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14 changes: 14 additions & 0 deletions aiter/configs/tuned_fmoe.csv
Original file line number Diff line number Diff line change
Expand Up @@ -772,3 +772,17 @@ cu_num,token,model_dim,inter_dim,expert,topk,act_type,dtype,q_dtype_a,q_dtype_w,
80,256,7168,256,257,9,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,536.7655,_ZN5aiter45fmoe_bf16_pertokenFp8_g1u1_vs_silu_1tg_32x256E,0.0%,0.0,Null,0.0%,536.7655,1,47.26,2646.03
80,512,7168,256,257,9,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,560.4425,_ZN5aiter45fmoe_bf16_pertokenFp8_g1u1_vs_silu_1tg_32x256E,0.0%,0.0,Null,0.0%,560.4425,1,90.53,2544.06
80,1024,7168,256,257,9,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,827.4898,_ZN5aiter45fmoe_bf16_pertokenFp8_g1u1_vs_silu_1tg_32x256E,0.0%,0.0,Null,0.0%,827.4898,1,122.62,1736.35
80,16,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,274.4976,_ZN5aiter48fmoe_stage1_bf16_pertokenFp8_g1u1_32x256_2tg_pf3E,0.0%,153.8367,moe_ck2stages_gemm2_256x32x64x128_1x4_MulABScaleExpertWeight_v1_Nswizzle0_Quant2_MulRoutedWeight1_F8_F8_B16,0.1%,428.3343,0,32.9,3393.78
80,32,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,320.7377,_ZN5aiter48fmoe_stage1_bf16_pertokenFp8_g1u1_32x128_3tg_pf3E,0.0%,181.3851,moe_ck2stages_gemm2_256x32x64x256_1x4_MulABScaleExpertWeight_v1_Nswizzle0_Quant2_MulRoutedWeight1_F8_F8_B16,0.0%,502.1228,0,56.13,2895.73
80,64,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,371.2935,_ZN5aiter48fmoe_stage1_bf16_pertokenFp8_g1u1_32x128_3tg_pf3E,0.1%,218.9085,moe_ck2stages_gemm2_256x32x64x256_1x4_MulABScaleExpertWeight_v1_Nswizzle0_Quant2_MulRoutedWeight1_F8_F8_B16,0.0%,590.202,0,95.51,2464.75
80,128,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,698.4113,_ZN5aiter45fmoe_bf16_pertokenFp8_g1u1_vs_silu_1tg_32x512E,5.1%,0.0,Null,0.0%,698.4113,1,161.43,2084.84
80,256,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,32,0,1021.7352,_ZN5aiter45fmoe_bf16_pertokenFp8_g1u1_vs_silu_1tg_32x512E,5.4%,0.0,Null,0.0%,1021.7352,1,220.69,1427.8
80,512,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,64,0,865.1256,_ZN5aiter44fmoe_stage1_bf16_pertokenFp8_g1u1_64x256_pf3E,0.0%,755.7812,moe_ck2stages_gemm2_256x64x128x256_1x4_MulABScaleExpertWeight_v3_Nswizzle0_Quant2_MulRoutedWeight1_F8_F8_B16,0.0%,1620.9068,0,278.22,903.41
80,1024,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_Token,1,0,64,0,1623.3044,_ZN5aiter44fmoe_stage1_bf16_pertokenFp8_g1u1_64x256_pf3E,0.0%,1428.8629,moe_ck2stages_gemm2_256x64x128x128_1x4_MulABScaleExpertWeight_v3_Nswizzle0_Quant2_MulRoutedWeight1_F8_F8_B16,0.1%,3052.1673,0,295.51,483.38
80,16,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,16,0,274.0603,_ZN5aiter59fmoe_stage1_bf16_pertokenFp8_blockscale_g1u1_16x256_2tg_pf3E,4.9%,150.3324,moe_ck2stages_gemm2_256x16x128x256_1x4_MulABScaleExpertWeightA8W8blkscale_v1_Nswizzle0_Quant4_MulRoutedWeight1_F8_F8_B16,0.3%,424.3927,0,33.21,3425.3
80,32,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,16,0,359.0112,moe_ck2stages_gemm1_256x16x128x256_1x4_MulABScaleExpertWeightA8W8blkscale_v1_Nswizzle0_Quant4_MulRoutedWeight0_silu_F8_F8_B16,0.0%,190.8827,moe_ck2stages_gemm2_256x16x128x256_1x4_MulABScaleExpertWeightA8W8blkscale_v1_Nswizzle0_Quant4_MulRoutedWeight1_F8_F8_B16,0.2%,549.8939,0,51.26,2644.17

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no 2 stage solution should be here

80,64,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,32,0,631.2833,_ZN5aiter47fmoe_bf16_blockscaleFp8_g1u1_vs_silu_1tg_32x256E,0.9%,0.0,Null,0.0%,631.2833,1,89.3,2304.36
80,128,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,32,0,772.5524,_ZN5aiter47fmoe_bf16_blockscaleFp8_g1u1_vs_silu_1tg_32x256E,0.9%,0.0,Null,0.0%,772.5524,1,145.94,1884.76
80,256,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,32,0,1166.708,_ZN5aiter47fmoe_bf16_blockscaleFp8_g1u1_vs_silu_1tg_32x256E,0.9%,0.0,Null,0.0%,1166.708,1,193.27,1250.38
80,512,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,32,0,2209.3824,_ZN5aiter47fmoe_bf16_blockscaleFp8_g1u1_vs_silu_1tg_32x256E,0.8%,0.0,Null,0.0%,2209.3824,1,204.12,662.78
80,1024,7168,2048,33,10,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fnuz,torch.float8_e4m3fnuz,QuantType.per_1x128,1,0,32,0,4205.8762,_ZN5aiter50fmoe_bf16_blockscaleFp8_g1u1_vs_silu_1tg_ps_32x256E,0.9%,0.0,Null,0.0%,4205.8762,1,214.45,350.78
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