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[AIE2P] Map same banks for input and output ops of G_BITCAST #422

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Merged
merged 3 commits into from
Apr 7, 2025
Merged

[AIE2P] Map same banks for input and output ops of G_BITCAST #422

merged 3 commits into from
Apr 7, 2025

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@niwinanto
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@niwinanto niwinanto commented Apr 2, 2025 •
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Mapping G_BITCAST ops with same bank is more beneficial.

qor

|----------------------------------------|------------------------------|----------------------------------|---------------|
| Core_StackSize    (No regression)     | mllib_regbank_baseline_peano | mllib_regbank_bitcast_only_peano | Total diff    |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| TanhTemplatedmode1_bfloat16            |                          640 |                              640 | SAME(+0.00%)  |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_1_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_2_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_3_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_4_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_5_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_6_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| ReduceMeanAxis_7_aie2_bf16             |                          512 |                              384 | IMPR(-25.00%) |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| Average diff                           | +0.00%                       | -1.62%                           | -1.62%        |
|----------------------------------------|------------------------------|----------------------------------|---------------|
| Diff stdev                             |                         0.00 |                             6.18 |          6.18 |
|----------------------------------------|------------------------------|----------------------------------|---------------|

|----------------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------|-------------------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Core_Compute_Insn_Count          | ElemDiv_aie2_1 | GEMM_Bfp16_opt_5 | TanhTemplated_aie2_bfloat16_0 | TanhTemplated_aie2_bfloat16_1 | Conv2D_bfp16_PSUM_FLOAT_0 | Conv2D_bfp16_PSUM_FLOAT_1 | Conv2D_bfp16_PSUM_FLOAT_2 | AddAttributeBroadcasting_aie2_bf16 | AddBf16_aie2_0 | AddBf16_aie2_1 | AddBf16_aie2_2 | AvgPool2D_bfloat16_0 | AvgPool2D_bfloat16_1 | AvgPool2D_bfloat16_2 | AvgPool2D_bfloat16_3 | Clip_aie2_bf16 | CompareOpsAttributeBroadcasting_bf16 | CompareOpsAttributeBroadcasting_bf16_1 | Conv2D_DW_bf16_0 | Conv2D_DW_bf16_1 | Conv2D_DW_bf16_2 | Conv2D_DW_bf16_3 | Conv2D_DW_bf16_4 | Conv2D_bfp16_0 | Conv2D_bfp16_1 | Conv2D_bfp16_2 | Conv2D_bfp16_3 | Conv2D_bfp16_4 | Conv2D_bfp16_5 | Conv2D_bfp16_10 | Conv2D_bfp16_11 | Conv2D_bfp16_12 | Conv2D_bfp16_13 | Conv2D_bfp16_14 | Conv2D_bfp16_OC8_0 | Conv2D_bfp16_OC8_2 | Conv2D_bfp16_OC8_3 | Conv2D_bfp16_OC8_4 | Conv2D_bfp16_OC8_6 | Conv2D_bfp16_OC8_8 | Conv2D_bfp16_OC8_9 | Conv2D_bfp16_OC8_10 | GEMM_Bfp16_opt_0 | GEMM_Bfp16_opt_1 | GEMM_Bfp16_opt_2 | GEMM_Bfp16_opt_3 | GEMM_Bfp16_opt_4 | GeluTemplated_aie2_bf16 | Hardswish_aie2_1 | MaxPool2D_bf16_0 | MaxPool2D_bf16_1 | MaxPool2D_bf16_2 | MaxPool2D_bf16_3 | MaxPool2D_bf16_4 | MulAttributeBroadcasting_aie2_bf16_0 | MulBf16_aie2_0 | Neg_aie2_1   | Pad2D_bf16_0 | ReduceMaxAxis_1_aie2_bf16 | ReduceMaxAxis_2_aie2_bf16 | ReduceMaxAxis_3_aie2_bf16 | ReduceMaxAxis_4_aie2_bf16 | ReduceMaxAxis_5_aie2_bf16 | ReduceMaxAxis_6_aie2_bf16 | ReduceMaxAxis_7_aie2_bf16 | ReduceSumAxis_7_aie2_bf16 | SiLU_aie2_bf16 | SigmoidTemplated_bf16_0 | SigmoidTemplated_bf16_1 | SigmoidTemplated_bf16_1_AIE2p | Sigmoidmode1Templated_bf16_0 | Sqrt_bf16_0  | Sqrt_bf16_1  | Sub_aie2_bf16_0 | TanhTemplatedmode1_bfloat16 | AvgPool2dVariant_bf16_15 | AvgPool2dVariant_bf16_14 | AvgPool2dVariant_bf16_13 | AvgPool2dVariant_bf16_12 | Conv2D_bfp16_OC8_5 | Conv2D_bfp16_OC8_1 | Conv2D_bfp16_OC8_7 | AvgPool2dVariant_bf16_11 | AvgPool2dVariant_bf16_10 | AvgPool2dVariant_bf16_9 | AvgPool2dVariant_bf16_8 | AvgPool2dVariant_bf16_7 | AvgPool2dVariant_bf16_6 | AvgPool2dVariant_bf16_4 | AvgPool2dVariant_bf16_5 | AvgPool2dVariant_bf16_16 | Conv2D_bfp16_6 | AvgPool2dVariant_bf16_3 | Conv2D_bfp16_8 | Conv2D_bfp16_7 | Conv2D_bfp16_9 | ReduceSumAxis_3_aie2_bf16 | ReduceSumAxis_5_aie2_bf16 | ReduceSumAxis_6_aie2_bf16 | AvgPool2dVariant_bf16_2 | AvgPool2dVariant_bf16_1 | AvgPool2dVariant_bf16_0 | ReduceSumAxis_4_aie2_bf16 | ReduceSumAxis_2_aie2_bf16 | ReduceSumAxis_1_aie2_bf16 | ReduceMeanAxis_4_aie2_bf16 | ReduceMeanAxis_1_aie2_bf16 | ReduceMeanAxis_2_aie2_bf16 | ReduceMeanAxis_5_aie2_bf16 | ReduceMeanAxis_3_aie2_bf16 | ReduceMeanAxis_6_aie2_bf16 | ReduceMeanAxis_7_aie2_bf16 | Average diff | Diff stdev | Quantile #1 | Quantile #2 | Quantile #3 |
|----------------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------|-------------------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_regbank_baseline_peano     |                |                  |                               |                               |                      6525 |                      4853 |                      4925 |                                453 |            668 |            795 |            795 |                 1118 |                  822 |                  532 |                  532 |            146 |                                 1236 |                                   1242 |             1006 |             4394 |             1854 |             1006 |              982 |          10411 |          21557 |          10411 |          11646 |          10655 |          40861 |           35761 |           35761 |            7538 |           20563 |           14347 |               7185 |               4792 |               9861 |               4681 |              12873 |              23609 |               5193 |               29995 |             