.79x, mean 2.94x, max 5.86x, 50860us -> 11700us in aggregate; the gain grows with M. One shape, M=64 N=7168 K=3072, is 0.94x, within run-to-run spread at 12us. In a captured prefill trace the blockscale-family GEMM time per step per rank falls from 500.1ms to 244.8ms, with the untuned ck::kernel_gemm_xdl_cshuffle_v3 fallback going from 171 calls at 2059us to 46 at 555us. End to end on DeepSeek-V4-Pro, MI355X x8, TP1/DP8, FP8 KV, MTP-3, concurrency 64, full 3600-second window with everything else byte-identical: 27,003,552 -> 30,319,229 tokens/$ (+12.3%) and 7.055 -> 8.654 P90 interactivity (+22.7%). --- .../dsv4_a8w8_blockscale_tuned_gemm.csv | 734 ++++++++++++++++++ 1 file changed, 734 insertions(+) diff --git a/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv b/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv index b57f003652a..b89dc54c869 100644 --- a/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv +++ b/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv @@ -309,3 +309,737 @@ gfx950,256,8192,7168,7168,cktile,29,0,389.3389,a8w8_blockscale_cktile_192x256x12 gfx950,256,16384,7168,7168,cktile,11,0,723.4332,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_1,2327.27,558.04,0.0 gfx950,256,32768,7168,7168,cktile,27,0,1444.3732,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_2,2331.29,523.43,0.0 gfx950,256,65536,7168,7168,cktile,11,0,2907.6056,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_1,2316.17,502.36,0.0 +gfx950,256,24,6144,7168,ck,8,0,22.1411,a8w8_blockscale_1x128x128_256x16x64x256_16x16_16x16_1x1_16x16x1_16x16x1_1x16x1x16_4_1x1_intrawave_v1,95.48,2010.16,0.0 +gfx950,256,40,6144,7168,ck,7,0,26.7231,a8w8_blockscale_1x128x128_256x16x128x256_16x16_16x16_1x2_16x16x1_16x16x1_1x16x1x16_8_1x2_intrawave_v1,131.84,1677.14,0.0 +gfx950,256,72,6144,7168,ck,7,0,27.6615,a8w8_blockscale_1x128x128_256x16x128x256_16x16_16x16_1x2_16x16x1_16x16x1_1x16x1x16_8_1x2_intrawave_v1,229.26,1642.75,0.0 +gfx950,256,80,6144,7168,ck,7,0,27.3119,a8w8_blockscale_1x128x128_256x16x128x256_16x16_16x16_1x2_16x16x1_16x16x1_1x16x1x16_8_1x2_intrawave_v1,258.0,1669.48,0.0 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+gfx950,256,56,129280,7168,ck,14,0,169.4491,a8w8_blockscale_1x128x128_256x64x256x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v1,612.5,5556.59,0.0 +gfx950,256,64,129280,7168,ck,14,0,171.9203,a8w8_blockscale_1x128x128_256x64x256x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v1,689.94,5489.09,0.0 +gfx950,256,72,129280,7168,cktile,11,0,179.2709,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_1,744.36,5275.88,0.0 +gfx950,256,80,129280,7168,cktile,29,0,179.3757,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_4,826.58,5284.65,0.0 +gfx950,256,88,129280,7168,cktile,28,0,183.1069,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_3,890.71,5188.57,0.0 +gfx950,256,96,129280,7168,cktile,28,0,182.7238,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_3,973.72,5211.08,0.0 +gfx950,256,104,129280,7168,cktile,27,0,184.6054,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_2,1044.11,5169.48,0.0 +gfx950,256,112,129280,7168,cktile,28,0,185.7238,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_3,1117.66,5149.8,0.0 +gfx950,256,120,129280,7168,cktile,27,0,186.7494,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_2,1190.92,5132.9,0.0 +gfx950,256,128,129280,7168,cktile,27,0,187.7022,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_2,1263.86,5118.17,0.0 From 10aada033bb728638638f39b5835612c2dee8583 Mon Sep 17 00:00:00 2001 From: LiuYinfeng01 Date: Sun, 13 Sep 2026 16:48:00 +0000 Subject: [PATCH 2/2] Retune four N=65536 K=1536 rows onto the ck_tile aqrm kernels At M = 4, 128, 256 and 512 the best pick moves off