andcarminati
commented
1 month ago QoR results.
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| Core_Compute_Cycle_Count | Mul2d_bf16_0 | Mul2d_bf16_1 | Cast_aie2_bfloat16 | Cast_aie2_bfloat16_1 | Floor_aie2_0 | Range_int8_aie2_1 | Range_bfloat16_aie2_0 | Neg_aie2_0 | Range_int8_aie2_0 | BatchNorm2D_0 | BatchNorm1d_aie2_int8 | MulAttributeBroadcasting_aie2_int8_0 | Range_bfloat16_aie2_1 | Conv2D_FC_1 | AddAttributeBroadcasting_aie2_bf16 | SubAttributeBroadcasting_aie2_bf16_0 | Conv2D_ReLU_int8_1 | MulAttributeBroadcasting_aie2_bf16_0 | Conv2D_7x7s2_Layer1_1 | Conv2D_ReLU_Standalone_1 | Conv2D_11x11s4_Layer1_1 | Abs_bf16_0 | Abs_int8_0 | Add2D_0 | Add2D_1 | Add2D_Standalone_0 | Add2D_Standalone_1 | AddBf16_aie2_0 | AddBroadcastingBf16_aie2_0 | ArgMax1d_int8_0 | AvgPool2D_0 | AvgPool2D_1 | AvgPool2D_aie2_int8_0 | AvgPool2D_aie2_int8_1 | BatchNorm1d_aie2_bfloat16 | BatchNorm2D_1 | BilinearInterpolation_0 | BilinearInterpolation_1 | BitShift_AIE2_int8 | BitwiseAnd_int8_0 | BitwiseNot_aie2_0 | BitwiseOr_int8_0 | BitwiseXor_aie2_int8 | Ceil_AIE2_bfloat16 | Ceil_AIE2_int8 | ChannelsFirstFlatten_bf16_0 | ChannelsFirstFlatten_int8_0 | Clip_aie2_bf16 | CompareOpsBroadcasting_K_EQ_GE_GT_LE_LT_CMP_GE_int8_aie2 | CompareOps_K_EQ_GE_GT_LE_LT_CMP_EQ_int8_aie2 | CompareOps_K_EQ_GE_GT_LE_LT_CMP_GE_int8_aie2 | CompareOps_K_EQ_GE_GT_LE_LT_CMP_GE_int8_aie2_ptr_interface | Conv1D_DW_AIE2_bf16_0 | Conv1D_DW_AIE2_bf16_1 | Conv1D_DW_AIE2_int8_0 | Conv1D_DW_AIE2_int8_1 | Conv2D_1 | Conv2D_11x11s4_0 | Conv2D_11x11s4_1 | Conv2D_DW_0 | Conv2D_DW_1 | Conv2D_DW_bf16_0 | Conv2D_DW_bf16_1 | Conv2D_ReLU_int8_0 | Conv2D_Transpose_AIE2_0 | Conv2D_Transpose_AIE2_1 | EleMax_aie2_bfloat16 | EleMax_aie2_int8 | EleMin_aie2_bfloat16 | EleMin_aie2_int8 | Elu_aie2_bf16_0 | Elu_aie2_int8_0 | Erf_aie2_bf16_0 | Erf_aie2_int8_0 | Erf_aie2_int8_0_ptr_interface | Exp_bf16_0 | Exp_bf16_1 | Expand_aie2_bfloat16 | Expand_aie2_int8 | Floor_aie2_1 | FullyConnect_aie2_bf16 | FullyConnect_aie2_int8 | GELU_0 | GELU_1 | GEMM_bf16_0 | GEMM_bf16_1 | GEMV_0 | GEMV_1 | GeluTemplated_aie2_bf16 | GeluTemplated_aie2_int8 | HardSigmoidTemplated_bf16_0 | HardSigmoidTemplated_int8_0 | HardSigmoid_bf16_0 | HardSigmoid_bf16_1 | HardSigmoid_int8_0 | HardSigmoid_int8_1 | HardswishAsHardsigmoid_aie2_0 | HardswishAsHardsigmoid_aie2_1 | Hardswish_aie2_0 | Hardswish_aie2_1 | InstanceNormPart1_aie2_bf16_0 | InstanceNormPart1_aie2_int8_0 | InstanceNormPart2_aie2_int8_0 | InterpolateLinear1D_AIE2_int8 | LayerNormC8Part1_aie2_bf16_0 | LayerNormC8Part1_aie2_int8_0 | LayerNormC8Part2_aie2_int8_0 | LayerNorm_0 | LayerNorm_1 | Log_bf16_0 | Log_int8_0 | LogicalNot_aie2_0 | LogicalXor_aie2_int8 | MaxPool2D_0 | MaxPool2D_1 | Mish_aie2_int8 | MulBf16_aie2_0 | MulBroadcastingBf16_aie2_0 | Neg_aie2_1 | Pad2D_0 | Pad2D_1 | PixelShuffle_aie2_bf16 | PixelShuffle_aie2_int8 | PixelUnshuffle_bf16_0 | PixelUnshuffle_int8_0 | PowAttributeBroadcasting_aie2_bf16_0 | PowAttributeBroadcasting_aie2_int8_0 | Pow_bf16_0 | Pow_int8_0 | Reciprocal_aie2_0 | Reciprocal_aie2_1 | ReduceMax_bf16_0 | ReduceMax_bf16_1 | ReduceMax_int8_0 | ReduceMax_int8_1 | ReduceMeanAxis_1_aie2_int8 | ReduceMeanAxis_2_aie2_int8 | ReduceMeanAxis_3_aie2_int8 | ReduceMeanAxis_4_aie2_int8 | ReduceMeanAxis_5_aie2_int8 | ReduceMeanAxis_6_aie2_int8 | ReduceMeanAxis_7_aie2_int8 | ReduceMeanNoc8_AIE2_bfloat16 | ReduceMeanNoc8_AIE2_int8 | ReduceMin1D_aie2_bf16 | ReduceMin1D_aie2_int8 | ReduceMin_bf16_0 | ReduceMin_bf16_1 | ReduceMin_int8_0 | ReduceMin_int8_1 | ReduceSumAxis_1_aie2_int8 | ReduceSumAxis_2_aie2_int8 | ReduceSumAxis_3_aie2_int8 | ReduceSumAxis_4_aie2_int8 | ReduceSumAxis_5_aie2_int8 | ReduceSumAxis_6_aie2_int8 | ReduceSumAxis_7_aie2_int8 | ReduceSum_bf16_0 | ReduceSum_bf16_1 | ReduceSum_int8_0 | ReduceSum_int8_1 | Rescale_aie2_int8_0 | Round_aie2_0 | Rsqrt_aie2_bf16_0 | Rsqrt_aie2_int8_0 | Scale_Add_0 | Scale_Add_1 | Scale_Add_bf16_0 | Scale_Add_bf16_1 | Select_aie2_bf16 | Select_aie2_int8 | Shrink_aie2_0 | Shrink_aie2_1 | SiLU_aie2_bf16 | SiLU_aie2_int8 | SiLU_aie2_int8_1 | SigmoidTemplated_bf16_0 | SigmoidTemplated_int8_0 | SigmoidTemplated_int8_1 | Sigmoid_bf16_0 | Sigmoid_bf16_1 | Sigmoid_int8_0 | Sigmoid_int8_1 | Sign_bf16_0 | Sign_bf16_1 | Sign_int8_0 | Sign_int8_1 | Sin_aie2_bf16 | Sin_aie2_int8 | Slice_bfloat16_0 | Slice_int8_0 | Softmax_1 | Softmax_bf16_1 | Sqrt_bf16_0 | Sqrt_bf16_1 | Sqrt_int8_0 | Sqrt_int8_1 | Squeeze_bfloat16_0 | Squeeze_int8_0 | SubBroadcasting_aie2_bf16_0 | Sub_aie2_bf16_0 | TanhTemplated_aie2_bfloat16 | TanhTemplated_aie2_int8 | Tanh_0 | Tanh_1 | Tanh_int8_0 | Tanh_int8_1 | Tile_aie2_bf16_0 | Tile_aie2_int8_1 | Topk1D_bf16_0 | Topk1D_bf16_1 | Topk1D_int8_0 | Topk1D_int8_1 | Topk2D_bf16_0 | Topk2D_bf16_1 | Topk2D_int8_0 | Topk2D_int8_1 | Transpose_aie2_bf16_021 | Transpose_aie2_bf16_021_pad | Transpose_aie2_bf16_102 | Transpose_aie2_bf16_102_pad | Transpose_aie2_bf16_120 | Transpose_aie2_bf16_120_pad | Transpose_aie2_bf16_201 | Transpose_aie2_bf16_201_pad | Transpose_aie2_bf16_210 | Transpose_aie2_bf16_210_pad | Transpose_aie2_int8_021 | Transpose_aie2_int8_021_pad | Transpose_aie2_int8_102 | Transpose_aie2_int8_102_pad | Transpose_aie2_int8_120 | Transpose_aie2_int8_120_pad | Transpose_aie2_int8_201 | Transpose_aie2_int8_201_pad | Transpose_aie2_int8_210 | Transpose_aie2_int8_210_pad | Conv2D_ReLU_1 | Softmax_bf16_0 | DilatedConv2D_1 | Conv2D_mixed_batch_1 | Conv2D_0 | Conv2D_7x7s2_Layer1_0 | Conv2D_mixed_batch_0 | Conv2D_LReLU_1 | Conv2D_11x11s4_Layer1_0 | Group_Conv2D_0 | Group_Conv2D_1 | Requantize_0 | Conv2D_FC_0 | Conv2D_LReLU_0 | GEMM_int8_1 | GroupG8_aie2_bf16_1 | GroupG4_aie2_bf16_1 | Requantize_1 | Conv2D_ReLU_0 | Conv2D_ReLU_Standalone_0 | DegroupG8_aie2_bf16_1 | GroupG8_aie2_bf16_0 | DegroupG4_aie2_bf16_1 | GroupG8_aie2_int8_1 | Conv2D_SV60 | GroupG4_aie2_int8_1 | DegroupG8_aie2_bf16_0 | DegroupG8_aie2_int8_1 | DegroupG4_aie2_bf16_0 | Pad3D_AIE2_int8 | DegroupG4_aie2_int8_1 | GroupG8_aie2_int8_0 | GroupG4_aie2_bf16_0 | DegroupG8_aie2_int8_0 | DegroupG4_aie2_int8_0 | GroupG4_aie2_int8_0 | Pad3D_AIE2_bfloat16 | AvgPool2D_aie2_bfloat16_1 | AvgPool2D_aie2_bfloat16_0 | GEMM_int8_0 | Mul2D_0 | Mul2D_1 | int8 | ReduceMeanAxis_2_aie2_bf16 | ReduceMeanAxis_4_aie2_bf16 | ReduceMeanAxis_1_aie2_bf16 | ReduceSumAxis_1_aie2_bf16 | ReduceSumAxis_4_aie2_bf16 | ReduceSumAxis_2_aie2_bf16 | DivBroadcasting_aie2_1 | DivAttributeBroadcasting_aie2_bf16_0 | ElemDiv_aie2_1 | InterpolateLinear1D_AIE2_bfloat16 | Mish_aie2_bfloat16 | ReduceMeanAxis_3_aie2_bf16 | ReduceMeanAxis_6_aie2_bf16 | ReduceMeanAxis_5_aie2_bf16 | ReduceSumAxis_5_aie2_bf16 | ReduceSumAxis_3_aie2_bf16 | ReduceSumAxis_6_aie2_bf16 | DivBroadcasting_aie2_0 | ReduceMeanAxis_7_aie2_bf16 | ReduceSumAxis_7_aie2_bf16 | Conv2D_bf16_1 | ElemDiv_aie2_0 | DivAttributeBroadcasting_aie2_int8_0 | Cast_aie2_int8 | Cast_aie2_int8_1 | Add2D_bf16_0 | InstanceNormPart2_aie2_bf16_0 | ArgMin1d_bf16_0 | Conv2D_bf16_0 | Clip_aie2_int8 | Add2D_bf16_1 | ArgMin1d_int8_0 | LayerNormC8Part2_aie2_bf16_0 | CompareOps_K_EQ_GE_GT_LE_LT_CMP_EQ_bfloat16_aie2 | CompareOpsBroadcasting_K_EQ_GE_GT_LE_LT_CMP_GE_bfloat16_aie2 | CompareOps_K_EQ_GE_GT_LE_LT_CMP_GE_bfloat16_aie2 | AddAttributeBroadcasting_aie2_int8 | SubAttributeBroadcasting_aie2_int8_0 | ArgMax1d_bf16_0 | AddBroadcasting_aie2_0 | Add_aie2_0 | SubBroadcasting_aie2_int8_0 | SubBroadcasting_aie2_int8_0_ptr_interface | Round_aie2_1 | Sub_aie2_int8_0 | Sub_aie2_int8_0_ptr_interface | MulBroadcasting_aie2_0 | Mul_aie2_0 | bfloat16 | Averege diff | Diff stdev | Quantile #1 | Quantile #2 | Quantile #3 | Quantile #4 | Quantile #5 | Quantile #6 | Quantile #7 | Quantile #8 | Quantile #9 |
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| aie-public | 472 | 312 | 923 | 923 | 301 | 1791 | 3962 | 408 | 1203 | 384 | 459 | 632 | 2658 | 1149 | 761 | 761 | 928 | 1554 | 1617 | 2537 | 2983 | 376 | 510 | 217 | 434 | 322 | 482 | 673 | 728 | 409 | 1068 | 780 | 1068 | 780 | 716 | 735 | 667 | 361 | 2008 | 467 | 215 | 467 | 720 | 1413 | 446 | 13603 | 14379 | 204 | 971 | 976 | 971 | 971 | 3357 | 3901 | 1540 | 1774 | 2506 | 5428 | 5427 | 2949 | 861 | 1204 | 3921 | 10193 | 39065 | 10453 | 333 | 210 | 333 | 210 | 1375 | 577 | 2894 | 2554 | 2533 | 7328 | 1467 | 1960 | 1907 | 881 | 1090 | 829 | 2594 | 3426 | 3636 | 7677 | 469 | 387 | 1389 | 1214 | 556 | 284 | 1030 | 706 | 456 | 468 | 1368 | 1590 | 1368 | 1585 | 2937 | 11334 | 12192 | 11967 | 9058 | 7906 | 11236 | 19189 | 16260 | 4784 | 1617 | 225 | 528 | 792 | 584 | 9417 | 1119 | 1174 | 462 | 568 | 1684 | 8570 | 8570 | 17152 | 17152 | 41102 | 4312 | 35597 | 4312 | 1363 | 2155 | 7193 | 9433 | 14509 | 19315 | 7527 | 7586 | 3022 | 7553 | 3039 | 3018 | 2255 | 22137 | 61413 | 193 | 169 | 7193 | 18469 | 8797 | 19069 | 7235 | 7275 | 2969 | 7302 | 2972 | 2945 | 2215 | 19617 | 12209 | 19670 | 11400 | 233 | 367 | 3603 | 2376 | 367 | 367 | 1709 | 1709 | 329 | 206 | 658 | 759 | 3608 | 2968 | 2966 | 1954 | 1275 | 1275 | 2009 | 1325 | 91 | 110 | 1078 | 210 | 417 | 123 | 3009 | 841 | 945 | 1545 | 502 | 1643 | 29776 | 3792 | 19157 | 19157 | 207 | 207 | 706 | 651 | 1143 | 300 | 2694 | 3558 | 338 | 406 | 4264 | 2595 | 1217 | 169 | 836 | 118 | 34469 | 303 | 30723 | 252 | 1856 | 2338 | 1155 | 1140 | 1856 | 1752 | 1871 | 1767 | 1868 | 1868 | 2685 | 3612 | 1149 | 1089 | 2686 | 2686 | 2700 | 2544 | 2694 | 2538 | 27509 | 7632 | 5391 | 21516 | 7693 | 5891 | 11106 | 5268 | 4280 | 3863 | 4349 | 1342 | 2657 | 2180 | 33528 | 1661 | 1534 | 734 | 1281 | 1281 | 1151 | 1028 | 992 | 893 | 863 | 830 | 749 | 639 | 605 | 9627 | 560 | 557 | 497 | 438 | 366 | 314 | 9272 | 2263 | 3271 | 2844 | 562 | 562 | 862 | 13602 | 13572 | 13566 | 12477 | 12515 | 12500 | 1483 | 5500 | 1422 | 14979 | 5726 | 7764 | 7750 | 7743 | 7595 | 7592 | 7578 | 2139 | 6865 | 6814 | 38805 | 2081 | 8123 | 765 | 765 | 269 | 13300 | 380 | 25103 | 271 | 329 | 302 | 12500 | 1599 | 1597 | 1594 | 914 | 914 | 351 | 882 | 826 | 860 | 860 | 1248 | 804 | 804 | 475 | 420 | 1197 | | | | | | | | | | | |