1103 |             4204 |             3655 |             4204 |             4204 |                    3881 |              862 |             1695 |             1191 |              694 |              694 |              694 |                                  688 |            231 |          132 |         2358 |                      8572 |                      8588 |                      3381 |                      8608 |                      3381 |                      3362 |                      2601 |                      5228 |           1170 |                     968 |                     520 |                           520 |                         6568 |        13777 |         1793 |             658 |                        7338 |                     4664 |                     3275 |                     2914 |                     2735 |              29411 |              16173 |              14637 |                     3223 |                     2972 |                    2744 |                    3418 |                    2251 |                    2746 |                    1219 |                    2440 |                     1042 |           5533 |                     759 |           1418 |           2001 |          35941 |                      6675 |                      6675 |                      6656 |                    3888 |                    1820 |                    3108 |                     16884 |                     16864 |                     16848 |                      26644 |                      26636 |                      18032 |                      11384 |                      10325 |                      10306 |                       9293 | +0.00%       |       0.00 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------|-------------------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_regbank_bitcast_only_peano |                |                  |                               |                               |                      6669 |                      4949 |                      5021 |                                453 |            668 |            795 |            795 |                 1118 |                  822 |                  532 |                  532 |            146 |                                 1236 |                                   1242 |             1006 |             4394 |             1854 |             1006 |              982 |          10411 |          21557 |          10411 |          11646 |          10655 |          40861 |           35761 |           35761 |            7538 |           20563 |           14347 |               7185 |               4792 |               9861 |               4681 |              12873 |              23609 |               5193 |               29995 |             1103 |             4204 |             3655 |             4204 |             4204 |                    3881 |              862 |             1695 |             1191 |              694 |              694 |              694 |                                  688 |            231 |          132 |         2358 |                      8572 |                      8588 |                      3381 |                      8608 |                      3381 |                      3362 |                      2601 |                      5228 |           1170 |                     968 |                     520 |                           520 |                         6568 |        13777 |         1793 |             658 |                        7338 |                     4654 |                     3265 |                     2904 |                     2725 |              29299 |              16085 |              14557 |                     3203 |                     2952 |                    2724 |                    3388 |                    2221 |                    2701 |                    1199 |                    2395 |                     1017 |           5391 |                     739 |           1380 |           1947 |          34845 |                      6435 |                      6435 |                      6416 |                    3648 |                    1695 |                    2788 |                     14964 |                     14944 |                     14928 |                      19684 |                      19676 |                      11776 |                       5656 |                       4685 |                       4666 |                       3735 | -3.67%       |      11.39 | -0.84%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------|-------------------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Total diff                       |                |                  |                               |                               | REGR(+2.21%)              | REGR(+1.98%)              | REGR(+1.95%)              | 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%)                | IMPR(-0.21%)             | IMPR(-0.31%)             | IMPR(-0.34%)             | IMPR(-0.37%)             | IMPR(-0.38%)       | IMPR(-0.54%)       | IMPR(-0.55%)       | IMPR(-0.62%)             | IMPR(-0.67%)             | IMPR(-0.73%)            | IMPR(-0.88%)            | IMPR(-1.33%)            | IMPR(-1.64%)            | IMPR(-1.64%)            | IMPR(-1.84%)            | IMPR(-2.40%)             | IMPR(-2.57%)   | IMPR(-2.64%)            | IMPR(-2.68%)   | IMPR(-2.70%)   | IMPR(-3.05%)   | IMPR(-3.60%)              | IMPR(-3.60%)              | IMPR(-3.61%)              | IMPR(-6.17%)            | IMPR(-6.87%)            | IMPR(-10.30%)           | IMPR(-11.37%)             | IMPR(-11.39%)             | IMPR(-11.40%)             | IMPR(-26.12%)              | IMPR(-26.13%)              | IMPR(-34.69%)              | IMPR(-50.32%)              | IMPR(-54.62%)              | IMPR(-54.73%)              | IMPR(-59.81%)              | -3.67%       |      11.39 | -0.84%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|----------------|-------------------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|

