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[FlyDSL MOE] update a8w4 moe #2726

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53c36a4
update a8w4
Zzz9990 Apr 14, 2026
260da12
update gptoss csv
Zzz9990 Apr 14, 2026
43e78a1
Merge branch 'main' into zan/upgrade_flydsl_a8w4
Zzz9990 Apr 14, 2026
e991e75
update gptoss_fp4 prefill config
Zzz9990 Apr 14, 2026
7f3d055
update files format
Zzz9990 Apr 14, 2026
d7350cd
update fix with rws & update a8w4 kimi tune cfgs
Zzz9990 Apr 14, 2026
9c39110
Merge branch 'main' into zan/upgrade_flydsl_a8w4
Zzz9990 Apr 14, 2026
ed32956
update
Zzz9990 Apr 14, 2026
4b68133
update fix code style
Zzz9990 Apr 14, 2026
c62353c
update code style
Zzz9990 Apr 14, 2026
8b4cd91
fix ci
Zzz9990 Apr 14, 2026
71c57a3
revert fused_moe.py modifies
Zzz9990 Apr 14, 2026
b9d19a3
revert a16w4
Zzz9990 Apr 14, 2026
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15 changes: 15 additions & 0 deletions aiter/configs/model_configs/gptoss_fp4_tuned_fmoe.csv
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Original file line number Diff line number Diff line change
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cu_num,token,model_dim,inter_dim,expert,topk,act_type,dtype,q_dtype_a,q_dtype_w,q_type,use_g1u1,doweight_stage1,block_m,ksplit,us1,kernelName1,err1,us2,kernelName2,err2,us,run_1stage,tflops,bw,_tag
256,512,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,214.3544,flydsl_moe1_afp8_wfp4_bf16_t32x128x256_w2_gui_fp8,0.0%,111.631,flydsl_moe2_afp8_wfp4_bf16_t32x256x256_atomic_bnt2_persist,0.0%,325.9854,0,355.73,11131.16,
256,1024,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,235.2077,flydsl_moe1_afp8_wfp4_bf16_t64x256x256_gui_fp8,0.0%,125.5088,flydsl_moe2_afp8_wfp4_bf16_t64x256x256_atomic_bnt2,0.0%,360.7165,0,642.97,10072.5,
256,2048,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,312.5584,flydsl_moe1_afp8_wfp4_bf16_t64x256x256_w2_bnt0_gui_fp8,0.0%,172.1029,flydsl_moe2_afp8_wfp4_bf16_t64x128x256_atomic_persist,0.0%,484.6613,0,957.07,7516.08,
256,4096,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,442.3352,flydsl_moe1_afp8_wfp4_bf16_t128x256x256_w2_bnt0_gui_fp8,0.0%,256.1523,flydsl_moe2_afp8_wfp4_bf16_t64x128x256_atomic_persist_sbm128,0.0%,698.4875,0,1328.17,5242.22,
256,8192,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,714.6281,flydsl_moe1_afp8_wfp4_bf16_t128x256x256_bnt0_gui_fp8,0.0%,413.5452,flydsl_moe2_afp8_wfp4_bf16_t64x256x256_atomic_persist_sbm128,0.0%,1128.1733,0,1644.63,3279.08,
256,16384,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,128,0,1356.5778,flydsl_moe1_afp8_wfp4_bf16_t128x256x256_w2_bnt0_gui,0.0%,731.3886,flydsl_moe2_afp8_wfp4_bf16_t64x256x256_atomic_sbm128,0.0%,2087.9664,0,1777.26,1807.92,
256,32768,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,64,0,2474.7814,flydsl_moe1_afp8_wfp4_bf16_t64x256x256_w2_bnt0_gui_fp8,0.0%,1348.5732,flydsl_moe2_afp8_wfp4_bf16_t64x256x256_atomic_xcd4_persist,0.0%,3823.3546,0,1941.15,1026.81,
256,512,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,527.0715,cktile_a8w4_bm32,0.0,117.3402,cktile_a8w4_bm32,0.0,644.4117,0,0.0,0.0,flydsl_fallback
256,1024,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,286.4048,cktile_a8w4_bm32,0.0,142.6674,cktile_a8w4_bm32,0.0,429.0722,0,0.0,0.0,flydsl_fallback
256,2048,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,446.6267,cktile_a8w4_bm32,0.0,181.4069,cktile_a8w4_bm32,0.0,628.0336,0,0.0,0.0,flydsl_fallback
256,4096,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,786.0193,cktile_a8w4_bm32,0.0,275.9191,cktile_a8w4_bm32,0.0,1061.9384,0,0.0,0.0,flydsl_fallback
256,8192,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,1478.4233,cktile_a8w4_bm32,0.0,480.9397,cktile_a8w4_bm32,0.0,1959.363,0,0.0,0.0,flydsl_fallback
256,16384,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,2752.7649,cktile_a8w4_bm32,0.0,908.23,cktile_a8w4_bm32,0.0,3660.9949,0,0.0,0.0,flydsl_fallback
256,32768,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0,32,0,5411.816400000001,cktile_a8w4_bm32,0.0,1750.1288,cktile_a8w4_bm32,0.0,7161.9452,0,0.0,0.0,flydsl_fallback
8 changes: 8 additions & 0 deletions aiter/configs/model_configs/gptoss_fp4_untuned_fmoe.csv
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Original file line number Diff line number Diff line change
@@ -0,0 +1,8 @@
token,model_dim,inter_dim,expert,topk,act_type,dtype,q_dtype_a,q_dtype_w,q_type,use_g1u1,doweight_stage1
512,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
1024,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
2048,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
4096,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
8192,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
16384,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
32768,3072,3072,128,4,ActivationType.Swiglu,torch.bfloat16,torch.float8_e4m3fn,torch.float4_e2m1fn_x2,QuantType.per_1x32,1,0
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