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[Config] [Tuning] Add tuned grouped MoE config for Qwen3.5 FP4 on gfx1250 #6090

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Merged
zufayu merged 2 commits into from
Oct 9, 2026
Merged

[Config] [Tuning] Add tuned grouped MoE config for Qwen3.5 FP4 on gfx1250 #6090

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6ecbd73
[Tuning] Add tuned grouped MoE config for Qwen3.5 FP4 on gfx1250 (TP1)
mqhc2020 Oct 2, 2026
d2e628d
add TP2 and TP4 MoE tuning configs
mqhc2020 Oct 5, 2026
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37 changes: 37 additions & 0 deletions aiter/configs/model_configs/qwen3_5_397b_tuned_grouped_fmoe.csv
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gfx,cu_num,token,model_dim,inter_dim,expert,topk,act_type,dtype,q_dtype_a,q_dtype_w,q_type,use_g1u1,doweight_stage1,max_m,tile_m,tile_n,tile_k,tile_m2,tile_n2,tile_k2,m_warp,n_warp,m_warp2,n_warp2,num_buffers,num_buffer_stage2,split_k1,split_k2,grouped_persistent_m,persistent_workers,wave_specialized_tdm,tdm_as_in_prologue,cluster_n,waves_per_tensor_tdm,next_stage_prefetch,tdm_b_th,kernelName1,kernelName2,us,tflops,bw,ep_fused,cluster_n2
gfx1250,192,1,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,256,16,512,128,1,4,,,2,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,52.2340,0,0,,
gfx1250,192,2,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,256,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,65.8585,0,0,,
gfx1250,192,4,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,256,,,,1,4,,,2,,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,87.7779,0,0,,
gfx1250,192,8,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,256,16,256,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,1,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,129.6265,0,0,,
gfx1250,192,16,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,512,128,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,190.5090,0,0,,
gfx1250,192,32,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,291.2079,0,0,,
gfx1250,192,64,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,406.0419,0,0,,
gfx1250,192,128,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,523.3999,0,0,,
gfx1250,192,256,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,579.5327,0,0,,
gfx1250,192,1024,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,64,512,128,64,256,256,1,4,,,3,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,770.3901,0,0,,
gfx1250,192,4096,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,128,256,128,128,512,128,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,1415.6848,0,0,,
gfx1250,192,8192,4096,1024,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,192,64,512,128,64,256,256,1,4,,,3,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,2547.5100,0,0,,
gfx1250,192,1,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,512,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,39.6763,0,0,,
gfx1250,192,2,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,128,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,48.0481,0,0,,
gfx1250,192,4,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,,,,1,4,,,2,,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,61.0629,0,0,,
gfx1250,192,8,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,256,16,256,512,1,4,,,3,3,1,1,0,,1,0,-1,-1,1,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,82.6333,0,0,,
gfx1250,192,16,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,256,512,1,4,,,2,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,112.8492,0,0,,
gfx1250,192,32,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,256,512,1,4,,,2,2,1,1,0,,1,0,-1,-1,1,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,161.3188,0,0,,
gfx1250,192,64,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,,,,1,4,,,2,,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,224.3054,0,0,,
gfx1250,192,128,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,256,512,1,4,,,2,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,269.5077,0,0,,
gfx1250,192,256,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,256,512,1,4,,,2,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,302.7852,0,0,,
gfx1250,192,1024,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,64,256,128,64,256,512,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,421.3270,0,0,,
gfx1250,192,4096,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,128,256,128,128,256,512,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,839.0984,0,0,,
gfx1250,192,8192,4096,512,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,192,64,512,128,64,256,512,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,1445.2646,0,0,,
gfx1250,192,1,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,128,1,4,,,3,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,36.5282,0,0,,
gfx1250,192,2,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,3,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,38.1608,0,0,,
gfx1250,192,4,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,45.4614,0,0,,
gfx1250,192,8,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,512,16,512,128,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,53.5012,0,0,,
gfx1250,192,16,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,,,,1,4,,,3,,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,72.3427,0,0,,
gfx1250,192,32,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,512,256,1,4,,,2,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,98.2896,0,0,,
gfx1250,192,64,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,512,128,16,512,256,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,125.2781,0,0,,
gfx1250,192,128,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,256,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,1,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,155.9649,0,0,,
gfx1250,192,256,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,16,16,256,128,16,256,256,1,4,,,2,2,1,1,0,,1,0,-1,-1,1,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,180.6514,0,0,,
gfx1250,192,1024,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,64,256,128,64,256,128,1,4,,,3,3,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,271.0223,0,0,,
gfx1250,192,4096,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,128,256,128,128,256,256,1,4,,,3,2,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,600.9928,0,0,,
gfx1250,192,8192,4096,256,512,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,192,64,256,128,,,,1,4,,,3,,1,1,0,,1,0,-1,-1,0,,grouped_gemm1_a8w4_gugu,grouped_gemm2_a8w4,1008.6116,0,0,,