@andcarminati
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andcarminati commented Apr 3, 2025

This looks really good. Can you rebase end re-run QoR in face of new Reg Bank Select changes?

@niwinanto
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niwinanto commented Apr 3, 2025

Looking at the regressions, Conv2D_bfp16_PSUM_FLOAT_0 we are actually doing a good job selecting the register banks and removing many crossbank vmoves. However, this increases the register pressure, and leads to spills. In this particular case, there is a DM spill in the prolog and it regress the instruction count. Since, the liveness of stack slot is very small it is getting reused and there is no regression.

@niwinanto
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niwinanto commented Apr 3, 2025

This looks really good. Can you rebase end re-run QoR in face of new Reg Bank Select changes?

Now rebasing to the latest regbank changes, we have more improvements to stack size in more kernels.

|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Core_StackSize                   | Conv2D_bfp16_3 | Conv2D_bfp16_PSUM_FLOAT_0 | ElemDiv_aie2_1 | GEMM_Bfp16_opt_5 | TanhTemplated_aie2_bfloat16_0 | TanhTemplated_aie2_bfloat16_1 | AddAttributeBroadcasting_aie2_bf16 | AddBf16_aie2_0 | AddBf16_aie2_1 | AddBf16_aie2_2 | AvgPool2D_bfloat16_0 | AvgPool2D_bfloat16_1 | AvgPool2D_bfloat16_2 | AvgPool2D_bfloat16_3 | AvgPool2dVariant_bf16_0 | AvgPool2dVariant_bf16_1 | AvgPool2dVariant_bf16_2 | AvgPool2dVariant_bf16_3 | AvgPool2dVariant_bf16_4 | AvgPool2dVariant_bf16_5 | AvgPool2dVariant_bf16_6 | AvgPool2dVariant_bf16_7 | AvgPool2dVariant_bf16_8 | AvgPool2dVariant_bf16_9 | AvgPool2dVariant_bf16_10 | AvgPool2dVariant_bf16_11 | AvgPool2dVariant_bf16_12 | AvgPool2dVariant_bf16_13 | AvgPool2dVariant_bf16_14 | AvgPool2dVariant_bf16_15 | AvgPool2dVariant_bf16_16 | Clip_aie2_bf16 | CompareOpsAttributeBroadcasting_bf16 | CompareOpsAttributeBroadcasting_bf16_1 | Conv2D_DW_bf16_0 | Conv2D_DW_bf16_1 | Conv2D_DW_bf16_2 | Conv2D_DW_bf16_3 | Conv2D_DW_bf16_4 | Conv2D_bfp16_0 | Conv2D_bfp16_1 | Conv2D_bfp16_2 | Conv2D_bfp16_4 | Conv2D_bfp16_5 | Conv2D_bfp16_6 | Conv2D_bfp16_7 | Conv2D_bfp16_8 | Conv2D_bfp16_9 | Conv2D_bfp16_10 | Conv2D_bfp16_11 | Conv2D_bfp16_12 | Conv2D_bfp16_13 | Conv2D_bfp16_14 | Conv2D_bfp16_OC8_0 | Conv2D_bfp16_OC8_1 | Conv2D_bfp16_OC8_2 | Conv2D_bfp16_OC8_3 | Conv2D_bfp16_OC8_4 | Conv2D_bfp16_OC8_5 | Conv2D_bfp16_OC8_6 | Conv2D_bfp16_OC8_7 | Conv2D_bfp16_OC8_8 | Conv2D_bfp16_OC8_9 | Conv2D_bfp16_OC8_10 | Conv2D_bfp16_PSUM_FLOAT_1 | Conv2D_bfp16_PSUM_FLOAT_2 | GEMM_Bfp16_opt_0 | GEMM_Bfp16_opt_1 | GEMM_Bfp16_opt_2 | GEMM_Bfp16_opt_3 | GEMM_Bfp16_opt_4 | GeluTemplated_aie2_bf16 | Hardswish_aie2_1 | MaxPool2D_bf16_0 | MaxPool2D_bf16_1 | MaxPool2D_bf16_2 | MaxPool2D_bf16_3 | MaxPool2D_bf16_4 | MulAttributeBroadcasting_aie2_bf16_0 | MulBf16_aie2_0 | Neg_aie2_1   | Pad2D_bf16_0 | ReduceMaxAxis_1_aie2_bf16 | ReduceMaxAxis_2_aie2_bf16 | ReduceMaxAxis_3_aie2_bf16 | ReduceMaxAxis_4_aie2_bf16 | ReduceMaxAxis_5_aie2_bf16 | ReduceMaxAxis_6_aie2_bf16 | ReduceMaxAxis_7_aie2_bf16 | SiLU_aie2_bf16 | SigmoidTemplated_bf16_0 | SigmoidTemplated_bf16_1 | SigmoidTemplated_bf16_1_AIE2p | Sigmoidmode1Templated_bf16_0 | Sqrt_bf16_0  | Sqrt_bf16_1  | Sub_aie2_bf16_0 | TanhTemplatedmode1_bfloat16 | ReduceSumAxis_1_aie2_bf16 | ReduceSumAxis_2_aie2_bf16 | ReduceSumAxis_3_aie2_bf16 | ReduceSumAxis_4_aie2_bf16 | ReduceSumAxis_5_aie2_bf16 | ReduceSumAxis_6_aie2_bf16 | ReduceSumAxis_7_aie2_bf16 | ReduceMeanAxis_1_aie2_bf16 | ReduceMeanAxis_2_aie2_bf16 | ReduceMeanAxis_3_aie2_bf16 | ReduceMeanAxis_4_aie2_bf16 | ReduceMeanAxis_5_aie2_bf16 | ReduceMeanAxis_6_aie2_bf16 | ReduceMeanAxis_7_aie2_bf16 | Average diff | Diff stdev | Quantile #1 | Quantile #2 | Quantile #3 |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_baseline_peano |            896 |                      1152 |                |                  |                               |                               |                                704 |            640 |            640 |            640 |                  448 |                  448 |                  448 |                  448 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                      832 |                      832 |                      832 |                      832 |                      832 |                      832 |                      832 |            384 |                                  576 |                                    576 |              320 |              320 |              320 |              320 |              320 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |             896 |             896 |             896 |             896 |             896 |                512 |               1280 |                512 |                512 |                512 |               1344 |                512 |               1280 |                512 |                512 |                 512 |                      1152 |                      1152 |              384 |              384 |              320 |              384 |              384 |                     448 |              448 |              320 |              320 |              320 |              320 |              320 |                                  704 |            512 |          448 |          192 |                       384 |                       384 |                       384 |                       384 |                       384 |                       384 |                       384 |            704 |                     448 |                     448 |                           448 |                          576 |          640 |          640 |             640 |                         640 |                       768 |                       768 |                       768 |                       768 |                       768 |                       768 |                       768 |                        512 |                        512 |                        512 |                        512 |                        512 |                        512 |                        512 | +0.00%       |       0.00 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_bitcast_peano  |                |                           |                |                  |                               |                               |                                704 |            640 |            640 |            640 |                  448 |                  448 |                  448 |                  448 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                     832 |                      832 |                      832 |                      832 |                      832 |                      832 |                      832 |                      832 |            384 |                                  576 |                                    576 |              320 |              320 |              320 |              320 |              320 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |            896 |             896 |             896 |             896 |             896 |             896 |                512 |               1280 |                512 |                512 |                512 |               1344 |                512 |               1280 |                512 |                512 |                 512 |                      1152 |                      1152 |              384 |              384 |              320 |              384 |              384 |                     448 |              448 |              320 |              320 |              320 |              320 |              320 |                                  704 |            512 |          448 |          192 |                       384 |                       384 |                       384 |                       384 |                       384 |                       384 |                       384 |            704 |                     448 |                     448 |                           448 |                          576 |          640 |          640 |             640 |                         640 |                       640 |                       640 |                       640 |                       640 |                       640 |                       640 |                       640 |                        384 |                        384 |                        384 |                        384 |                        384 |                        384 |                        384 | -2.75%       |       7.25 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Total diff                       |                |                           |                |                  |                               |                               | 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%)                | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-16.67%)             | IMPR(-25.00%)              | IMPR(-25.00%)              | IMPR(-25.00%)              | IMPR(-25.00%)              | IMPR(-25.00%)              | IMPR(-25.00%)              | IMPR(-25.00%)              | -2.75%       |       7.25 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|---------------------------|---------------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|


