masahi commented on pull request #7044:
URL: https://github.com/apache/tvm/pull/7044#issuecomment-740084249


   > What kind of perf improvement do you see with this?
   
   Well, the comparison would be a bit embarrassing, since the current one is 
the worst gpu kernel ever :) Below is an excerpt from nvprof log. This result 
is obtained on my crappy laptop gpu, but the difference is still significant (5 
ms vs 20 us).  
   
   Current one
   ```
   Duration  Grid Size  Block Size Name
   5.5576ms  (1 1 1)    (1 1 1)    fused_scatter_add_1_kernel1
   ```
   
   New one in this PR
   ```                                                                          
                                                                                
                                                                                
                                                                                
                    
   Duration  Grid Size  Block Size Name
   22.176us  (10 1 1)   (1024 1 1) fused_scatter_add_1_kernel1
   ```


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