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| This PR | 529 | 345 | 974 | 974 | 315 | 1847 | 4066 | 416 | 1225 | 390 | 465 | 636 | 2670 | 1151 | 762 | 762 | 929 | 1555 | 1618 | 2538 | 2984 | 376 | 510 | 217 | 434 | 322 | 482 | 673 | 728 | 409 | 1068 | 780 | 1068 | 780 | 716 | 735 | 667 | 361 | 2008 | 467 | 215 | 467 | 720 | 1413 | 446 | 13603 | 14379 | 204 | 971 | 976 | 971 | 971 | 3357 | 3901 | 1540 | 1774 | 2506 | 5428 | 5427 | 2949 | 861 | 1204 | 3921 | 10193 | 39065 | 10453 | 333 | 210 | 333 | 210 | 1375 | 577 | 2894 | 2554 | 2533 | 7328 | 1467 | 1960 | 1907 | 881 | 1090 | 829 | 2594 | 3426 | 3636 | 7677 | 469 | 387 | 1389 | 1214 | 556 | 284 | 1030 | 706 | 456 | 468 | 1368 | 1590 | 1368 | 1585 | 2937 | 11334 | 12192 | 11967 | 9058 | 7906 | 11236 | 19189 | 16260 | 4784 | 1617 | 225 | 528 | 792 | 584 | 9417 | 1119 | 1174 | 462 | 568 | 1684 | 8570 | 8570 | 17152 | 17152 | 41102 | 4312 | 35597 | 4312 | 1363 | 2155 | 7193 | 9433 | 14509 | 19315 | 7527 | 7586 | 3022 | 7553 | 3039 | 3018 | 2255 | 22137 | 61413 | 193 | 169 | 7193 | 18469 | 8797 | 19069 | 7235 | 7275 | 2969 | 7302 | 2972 | 2945 | 2215 | 19617 | 12209 | 19670 | 11400 | 233 | 367 | 3603 | 2376 | 367 | 367 | 1709 | 1709 | 329 | 206 | 658 | 759 | 3608 | 2968 | 2966 | 1954 | 1275 | 1275 | 2009 | 1325 | 91 | 110 | 1078 | 210 | 417 | 123 | 3009 | 841 | 945 | 1545 | 502 | 1643 | 29776 | 3792 | 19157 | 19157 | 207 | 207 | 706 | 651 | 1143 | 300 | 2694 | 3558 | 338 | 406 | 4264 | 2595 | 1217 | 169 | 836 | 118 | 34469 | 303 | 30723 | 252 | 1856 | 2338 | 1155 | 1140 | 1856 | 1752 | 1871 | 1767 | 1868 | 1868 | 2685 | 3612 | 1149 | 1089 | 2686 | 2686 | 2700 | 2544 | 2694 | 2538 | 27507 | 7631 | 5390 | 21512 | 7691 | 5889 | 11102 | 5266 | 4278 | 3861 | 4346 | 1341 | 2655 | 2178 | 33496 | 1659 | 1532 | 733 | 1279 | 1279 | 1149 | 1026 | 990 | 891 | 861 | 828 | 747 | 637 | 603 | 9595 | 558 | 555 | 495 | 436 | 364 | 312 | 9208 | 2247 | 3247 | 2812 | 555 | 555 | 846 | 13322 | 13292 | 13286 | 12205 | 12242 | 12227 | 1450 | 5372 | 1388 | 14595 | 5535 | 7482 | 7468 | 7461 | 7317 | 7314 | 7300 | 2059 | 6607 | 6556 | 37332 | 2001 | 7802 | 725 | 725 | 254 | 12548 | 352 | 23177 | 246 | 298 | 273 | 11292 | 1439 | 1437 | 1434 | 806 | 806 | 309 | 775 | 725 | 753 | 753 | 1092 | 703 | 703 | 413 | 358 | 907 | -0.95% | 3.35 | -3.67% | -0.27% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% |
|--------------------------|---------------|---------------|--------------------|----------------------|--------------|-------------------|-----------------------|--------------|-------------------|---------------|-----------------------|--------------------------------------|-----------------------|--------------|------------------------------------|--------------------------------------|--------------------|--------------------------------------|-----------------------|--------------------------|-------------------------|--------------|--------------|--------------|--------------|--------------------|--------------------|----------------|----------------------------|-----------------|--------------|--------------|-----------------------|-----------------------|---------------------------|---------------|-------------------------|-------------------------|--------------------|-------------------|-------------------|------------------|----------------------|--------------------|----------------|-----------------------------|-----------------------------|----------------|----------------------------------------------------------|----------------------------------------------|----------------------------------------------|------------------------------------------------------------|-----------------------|-----------------------|-----------------------|-----------------------|--------------|------------------|------------------|--------------|--------------|------------------|------------------|--------------------|-------------------------|-------------------------|----------