|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|--------------------|--------------------|--------------------|--------------|------------|-------------|-------------|-------------|
| Core_PMSize                      | Conv2D_bfp16_3 | Conv2D_bfp16_PSUM_FLOAT_0 | ElemDiv_aie2_1 | GEMM_Bfp16_opt_5 | TanhTemplated_aie2_bfloat16_0 | TanhTemplated_aie2_bfloat16_1 | AddAttributeBroadcasting_aie2_bf16 | AddBf16_aie2_0 | AddBf16_aie2_1 | AddBf16_aie2_2 | AvgPool2D_bfloat16_0 | AvgPool2D_bfloat16_1 | AvgPool2D_bfloat16_2 | AvgPool2D_bfloat16_3 | Clip_aie2_bf16 | CompareOpsAttributeBroadcasting_bf16 | CompareOpsAttributeBroadcasting_bf16_1 | Conv2D_DW_bf16_0 | Conv2D_DW_bf16_1 | Conv2D_DW_bf16_2 | Conv2D_DW_bf16_3 | Conv2D_DW_bf16_4 | Conv2D_bfp16_0 | Conv2D_bfp16_1 | Conv2D_bfp16_2 | Conv2D_bfp16_4 | Conv2D_bfp16_5 | Conv2D_bfp16_10 | Conv2D_bfp16_11 | Conv2D_bfp16_12 | Conv2D_bfp16_13 | Conv2D_bfp16_14 | Conv2D_bfp16_OC8_0 | Conv2D_bfp16_OC8_2 | Conv2D_bfp16_OC8_3 | Conv2D_bfp16_OC8_4 | Conv2D_bfp16_OC8_6 | Conv2D_bfp16_OC8_8 | Conv2D_bfp16_OC8_9 | Conv2D_bfp16_OC8_10 | GEMM_Bfp16_opt_0 | GEMM_Bfp16_opt_1 | GEMM_Bfp16_opt_2 | GEMM_Bfp16_opt_3 | GEMM_Bfp16_opt_4 | GeluTemplated_aie2_bf16 | Hardswish_aie2_1 | MaxPool2D_bf16_0 | MaxPool2D_bf16_1 | MaxPool2D_bf16_2 | MaxPool2D_bf16_3 | MaxPool2D_bf16_4 | MulAttributeBroadcasting_aie2_bf16_0 | MulBf16_aie2_0 | Neg_aie2_1   | Pad2D_bf16_0 | ReduceMaxAxis_1_aie2_bf16 | ReduceMaxAxis_2_aie2_bf16 | ReduceMaxAxis_3_aie2_bf16 | ReduceMaxAxis_4_aie2_bf16 | ReduceMaxAxis_5_aie2_bf16 | ReduceMaxAxis_6_aie2_bf16 | ReduceMaxAxis_7_aie2_bf16 | ReduceMeanAxis_1_aie2_bf16 | ReduceMeanAxis_2_aie2_bf16 | ReduceMeanAxis_3_aie2_bf16 | ReduceMeanAxis_4_aie2_bf16 | ReduceMeanAxis_5_aie2_bf16 | ReduceMeanAxis_6_aie2_bf16 | ReduceMeanAxis_7_aie2_bf16 | SiLU_aie2_bf16 | SigmoidTemplated_bf16_0 | SigmoidTemplated_bf16_1 | SigmoidTemplated_bf16_1_AIE2p | Sigmoidmode1Templated_bf16_0 | Sqrt_bf16_0  | Sqrt_bf16_1  | Sub_aie2_bf16_0 | TanhTemplatedmode1_bfloat16 | Conv2D_bfp16_PSUM_FLOAT_1 | Conv2D_bfp16_PSUM_FLOAT_2 | AvgPool2dVariant_bf16_1 | AvgPool2dVariant_bf16_3 | AvgPool2dVariant_bf16_4 | AvgPool2dVariant_bf16_5 | AvgPool2dVariant_bf16_6 | AvgPool2dVariant_bf16_7 | AvgPool2dVariant_bf16_8 | AvgPool2dVariant_bf16_9 | AvgPool2dVariant_bf16_10 | AvgPool2dVariant_bf16_11 | AvgPool2dVariant_bf16_12 | AvgPool2dVariant_bf16_13 | AvgPool2dVariant_bf16_14 | AvgPool2dVariant_bf16_15 | AvgPool2dVariant_bf16_16 | AvgPool2dVariant_bf16_0 | AvgPool2dVariant_bf16_2 | Conv2D_bfp16_6 | Conv2D_bfp16_7 | Conv2D_bfp16_9 | Conv2D_bfp16_8 | ReduceSumAxis_1_aie2_bf16 | ReduceSumAxis_2_aie2_bf16 | ReduceSumAxis_3_aie2_bf16 | ReduceSumAxis_4_aie2_bf16 | ReduceSumAxis_5_aie2_bf16 | ReduceSumAxis_6_aie2_bf16 | ReduceSumAxis_7_aie2_bf16 | Conv2D_bfp16_OC8_5 | Conv2D_bfp16_OC8_1 | Conv2D_bfp16_OC8_7 | Average diff | Diff stdev | Quantile #1 | Quantile #2 | Quantile #3 |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|--------------------|--------------------|--------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_baseline_peano |           5764 |                      6132 |                |                  |                               |                               |                               2708 |           2820 |           2868 |           2868 |                 3556 |                 3556 |                 3556 |                 3556 |           2116 |                                 3060 |                                   3060 |             3252 |             3252 |             3252 |             3252 |             3252 |           5780 |           5764 |           5780 |           5764 |           5764 |            5764 |            5764 |            5668 |            5764 |            5764 |               6788 |               6900 |               6788 |               6788 |               6788 |               6884 |               6788 |                6772 |             4868 |             4868 |             4612 |             4868 |             4868 |                    2900 |             2340 |             2788 |             2788 |             2788 |             2788 |             2788 |                                 2612 |           2532 |         2100 |         3092 |                      6180 |                      6180 |                      6180 |                      6180 |                      6180 |                      6180 |                      6164 |                       6724 |                       6724 |                       6724 |                       6724 |                       6724 |                       6724 |                       6708 |           2308 |                    2292 |                    2292 |                          2292 |                         3444 |         2468 |         2452 |            2756 |                        3124 |                      6132 |                      6132 |                    4212 |                    4212 |                    4212 |                    4212 |                    4212 |                    4212 |                    4212 |                    4212 |                     4212 |                     4212 |                     4212 |                     4212 |                     4212 |                     4212 |                     4212 |                    4196 |                    4196 |           5844 |           5844 |           5828 |           5732 |                      6724 |                      6724 |                      6724 |                      6724 |                      6724 |                      6724 |                      6708 |               7540 |               7444 |               7444 | +0.00%       |       0.00 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|--------------------|--------------------|--------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_bitcast_peano  |                |                           |                |                  |                               |                               |                               2708 |           2820 |           2868 |           2868 |                 3556 |                 3556 |                 3556 |                 3556 |           2116 |                                 3060 |                                   3060 |             3252 |             3252 |             3252 |             3252 |             3252 |           5780 |           5764 |           5780 |           5764 |           5764 |            5764 |            5764 |            5668 |            5764 |            5764 |               6788 |               6900 |               6788 |               6788 |               6788 |               6884 |               6788 |                6772 |             4868 |             4868 |             4612 |             4868 |             4868 |                    2900 |             2340 |             2788 |             2788 |             2788 |             2788 |             2788 |                                 2612 |           2532 |         2100 |         3092 |                      6180 |                      6180 |                      6180 |                      6180 |                      6180 |                      6180 |                      6164 |                       6724 |                       6724 |                       6724 |                       6724 |                       6724 |                       6724 |                       6708 |           2308 |                    2292 |                    2292 |                          2292 |                         3444 |         2468 |         2452 |            2756 |                        3124 |                      6116 |                      6116 |                    4196 |                    4196 |                    4196 |                    4196 |                    4196 |                    4196 |                    4196 |                    4196 |                     4196 |                     4196 |                     4196 |                     4196 |                     4196 |                     4196 |                     4196 |                    4180 |                    4180 |           5812 |           5812 |           5796 |           5700 |                      6628 |                      6628 |                      6628 |                      6628 |                      6628 |                      6628 |                      6612 |               7428 |               7332 |               7332 | -0.22%       |       0.43 | -0.38%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|--------------------|--------------------|--------------------|--------------|------------|-------------|-------------|-------------|
| Total diff                       |                |                           |                |                  |                               |                               | 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%)                | IMPR(-0.26%)              | IMPR(-0.26%)              | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)             | IMPR(-0.38%)            | IMPR(-0.38%)            | IMPR(-0.55%)   | IMPR(-0.55%)   | IMPR(-0.55%)   | IMPR(-0.56%)   | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.43%)              | IMPR(-1.49%)       | IMPR(-1.50%)       | IMPR(-1.50%)       | -0.22%       |       0.43 | -0.38%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|---------------------------|---------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------------|-------------------------|-------------------------|----------------|----------------|----------------|----------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|--------------------|--------------------|--------------------|--------------|------------|-------------|-------------|-------------|