the ck kernels. Timed here against the rows they replace, both kernels back to back in one process on the same tensors with the arms interleaved, medians over 7 repeats of 50 iterations after 20 warmup calls, on MI355X gfx950 cu_num=256: M current proposed speedup 512 78.01us 61.75us 1.26x 128 25.17us 21.11us 1.19x 4 17.15us 16.22us 1.06x 256 42.07us 40.50us 1.04x Tuning also produced a different pick for 15 further shapes already in the file. Re-timing them the same way put every one within 1% of the row already there, so they are left untouched: 13 resolve to the identical ck_tile tile config 192x256x128_4x2x1_16x16x128_intrawave_0x1x0 and differ only in a trailing variant index, meaning the spread between the two tuning runs was noise rather than a kernel difference. No shape regressed. --- .../model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv b/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv index b89dc54c869..1aa82a968bb 100644 --- a/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv +++ b/aiter/configs/model_configs/dsv4_a8w8_blockscale_tuned_gemm.csv @@ -235,14 +235,14 @@ gfx950,256,8192,7168,3072,cktile,11,0,234.0696,a8w8_blockscale_cktile_192x256x12 gfx950,256,16384,7168,3072,cktile,29,0,436.5257,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_4,1652.95,703.81,0.0 gfx950,256,1,65536,1536,ck,6,0,20.3389,a8w8_blockscale_1x128x128_256x16x64x128_8x16_16x16_1x1_16x16x1_8x32x1_1x16x1x16_4_1x1_intrawave_v1,9.9,4955.82,0.0 gfx950,256,2,65536,1536,ck,8,0,20.832,a8w8_blockscale_1x128x128_256x16x64x256_16x16_16x16_1x1_16x16x1_16x16x1_1x16x1x16_4_1x1_intrawave_v1,19.33,4844.88,0.0 -gfx950,256,4,65536,1536,ck,8,0,20.791,a8w8_blockscale_1x128x128_256x16x64x256_16x16_16x16_1x1_16x16x1_16x16x1_1x16x1x16_4_1x1_intrawave_v1,38.73,4867.19,0.0 +gfx950,256,4,65536,1536,ck,6,0,20.2458,a8w8_blockscale_1x128x128_256x16x64x128_8x16_16x16_1x1_16x16x1_8x32x1_1x16x1x16_4_1x1_intrawave_v1,39.78,4998.26,0.0 gfx950,256,8,65536,1536,ck,8,0,20.8104,a8w8_blockscale_1x128x128_256x16x64x256_16x16_16x16_1x1_16x16x1_16x16x1_1x16x1x16_4_1x1_intrawave_v1,77.39,4888.14,0.0 gfx950,256,16,65536,1536,ck,8,0,20.5514,a8w8_blockscale_1x128x128_256x16x64x256_16x16_16x16_1x1_16x16x1_16x16x1_1x16x1x16_4_1x1_intrawave_v1,156.74,5001.36,0.0 gfx950,256,32,65536,1536,ck,12,0,23.809,a8w8_blockscale_1x128x128_256x32x128x256_16x16_32x32_1x1_16x16x1_16x16x1_1x32x1x8_8_1x1_intrawave_v1,270.59,4406.18,0.0 gfx950,256,64,65536,1536,ck,2,0,26.6901,a8w8_blockscale_1x128x128_256x64x128x128_16x16_32x32_1x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,482.76,4089.54,0.0 -gfx950,256,128,65536,1536,ck,0,0,35.0638,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,734.94,3354.94,0.0 -gfx950,256,256,65536,1536,ck,0,0,55.1566,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,934.42,2440.52,0.0 -gfx950,256,512,65536,1536,ck,0,0,98.1037,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,1050.72,1718.17,0.0 +gfx950,256,128,65536,1536,cktile,32,0,25.6641,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_4_aqrm,1004.12,4583.72,0.0 +gfx950,256,256,65536,1536,cktile,31,0,47.7071,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_3_aqrm,1080.33,2821.61,0.0 +gfx950,256,512,65536,1536,cktile,12,0,72.8331,a8w8_blockscale_cktile_192x256x128_4x2x1_16x16x128_intrawave_0x1x0_1_aqrm,1415.28,2314.31,0.0 gfx950,256,1024,65536,1536,ck,0,0,185.943,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,1108.72,1271.65,0.0 gfx950,256,2048,65536,1536,ck,0,0,356.1287,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,1157.77,1045.25,0.0 gfx950,256,4096,65536,1536,ck,0,0,679.2358,a8w8_blockscale_1x128x128_256x128x128x128_16x16_32x32_2x2_8x32x1_8x32x1_1x32x1x8_8_1x1_intrawave_v3,1214.06,947.87,0.0