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52 changes: 52 additions & 0 deletions aiter/configs/model_configs/dsv41_tuned_grouped_fmoe.csv
Original file line number Diff line number Diff line change
Expand Up @@ -70,3 +70,55 @@ gfx1250,256,4096,5120,2304,48,-1,ActivationType.Silu,torch.bfloat16,torch.float8
gfx1250,256,8192,5120,2304,48,-1,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,256,256,128,256,256,1,4,1,4,2,2,1,1,0,-1,-1,-1,-1,-1,-1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,156.2070,0,0
gfx1250,256,16384,5120,2304,48,-1,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,256,256,2,4,1,4,3,2,1,1,0,-1,-1,-1,-1,-1,-1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,238.3880,0,0
gfx1250,256,32768,5120,2304,48,-1,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,256,256,1,4,1,4,3,2,1,1,0,-1,-1,-1,-1,-1,-1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,398.8590,0,0
gfx1250,256,1,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,512,16,128,128,1,1,1,2,2,2,2,3,0,-1,-1,,,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,8.8037,0,0
gfx1250,256,8,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,512,512,16,256,256,1,4,1,2,2,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,61.5840,0,0
gfx1250,256,16,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,128,16,128,128,1,2,1,2,4,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,108.0769,0,0
gfx1250,256,64,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,256,512,1,2,1,2,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,289.1468,0,0
gfx1250,256,128,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,256,512,16,128,512,1,2,1,2,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,399.1987,0,0
gfx1250,256,256,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,512,512,1,2,1,4,3,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,449.1041,0,0
gfx1250,256,512,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,256,256,16,256,512,1,4,1,2,3,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,458.3507,0,0
gfx1250,256,1024,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,32,384,128,32,256,256,1,2,1,4,4,4,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,471.8984,0,0
gfx1250,256,2048,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,64,512,256,64,512,128,1,4,1,4,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,503.7990,0,0
gfx1250,256,4096,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,512,128,1,4,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,602.8378,0,0
gfx1250,256,8192,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,256,256,1,4,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,1,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,771.7022,0,0
gfx1250,256,16384,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,256,256,256,256,256,256,2,2,2,2,4,4,,,0,1,4,1,4,1,1,1,0,1,0,0,0,1,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,1190.0373,0,0
gfx1250,256,32768,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,256,256,256,256,256,256,2,2,2,2,4,4,,,0,1,4,1,4,1,1,1,0,1,0,0,0,1,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,1967.6713,0,0
gfx1250,256,1,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,512,16,128,256,1,1,1,2,2,2,2,3,0,-1,-1,,,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,8.6879,0,0
gfx1250,256,8,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,512,256,16,128,256,1,4,1,2,3,3,,,0,-1,-1,,,-1,,1,1,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,55.7633,0,0
gfx1250,256,16,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,128,16,256,256,1,2,1,2,3,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,109.9071,0,0
gfx1250,256,32,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,1024,16,64,256,1,1,1,1,2,3,,,0,-1,-1,,,1,1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,189.5117,0,0
gfx1250,256,64,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,256,128,1,2,1,2,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,291.7681,0,0
gfx1250,256,128,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,512,512,16,128,256,1,4,1,2,2,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,393.1344,0,0
gfx1250,256,256,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,512,512,1,2,1,8,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,457.1645,0,0
gfx1250,256,512,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,256,256,16,256,512,1,2,1,2,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,468.4928,0,0
gfx1250,256,1024,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,32,512,256,32,512,128,1,4,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,491.8166,0,0
gfx1250,256,2048,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,64,512,128,64,512,128,1,4,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,538.5656,0,0
gfx1250,256,4096,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,256,256,128,256,128,2,2,2,2,2,4,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,684.2151,0,0