|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|----------------|----------------|----------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|-------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Core_Compute_Insn_Count          | Conv2D_bfp16_3 | Conv2D_bfp16_PSUM_FLOAT_0 | ElemDiv_aie2_1 | GEMM_Bfp16_opt_5 | TanhTemplated_aie2_bfloat16_0 | TanhTemplated_aie2_bfloat16_1 | Conv2D_bfp16_PSUM_FLOAT_1 | Conv2D_bfp16_PSUM_FLOAT_2 | AddAttributeBroadcasting_aie2_bf16 | AddBf16_aie2_0 | AddBf16_aie2_1 | AddBf16_aie2_2 | AvgPool2D_bfloat16_0 | AvgPool2D_bfloat16_1 | AvgPool2D_bfloat16_2 | AvgPool2D_bfloat16_3 | Clip_aie2_bf16 | CompareOpsAttributeBroadcasting_bf16 | CompareOpsAttributeBroadcasting_bf16_1 | Conv2D_DW_bf16_0 | Conv2D_DW_bf16_1 | Conv2D_DW_bf16_2 | Conv2D_DW_bf16_3 | Conv2D_DW_bf16_4 | Conv2D_bfp16_0 | Conv2D_bfp16_1 | Conv2D_bfp16_2 | Conv2D_bfp16_4 | Conv2D_bfp16_5 | Conv2D_bfp16_10 | Conv2D_bfp16_11 | Conv2D_bfp16_12 | Conv2D_bfp16_13 | Conv2D_bfp16_14 | Conv2D_bfp16_OC8_0 | Conv2D_bfp16_OC8_2 | Conv2D_bfp16_OC8_3 | Conv2D_bfp16_OC8_4 | Conv2D_bfp16_OC8_6 | Conv2D_bfp16_OC8_8 | Conv2D_bfp16_OC8_9 | Conv2D_bfp16_OC8_10 | GEMM_Bfp16_opt_0 | GEMM_Bfp16_opt_1 | GEMM_Bfp16_opt_2 | GEMM_Bfp16_opt_3 | GEMM_Bfp16_opt_4 | GeluTemplated_aie2_bf16 | Hardswish_aie2_1 | MaxPool2D_bf16_0 | MaxPool2D_bf16_1 | MaxPool2D_bf16_2 | MaxPool2D_bf16_3 | MaxPool2D_bf16_4 | MulAttributeBroadcasting_aie2_bf16_0 | MulBf16_aie2_0 | Neg_aie2_1   | Pad2D_bf16_0 | ReduceMaxAxis_1_aie2_bf16 | ReduceMaxAxis_2_aie2_bf16 | ReduceMaxAxis_3_aie2_bf16 | ReduceMaxAxis_4_aie2_bf16 | ReduceMaxAxis_5_aie2_bf16 | ReduceMaxAxis_6_aie2_bf16 | ReduceMaxAxis_7_aie2_bf16 | ReduceSumAxis_7_aie2_bf16 | SiLU_aie2_bf16 | SigmoidTemplated_bf16_0 | SigmoidTemplated_bf16_1 | SigmoidTemplated_bf16_1_AIE2p | Sigmoidmode1Templated_bf16_0 | Sqrt_bf16_0  | Sqrt_bf16_1  | Sub_aie2_bf16_0 | TanhTemplatedmode1_bfloat16 | AvgPool2dVariant_bf16_15 | AvgPool2dVariant_bf16_14 | AvgPool2dVariant_bf16_13 | AvgPool2dVariant_bf16_12 | Conv2D_bfp16_OC8_5 | Conv2D_bfp16_OC8_1 | Conv2D_bfp16_OC8_7 | AvgPool2dVariant_bf16_11 | AvgPool2dVariant_bf16_10 | AvgPool2dVariant_bf16_9 | AvgPool2dVariant_bf16_8 | AvgPool2dVariant_bf16_7 | AvgPool2dVariant_bf16_6 | AvgPool2dVariant_bf16_4 | AvgPool2dVariant_bf16_5 | AvgPool2dVariant_bf16_16 | ReduceSumAxis_3_aie2_bf16 | ReduceSumAxis_5_aie2_bf16 | ReduceSumAxis_6_aie2_bf16 | Conv2D_bfp16_6 | AvgPool2dVariant_bf16_3 | Conv2D_bfp16_8 | Conv2D_bfp16_7 | Conv2D_bfp16_9 | AvgPool2dVariant_bf16_2 | AvgPool2dVariant_bf16_1 | ReduceSumAxis_4_aie2_bf16 | ReduceSumAxis_2_aie2_bf16 | ReduceSumAxis_1_aie2_bf16 | AvgPool2dVariant_bf16_0 | ReduceMeanAxis_4_aie2_bf16 | ReduceMeanAxis_1_aie2_bf16 | ReduceMeanAxis_2_aie2_bf16 | ReduceMeanAxis_5_aie2_bf16 | ReduceMeanAxis_3_aie2_bf16 | ReduceMeanAxis_6_aie2_bf16 | ReduceMeanAxis_7_aie2_bf16 | Average diff | Diff stdev | Quantile #1 | Quantile #2 | Quantile #3 |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|----------------|----------------|----------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|-------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_baseline_peano |          11646 |                      6525 |                |                  |                               |                               |                      4853 |                      4925 |                                453 |            668 |            795 |            795 |                 1118 |                  822 |                  532 |                  532 |            146 |                                 1236 |                                   1242 |             1006 |             4394 |             1854 |             1006 |              982 |          10411 |          21557 |          10411 |          10655 |          40861 |           35761 |           35761 |            7538 |           20563 |           14347 |               7185 |               4792 |               9861 |               4681 |              12873 |              23609 |               5193 |               29995 |             1103 |             4204 |             3655 |             4204 |             4204 |                    3881 |              862 |             1695 |             1191 |              694 |              694 |              694 |                                  688 |            231 |          132 |         2358 |                      8572 |                      8588 |                      3381 |                      8608 |                      3381 |                      3362 |                      2601 |                      5228 |           1170 |                     968 |                     520 |                           520 |                         6568 |        13777 |         1793 |             658 |                        7338 |                     4664 |                     3275 |                     2914 |                     2735 |              29411 |              16173 |              14637 |                     3223 |                     2972 |                    2744 |                    3418 |                    2251 |                    2746 |                    1219 |                    2440 |                     1042 |                      6603 |                      6603 |                      6584 |           5533 |                     759 |           1418 |           2001 |          35941 |                    3888 |                    1820 |                     16308 |                     16288 |                     16272 |                    3108 |                      26260 |                      26252 |                      17840 |                      11336 |                      10301 |                      10282 |                       9290 | +0.00%       |       0.00 | +0.00%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|----------------|----------------|----------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|-------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| mllib_new_regbank_bitcast_peano  |                |                           |                |                  |                               |                               |                      4949 |                      5021 |                                453 |            668 |            795 |            795 |                 1118 |                  822 |                  532 |                  532 |            146 |                                 1236 |                                   1242 |             1006 |             4394 |             1854 |             1006 |              982 |          10411 |          21557 |          10411 |          10655 |          40861 |           35761 |           35761 |            7538 |           20563 |           14347 |               7185 |               4792 |               9861 |               4681 |              12873 |              23609 |               5193 |               29995 |             1103 |             4204 |             3655 |             4204 |             4204 |                    3881 |              862 |             1695 |             1191 |              694 |              694 |              694 |                                  688 |            231 |          132 |         2358 |                      8572 |                      8588 |                      3381 |                      8608 |                      3381 |                      3362 |                      2601 |                      5228 |           1170 |                     968 |                     520 |                           520 |                         6568 |        13777 |         1793 |             658 |                        7338 |                     4654 |                     3265 |                     2904 |                     2725 |              29299 |              16085 |              14557 |                     3203 |                     2952 |                    2724 |                    3388 |                    2221 |                    2701 |                    1199 |                    2395 |                     1017 |                      6435 |                      6435 |                      6416 |           5391 |                     739 |           1380 |           1947 |          34845 |                    3648 |                    1695 |                     14964 |                     14944 |                     14928 |                    2788 |                      19684 |                      19676 |                      11776 |                       5656 |                       4685 |                       4666 |                       3735 | -3.61%       |      11.36 | -0.99%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|----------------|----------------|----------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|-------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|
| Total diff                       |                |                           |                |                  |                               |                               | REGR(+1.98%)              | REGR(+1.95%)              | 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%)                | IMPR(-0.21%)             | IMPR(-0.31%)             | IMPR(-0.34%)             | IMPR(-0.37%)             | IMPR(-0.38%)       | IMPR(-0.54%)       | IMPR(-0.55%)       | IMPR(-0.62%)             | IMPR(-0.67%)             | IMPR(-0.73%)            | IMPR(-0.88%)            | IMPR(-1.33%)            | IMPR(-1.64%)            | IMPR(-1.64%)            | IMPR(-1.84%)            | IMPR(-2.40%)             | IMPR(-2.54%)              | IMPR(-2.54%)              | IMPR(-2.55%)              | IMPR(-2.57%)   | IMPR(-2.64%)            | IMPR(-2.68%)   | IMPR(-2.70%)   | IMPR(-3.05%)   | IMPR(-6.17%)            | IMPR(-6.87%)            | IMPR(-8.24%)              | IMPR(-8.25%)              | IMPR(-8.26%)              | IMPR(-10.30%)           | IMPR(-25.04%)              | IMPR(-25.05%)              | IMPR(-33.99%)              | IMPR(-50.11%)              | IMPR(-54.52%)              | IMPR(-54.62%)              | IMPR(-59.80%)              | -3.61%       |      11.36 | -0.99%      | +0.00%      | +0.00%      |
|----------------------------------|----------------|---------------------------|----------------|------------------|-------------------------------|-------------------------------|---------------------------|---------------------------|------------------------------------|----------------|----------------|----------------|----------------------|----------------------|----------------------|----------------------|----------------|--------------------------------------|----------------------------------------|------------------|------------------|------------------|------------------|------------------|----------------|----------------|----------------|----------------|----------------|-----------------|-----------------|-----------------|-----------------|-----------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|---------------------|------------------|------------------|------------------|------------------|------------------|-------------------------|------------------|------------------|------------------|------------------|------------------|------------------|--------------------------------------|----------------|--------------|--------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|-------------------------|-------------------------------|------------------------------|--------------|--------------|-----------------|-----------------------------|--------------------------|--------------------------|--------------------------|--------------------------|--------------------|--------------------|--------------------|--------------------------|--------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|-------------------------|--------------------------|---------------------------|---------------------------|---------------------------|----------------|-------------------------|----------------|----------------|----------------|-------------------------|-------------------------|---------------------------|---------------------------|---------------------------|-------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|----------------------------|--------------|------------|-------------|-------------|-------------|

@niwinanto niwinanto force-pushed the niwin.bitcast.regbank branch from d65574a to e286f8b Compare April 7, 2025 13:06
@niwinanto niwinanto force-pushed the niwin.bitcast.regbank branch from e286f8b to 7b1ec4b Compare April 7, 2025 13:24
andcarminati
andcarminati approved these changes Apr 7, 2025
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LGTM.

@niwinanto niwinanto merged commit 628b7e2 into aie-public Apr 7, 2025
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mgehre-amd pushed a commit that referenced this pull request Aug 21, 2025
@jorickert
Merge pull request #422 from Xilinx/bump_to_e6eb94d3
d061bda 
[AutoBump] Merge with fixes of e6eb94d (Sep 20) (8)
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@niwinanto @andcarminati