shingjan commented on PR #12141:
URL: https://github.com/apache/tvm/pull/12141#issuecomment-1197830152
bert base llvm:
```
ID | Name |
FLOP | Weight | Speed (GFLOPS) | Latency (us) | Weighted Latency (us) |
Trials | Terminated
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------
0 | fused_take |
1 | 1 | 0.0002 | 5.2482 | 5.2482 |
1 |
1 | fused_nn_dense_add_fast_tanh |
1204224 | 1 | 114.1531 | 10.5492 | 10.5492 |
32 | Y
2 | fused_reshape_add_reshape_transpose_reshape |
49152 | 12 | 1.7456 | 28.1570 | 337.8840 |
1 | Y
3 | fused_variance |
147520 | 25 | 17.0011 | 8.6771 | 216.9272 |
32 | Y
4 | fused_mean |
49216 | 25 | 6.1650 | 7.9831 | 199.5783 |
32 | Y
5 | fused_cast_take_add |
49152 | 1 | 2.5341 | 19.3960 | 19.3960 |
2 | Y
6 | fused_reshape_add_reshape_transpose_reshape_1 |
49152 | 24 | 4.7436 | 10.3617 | 248.6808 |
1 | Y
7 | fused_reshape_divide_add |
98304 | 12 | 12.9576 | 7.5866 | 91.0392 |
2 | Y
8 | fused_nn_fast_softmax |
4374528 | 12 | 89.9165 | 48.6510 | 583.8123 |
32 | Y
9 | fused_reshape |
1 | 12 | 0.0000 | 117.9034 | 1414.8410 |
1 | Y
10 | fused_nn_batch_matmul |
6291456 | 24 | 141.6181 | 44.4255 | 1066.2123 |
32 | Y
11 | fused_reshape_transpose_reshape |
1 | 12 | 0.0000 | 29.6311 | 355.5735 |
1 | Y
12 | fused_nn_dense |
75497472 | 48 | 191.4222 | 394.4030 | 18931.3435 |
32 | Y
13 | fused_reshape_1 |
1 | 24 | 0.0001 | 10.0435 | 241.0438 |
1 | Y
14 | fused_nn_dense_1 |
301989888 | 12 | 178.7608 | 1689.3522 | 20272.2265 |
32 | Y
15 | fused_reshape_add_multiply_fast_erf_multiply_add_multiply_reshape |
15532032 | 12 | 4.0672 | 3818.8959 | 45826.7502 |
1 | Y
16 | fused_nn_dense_2 |
301989888 | 12 | 240.5859 | 1255.2267 | 15062.7200 |
32 | Y
17 | fused_reshape_add_add |
98304 | 24 | 12.5405 | 7.8389 | 188.1338 |
2 | Y
18 | fused_subtract_add_sqrt_divide_multiply_add |
196672 | 25 | 12.7443 | 15.4322 | 385.8043 |
2 | Y
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------
```
profiler table
```
ID | Name | Time (min) | Percentage
----------------------------------------------------------------------------
| Total | 15.5728 | 100.0000
1 | MeasureCallback/UpdateCostModel | 5.2182 | 33.5082
2 | EvoSearch/Evolve/PredictNormalizedScore | 2.4700 | 15.8609
3 | EvoSearch/Evolve/Mutation | 2.1395 | 13.7387
4 | SendToRunner | 1.5999 | 10.2737
5 | EvoSearch/Evolve/Misc | 1.5694 | 10.0778
6 | SendToBuilder | 0.9345 | 6.0006
7 | EvoSearch/SampleInitPopulation | 0.7653 | 4.9146
8 | ApplyHistoryBest | 0.5334 | 3.4250
9 | TaskExtraction | 0.1634 | 1.0490
10 | InitializeTask | 0.0280 | 0.1798
11 | EvoSearch/PickWithEpsGreedy | 0.0047 | 0.0304
12 | EvoSearch/PickBestFromDatabase | 0.0036 | 0.0232
13 | MeasureCallback/AddToDatabase | 0.0019 | 0.0125
14 | MeasureCallback/RemoveBuildArtifact | 0.0004 | 0.0028
15 | MeasureCallback/EchoStatistics | 0.0002 | 0.0010
16 | JoinRunnerFutures | 0.0002 | 0.0010
17 | EvoSearch/Evolve/Misc/CopyMeasuredWorkloads | 0.0000 | 0.0000
----------------------------------------------------------------------------
```
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