gfx1250,256,8192,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,512,256,1,4,1,4,3,3,,,0,-1,-1,,,-1,,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,1089.3,0,0
gfx1250,256,16384,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,512,256,128,512,256,2,4,1,4,3,3,,,0,1,4,,,2,,1,0,1,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,1857.7,0,0
gfx1250,256,32768,5120,2304,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,256,256,128,256,256,128,2,2,2,2,4,3,,,0,2,2,2,2,2,2,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,2704.0969,0,0
gfx1250,256,1,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,256,16,128,128,1,1,1,2,2,2,4,,0,-1,-1,,,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,7.1019,0,0
gfx1250,256,8,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,512,16,64,128,1,2,1,1,4,3,,,0,-1,-1,,,-1,1,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,11.7210,0,0
gfx1250,256,16,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,64,128,1,2,1,1,3,2,,,0,-1,-1,,,-1,1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,27.7585,0,0
gfx1250,256,32,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,512,16,64,128,1,1,1,1,3,2,,,0,-1,-1,,,1,1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,48.7471,0,0
gfx1250,256,64,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,256,16,128,128,1,2,1,2,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,79.7599,0,0
gfx1250,256,128,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,512,16,128,128,1,2,1,2,4,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,105.8920,0,0
gfx1250,256,256,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,512,16,512,128,1,2,1,8,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,121.7150,0,0
gfx1250,256,512,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,512,16,512,128,1,2,1,8,4,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,125.2232,0,0
gfx1250,256,1024,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,32,128,256,32,128,128,1,2,1,2,2,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,134.7501,0,0
gfx1250,256,8192,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,128,256,128,128,128,1,2,1,2,2,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,288.1954,0,0
gfx1250,256,16384,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,384,256,128,256,128,2,2,2,2,4,4,,,0,-1,-1,-1,-1,-1,-1,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,428.5814,0,0
gfx1250,256,32768,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float4_e2m1fn_x2,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,384,256,128,256,128,2,2,2,2,4,4,,,0,-1,-1,-1,-1,-1,-1,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,729.0402,0,0
gfx1250,256,1,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,256,16,128,128,1,1,1,2,2,2,4,,0,-1,-1,,,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,7.0833,0,0
gfx1250,256,8,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,512,16,512,128,1,1,1,4,3,4,,,0,-1,-1,,4,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,11.5417,0,0
gfx1250,256,16,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,64,128,1,2,1,1,3,3,,,0,-1,-1,,,-1,1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,28.6250,0,0
gfx1250,256,32,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,64,1024,16,64,128,1,1,1,1,2,2,,,0,-1,-1,,,1,1,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,51.4501,0,0
gfx1250,256,64,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,128,128,1,2,1,2,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,78.3361,0,0
gfx1250,256,128,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,256,16,128,128,1,2,1,2,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,104.9947,0,0
gfx1250,256,256,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,384,128,16,256,128,1,2,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,124.6401,0,0
gfx1250,256,512,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,16,128,256,16,512,128,1,2,1,8,2,2,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,124.1254,0,0
gfx1250,256,1024,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,32,128,256,32,256,128,1,2,1,4,3,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,141.8739,0,0
gfx1250,256,4096,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,64,384,256,64,256,128,1,2,1,4,2,3,,,0,-1,-1,,,-1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,215.4001,0,0
gfx1250,256,8192,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,128,256,128,256,128,1,2,2,2,2,3,,,0,-1,-1,,,1,,0,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,337.4960,0,0
gfx1250,256,16384,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,256,384,128,256,256,128,2,2,2,2,3,3,,,0,-1,-1,1,4,-1,1,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,563.3912,0,0
gfx1250,256,32768,5120,576,384,6,ActivationType.Silu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,,QuantType.per_1x32,1,0,128,384,128,128,256,128,1,2,2,2,3,4,,,0,-1,-1,-1,-1,-1,-1,1,0,0,0,0,0,0,grouped_gemm1_fp4_gugu,grouped_gemm2_fp4,920.4351,0,0
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