------------|------------------|----------------------|------------------|-----------------|-----------------|-----------------|-----------------|-------------------------------|--------------|--------------|----------------------|------------------|--------------|------------------------|------------------------|--------------|--------------|--------------|--------------|--------------|--------------|-------------------------|-------------------------|-----------------------------|-----------------------------|--------------------|--------------------|--------------------|--------------------|-------------------------------|-------------------------------|------------------|------------------|-------------------------------|-------------------------------|-------------------------------|-------------------------------|------------------------------|------------------------------|------------------------------|--------------|--------------|--------------|--------------|-------------------|----------------------|--------------|--------------|----------------|----------------|----------------------------|--------------|--------------|--------------|------------------------|------------------------|-----------------------|-----------------------|--------------------------------------|--------------------------------------|--------------|--------------|-------------------|-------------------|------------------|------------------|------------------|------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|------------------------------|--------------------------|-----------------------|-----------------------|------------------|------------------|------------------|------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|---------------------|--------------|-------------------|-------------------|--------------|--------------|------------------|------------------|------------------|------------------|---------------|---------------|----------------|----------------|------------------|-------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|--------------|--------------|--------------|--------------|---------------|---------------|------------------|--------------|--------------|----------------|--------------|--------------|--------------|--------------|--------------------|----------------|-----------------------------|-----------------|-----------------------------|-------------------------|--------------|--------------|--------------|--------------|------------------|------------------|---------------|---------------|---------------|---------------|---------------|---------------|---------------|---------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|---------------|----------------|-----------------|----------------------|--------------|-----------------------|----------------------|----------------|-------------------------|----------------|----------------|--------------|--------------|----------------|--------------|---------------------|---------------------|--------------|---------------|--------------------------|-----------------------|---------------------|-----------------------|---------------------|--------------|---------------------|-----------------------|-----------------------|-----------------------|-----------------|-----------------------|---------------------|---------------------|-----------------------|-----------------------|---------------------|---------------------|---------