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Tuned CK MoE kernels for Kimi-K2.5-MXFP4 TP2, TP4, and TP8 #2386

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Tuned CK MoE kernels for Kimi-K2.5-MXFP4 TP2, TP4, and TP8 #2386

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40 changes: 40 additions & 0 deletions aiter/configs/tuned_fmoe.csv
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Expand Up @@ -1734,3 +1734,43 @@ cu_num,token,model_dim,inter_dim,expert,topk,act_type,dtype,q_dtype_a,q_dtype_w,
256,32768,7168,256,256,8,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float8_e4m3fn,QuantType.per_Tensor,1,0,64,0,171.438,moe_ck2stages_gemm1_256x64x64x256_1x4_TypeCast_v1_Nswizzle0_Quant1_MulRoutedWeight0_silu_F8_F8_B16,0.0%,205.2641,moe_ck2stages_gemm2_256x64x128x256_1x4_TypeCast_v1_Nswizzle0_Quant1_MulRoutedWeight1_F8_F8_B16,1.3%,376.7021,0,239.43,3799.57
80,32768,7168,512,256,8,ActivationType.Silu,torch.bfloat16,torch.bfloat16,torch.bfloat16,QuantType.No,1,1,32,0,1538.2556,moe_ck2stages_gemm1_256x32x64x128_1x4_TypeCastExpertWeight_v1_Nswizzle0_Quant0_MulRoutedWeight1_silu_B16_B16_B16,0.0%,1005.4051,moe_ck2stages_gemm2_256x32x64x64_1x4_TypeCast_v1_Nswizzle0_Quant0_MulRoutedWeight0_B16_B16_B16,0.0%,2543.6607,0,70.92,2227.7
80,32768,4096,384,128,8,ActivationType.Silu,torch.bfloat16,torch.bfloat16,torch.bfloat16,QuantType.No,1,0,32,0,523.4769,moe_ck2stages_gemm1_256x32x64x128_1x4_TypeCast_v1_Nswizzle0_Quant0_MulRoutedWeight0_silu_B16_B16_B16,0.0%,371.6201,moe_ck2stages_gemm2_256x32x64x64_1x4_TypeCastExpertWeight_v1_Nswizzle0_Quant0_MulRoutedWeight1_B16_B16_B16,0.4%,895.097,0,86.37,1368.27
256,2,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,27.2131,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,15.8033,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.7%,43.0164,0,16.38,196570.61
256,4,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,43.2184,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,28.2879,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.7%,71.5063,0,19.71,118252.56
256,8,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,77.0919,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,44.1706,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,121.2625,0,23.24,69732.1
256,16,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,147.5236,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,73.2507,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,220.7743,0,25.53,38301.84
256,32,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,239.0354,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,121.0346,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.6%,360.07,0,31.31,23485.45
256,128,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,467.93,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,238.9544,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,706.8844,0,63.8,11965.85
256,256,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,496.7535,moe_ck2stages_gemm1_256x64x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,267.2179,moe_ck2stages_gemm2_256x64x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,763.9714,0,118.06,11075.31
256,512,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,508.9353,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,276.5891,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,785.5244,0,229.64,10778.44
256,1024,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,507.9604,moe_ck2stages_gemm1_256x64x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,310.7087,moe_ck2stages_gemm2_256x64x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.7%,818.6691,0,440.69,10355.51
256,2048,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,555.4675,moe_ck2stages_gemm1_256x64x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,424.8497,moe_ck2stages_gemm2_256x64x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,980.3172,0,736.04,8670.42
256,4096,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,584.6494,moe_ck2stages_gemm1_256x128x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,791.348,moe_ck2stages_gemm2_256x128x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,1375.9974,0,1048.77,6209.17
256,8192,7168,1024,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,825.9391,moe_ck2stages_gemm1_256x128x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,1550.9148,moe_ck2stages_gemm2_256x128x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,4.8%,2376.8539,0,1214.3,3631.64
256,1,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,22.4957,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,7.898,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.4%,30.3937,0,5.8,139103.83
256,2,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,24.5216,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,11.5998,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.4%,36.1214,0,9.75,117047.0
256,4,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,28.3477,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,17.6079,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.6%,45.9556,0,15.33,92000.64
256,8,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,45.4164,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,28.956,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,74.3724,0,18.95,56849.46
256,16,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,75.2635,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,42.8403,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,118.1038,0,23.87,35800.73
256,32,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,136.3639,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,69.698,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.8%,206.0619,0,27.36,20520.76
256,64,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,195.3858,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,97.8682,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.8%,293.254,0,38.45,14421.75
256,128,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,238.9005,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,125.7964,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.8%,364.6969,0,61.83,11600.35
256,256,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,255.4663,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,141.2857,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.8%,396.752,0,113.67,10670.05
256,512,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,258.001,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,150.9128,moe_ck2stages_gemm2_256x32x128x128_1x4_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,408.9138,0,220.57,10366.17
256,1024,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,270.9455,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,185.8834,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,456.8289,0,394.87,9303.0
256,2048,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,341.0391,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,270.9565,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.8%,611.9956,0,589.51,6980.28
256,4096,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,455.5531,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,493.562,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,949.1151,0,760.24,4547.33
256,8192,7168,512,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,541.8581,moe_ck2stages_gemm1_256x64x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,955.5054,moe_ck2stages_gemm2_64x64x128x128_1x1_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,2.7%,1497.3635,0,963.77,2941.18
256,1,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,22.7211,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,7.3061,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.6%,30.0272,0,2.93,70401.19
256,2,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,23.4997,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,9.1378,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.4%,32.6375,0,5.4,64771.27
256,4,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,24.6659,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,11.8424,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,36.5083,0,9.65,57905.06
256,8,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,28.719,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,17.7827,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,46.5017,0,15.15,45462.88
256,16,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,41.5736,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,27.7747,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,69.3483,0,20.32,30487.74
256,32,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,68.8806,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,41.8949,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,110.7755,0,25.44,19089.22
256,64,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,103.8806,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,58.3428,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,162.2234,0,34.75,13039.46
256,128,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,124.1563,moe_ck2stages_gemm1_256x32x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,71.7182,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,195.8745,0,57.56,10806.32
256,256,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,131.2751,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,77.5501,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,208.8252,0,107.98,10149.32
256,512,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,134.9114,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,88.554,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,223.4654,0,201.81,9509.03
256,1024,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,142.6971,moe_ck2stages_gemm1_64x32x32x128_1x1_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,116.5104,moe_ck2stages_gemm2_64x32x32x128_1x1_MulABScaleExpertWeightShuffled_v1_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,259.2075,0,347.96,8240.31
256,2048,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,157.7087,moe_ck2stages_gemm1_256x64x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,210.8067,moe_ck2stages_gemm2_64x64x128x128_1x1_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,368.5154,0,489.5,5855.85
256,4096,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,156.0564,moe_ck2stages_gemm1_256x128x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,399.8892,moe_ck2stages_gemm2_64x128x128x128_1x1_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.3%,555.9456,0,648.94,3960.84
256,8192,7168,256,384,8,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,285.1297,moe_ck2stages_gemm1_256x128x128x128_1x4_MulABScaleShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight0_silu_FP4X2_FP4X2_B16,0.0%,758.3254,moe_ck2stages_gemm2_64x128x128x128_1x1_MulABScaleExpertWeightShuffled_v3_Nswizzle0_Quant3_MulRoutedWeight1_FP4X2_FP4X2_B16,1.2%,1043.4551,0,691.51,2194.72
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