shingjan commented on PR #12141:
URL: https://github.com/apache/tvm/pull/12141#issuecomment-1197495761

   Local integration test for resnet18/llvm:
   ```
    ID |                                                                        
Name |      FLOP | Weight | Speed (GFLOPS) | Latency (us) | Weighted Latency 
(us) | Trials | Terminated 
   
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
     0 |                                                         
fused_nn_conv2d_add |  12870144 |      1 |       375.4210 |      34.2819 |      
         34.2819 |     32 |          Y 
     1 |                                                       
fused_nn_conv2d_add_1 |  12895232 |      1 |       398.5375 |      32.3564 |    
           32.3564 |     32 |          Y 
     2 |                                                       
fused_nn_conv2d_add_2 |  12945408 |      1 |       464.8020 |      27.8514 |    
           27.8514 |     32 |          Y 
     3 |                                                      
fused_layout_transform |         1 |      1 |         0.0002 |       5.7608 |   
             5.7608 |      2 |          Y 
     4 |                                                 
fused_nn_conv2d_add_nn_relu | 237633536 |      1 |       387.8015 |     
612.7711 |              612.7711 |     32 |          Y 
     5 |                                                         
fused_nn_max_pool2d |   1806336 |      1 |       157.2717 |      11.4854 |      
         11.4854 |     32 |          Y 
     6 |                                               
fused_nn_conv2d_add_nn_relu_1 | 231612416 |      2 |       383.7106 |     
603.6122 |             1207.2245 |     32 |          Y 
     7 |                                             
fused_nn_conv2d_add_add_nn_relu | 231813120 |      2 |       442.1804 |     
524.2501 |             1048.5002 |     32 |          Y 
     8 |                                               
fused_nn_conv2d_add_nn_relu_2 | 115806208 |      1 |       362.1544 |     
319.7703 |              319.7703 |     32 |          Y 
     9 |       
fused_nn_contrib_conv2d_winograd_without_weight_transform_add_nn_relu |  
93227008 |      1 |       293.8712 |     317.2377 |              317.2377 |     
32 |          Y 
    10 |   
fused_nn_contrib_conv2d_winograd_without_weight_transform_add_add_nn_relu |  
93327360 |      2 |       281.1145 |     331.9906 |              663.9812 |     
32 |          Y 
    11 |                                               
fused_nn_conv2d_add_nn_relu_3 | 115705856 |      1 |       437.5283 |     
264.4534 |              264.4534 |     32 |          Y 
    12 |     
fused_nn_contrib_conv2d_winograd_without_weight_transform_add_nn_relu_1 |  
98600960 |      1 |       330.2098 |     298.6010 |              298.6010 |     
32 |          Y 
    13 | 
fused_nn_contrib_conv2d_winograd_without_weight_transform_add_add_nn_relu_1 |  
98651136 |      2 |       298.1799 |     330.8444 |              661.6887 |     
32 |          Y 
    14 |                                               
fused_nn_conv2d_add_nn_relu_4 | 115655680 |      1 |       381.0609 |     
303.5097 |              303.5097 |     32 |          Y 
    15 |                                               
fused_nn_conv2d_add_nn_relu_5 | 231261184 |      1 |       408.4514 |     
566.1902 |              566.1902 |     32 |          Y 
    16 |                                           
fused_nn_conv2d_add_add_nn_relu_1 | 231286272 |      2 |       332.2502 |     
696.1209 |             1392.2417 |     32 |          Y 
    17 |                                                
fused_nn_adaptive_avg_pool2d |     25600 |      1 |         5.7029 |       
4.4890 |                4.4890 |     32 |          Y 
    18 |                                      
fused_layout_transform_reshape_squeeze |         1 |      1 |         0.0003 |  
     3.6907 |                3.6907 |      1 |            
    19 |                                                          
fused_nn_dense_add |   1025000 |      1 |       161.2829 |       6.3553 |       
         6.3553 |     32 |          Y 
   
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
   ```
   
   Profiler table:
   ```
    ID |                                        Name | Time (min) | Percentage 
   ----------------------------------------------------------------------------
       |                                       Total |    61.9612 |   100.0000 
     1 |                   EvoSearch/Evolve/Mutation |    30.6629 |    49.4873 
     2 |              EvoSearch/SampleInitPopulation |     8.4259 |    13.5987 
     3 |                               SendToBuilder |     8.4254 |    13.5979 
     4 |                       EvoSearch/Evolve/Misc |     6.0477 |     9.7604 
     5 |     EvoSearch/Evolve/PredictNormalizedScore |     3.3436 |     5.3962 
     6 |                                SendToRunner |     2.3616 |     3.8115 
     7 |                            ApplyHistoryBest |     1.5547 |     2.5091 
     8 |                              TaskExtraction |     0.4576 |     0.7386 
     9 |             MeasureCallback/UpdateCostModel |     0.1178 |     0.1901 
    10 |                              InitializeTask |     0.1092 |     0.1762 
    11 |               MeasureCallback/AddToDatabase |     0.0181 |     0.0292 
    12 |                 EvoSearch/PickWithEpsGreedy |     0.0152 |     0.0245 
    13 |              EvoSearch/PickBestFromDatabase |     0.0149 |     0.0241 
    14 |              MeasureCallback/EchoStatistics |     0.0050 |     0.0081 
    15 |         MeasureCallback/RemoveBuildArtifact |     0.0009 |     0.0015 
    16 |                           JoinRunnerFutures |     0.0003 |     0.0005 
    17 | EvoSearch/Evolve/Misc/CopyMeasuredWorkloads |     0.0000 |     0.0000 
   ----------------------------------------------------------------------------
   ```


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