------------------|---------------------------|--------------|--------------|--------------|--------------|----------------------------|----------------------------|----------------------------|---------------------------|---------------------------|---------------------------|------------------------|--------------------------------------|----------------|-----------------------------------|--------------------|----------------------------|----------------------------|----------------------------|---------------------------|---------------------------|---------------------------|------------------------|----------------------------|---------------------------|---------------|----------------|--------------------------------------|----------------|------------------|--------------|-------------------------------|-----------------|---------------|----------------|--------------|-----------------|------------------------------|--------------------------------------------------|--------------------------------------------------------------|--------------------------------------------------|------------------------------------|--------------------------------------|-----------------|------------------------|---------------|-----------------------------|-------------------------------------------|---------------|-----------------|-------------------------------|------------------------|---------------|---------------|--------------|------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
| Total diff | REGR(+12.08%) | REGR(+10.58%) | REGR(+5.53%) | REGR(+5.53%) | REGR(+4.65%) | REGR(+3.13%) | REGR(+2.62%) | REGR(+1.96%) | REGR(+1.83%) | REGR(+1.56%) | REGR(+1.31%) | REGR(+0.63%) | REGR(+0.45%) | REGR(+0.17%) | REGR(+0.13%) | REGR(+0.13%) | REGR(+0.11%) | SAME(+0.06%) | SAME(+0.06%) | SAME(+0.04%) | SAME(+0.03%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(+0.00%) | SAME(-0.01%) | SAME(-0.01%) | SAME(-0.02%) | SAME(-0.02%) | SAME(-0.03%) | SAME(-0.03%) | SAME(-0.04%) | SAME(-0.04%) | SAME(-0.05%) | SAME(-0.05%) | SAME(-0.07%) | SAME(-0.07%) | SAME(-0.08%) | SAME(-0.09%) | SAME(-0.10%) | IMPR(-0.12%) | IMPR(-0.13%) | IMPR(-0.14%) | IMPR(-0.16%) | IMPR(-0.16%) | IMPR(-0.17%) | IMPR(-0.19%) | IMPR(-0.20%) | IMPR(-0.22%) | IMPR(-0.23%) | IMPR(-0.24%) | IMPR(-0.27%) | IMPR(-0.31%) | IMPR(-0.33%) | IMPR(-0.33%) | IMPR(-0.36%) | IMPR(-0.36%) | IMPR(-0.40%) | IMPR(-0.46%) | IMPR(-0.55%) | IMPR(-0.64%) | IMPR(-0.69%) | IMPR(-0.71%) | IMPR(-0.73%) | IMPR(-1.13%) | IMPR(-1.25%) | IMPR(-1.25%) | IMPR(-1.86%) | IMPR(-2.06%) | IMPR(-2.06%) | IMPR(-2.06%) | IMPR(-2.18%) | IMPR(-2.18%) | IMPR(-2.18%) | IMPR(-2.23%) | IMPR(-2.33%) | IMPR(-2.39%) | IMPR(-2.56%) | IMPR(-3.34%) | IMPR(-3.63%) | IMPR(-3.64%) | IMPR(-3.64%) | IMPR(-3.66%) | IMPR(-3.66%) | IMPR(-3.67%) | IMPR(-3.74%) | IMPR(-3.76%) | IMPR(-3.79%) | IMPR(-3.80%) | IMPR(-3.84%) | IMPR(-3.95%) | IMPR(-5.23%) | IMPR(-5.23%) | IMPR(-5.58%) | IMPR(-5.65%) | IMPR(-7.37%) | IMPR(-7.67%) | IMPR(-9.23%) | IMPR(-9.42%) | IMPR(-9.60%) | IMPR(-9.66%) | IMPR(-10.01%) | IMPR(-10.02%) | IMPR(-10.04%) | IMPR(-11.82%) | IMPR(-11.82%) | IMPR(-11.97%) | IMPR(-12.13%) | IMPR(-12.23%) | IMPR(-12.44%) | IMPR(-12.44%) | IMPR(-12.50%) | IMPR(-12.56%) | IMPR(-12.56%) | IMPR(-13.05%) | IMPR(-14.76%) | IMPR(-24.23%) | -0.95% | 3.35 | -3.67% | -0.27% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% | +0.00% |
|--------------------------|---------------|---------------|--------------------|----------------------|--------------|-------------------|-----------------------|--------------|-------------------|---------------|-----------------------|--------------------------------------|-----------------------|--------------|------------------------------------|--------------------------------------|--------------------|--------------------------------------|-----------------------|--------------------------|-------------------------|--------------|--------------|--------------|--------------|--------------------|--------------------|----------------|----------------------------|-----------------|--------------|--------------|-----------------------|-----------------------|---------------------------|---------------|-------------------------|-------------------------|--------------------|-------------------|-------------------|------------------|----------------------|--------------------|----------------|-----------------------------|-----------------------------|----------------|----------------------------------------------------------|----------------------------------------------|----------------------------------------------|------------------------------------------------------------|-----------------------|-----------------------|-----------------------|-----------------------|--------------|------------------|------------------|--------------|--------------|------------------|------------------|--------------------|-------------------------|-------------------------|----------------------|------------------|----------------------|------------------|-----------------|-----------------|-----------------|-----------------|-------------------------------|--------------|--------------|----------------------|------------------|--------------|------------------------|------------------------|--------------|--------------|--------------|--------------|--------------|--------------|-------------------------|-------------------------|-----------------------------|-----------------------------|--------------------|--------------------|--------------------|--------------------|-------------------------------|-------------------------------|------------------|------------------|-------------------------------|-------------------------------|-------------------------------|-------------------------------|------------------------------|------------------------------|------------------------------|--------------|--------------|--------------|--------------|-------------------|----------------------|--------------|--------------|----------------|----------------|----------------------------|--------------|--------------|--------------|------------------------|------------------------|-----------------------|-----------------------|--------------------------------------|--------------------------------------|--------------|--------------|-------------------|-------------------|------------------|------------------|------------------|------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|------------------------------|--------------------------|-----------------------|-----------------------|------------------|------------------|------------------|------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|---------------------|--------------|-------------------|-------------------|--------------|--------------|------------------|------------------|------------------|------------------|---------------|---------------|----------------|----------------|------------------|-------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|--------------|--------------|--------------|--------------|---------------|---------------|------------------|--------------|--------------|----------------|--------------|--------------|--------------|--------------|--------------------|----------------|-----------------------------|-----------------|-----------------------------|-------------------------|--------------|--------------|--------------|--------------|------------------|------------------|---------------|---------------|---------------|---------------|---------------|---------------|---------------|---------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|-------------------------|-----------------------------|---------------|----------------|-----------------|----------------------|--------------|-----------------------|----------------------|----------------|-------------------------|----------------|----------------|--------------|--------------|----------------|--------------|---------------------|---------------------|--------------|---------------|--------------------------|-----------------------|---------------------|-----------------------|---------------------|--------------|---------------------|-----------------------|-----------------------|-----------------------|-----------------|-----------------------|---------------------|---------------------|-----------------------|-----------------------|---------------------|---------------------|---------------------------|---------------------------|--------------|--------------|--------------|--------------|----------------------------|----------------------------|----------------------------|---------------------------|---------------------------|---------------------------|------------------------|--------------------------------------|----------------|-----------------------------------|--------------------|----------------------------|----------------------------|----------------------------|---------------------------|---------------------------|---------------------------|------------------------|----------------------------|---------------------------|---------------|----------------|--------------------------------------|----------------|------------------|--------------|-------------------------------|-----------------|---------------|----------------|--------------|-----------------|------------------------------|--------------------------------------------------|--------------------------------------------------------------|--------------------------------------------------|------------------------------------|--------------------------------------|-----------------|------------------------|---------------|-----------------------------|-------------------------------------------|---------------|-----------------|-------------------------------|------------------------|---------------|---------------|--------------|------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|-------------|
In this point, we are trying to squeeze performance, but as there are no free lunch, some regressions are expected, unfortunately. For Mul2d_bf16_0 and Mul2d_bf16_1 we start to spill some vectors. Now the IR is much cleaner than before.
gbossu
*Now, we can selectively split memory operations to enhance selection combiner opportunities.
*QoR numbers under preparation.