jinchengchenghh commented on issue #9098:
URL: 
https://github.com/apache/incubator-gluten/issues/9098#issuecomment-3397613637

   Yes, we notice the first stage contains table scan operator which is not 
fast, so we will only offload the computation second stage to GPU, 1 GPU T4 can 
gain 3x than 8 CPU, and after we optimize the shuffle reader, we can gain more 
performance boost.
   
   <img width="889" height="591" alt="Image" 
src="https://github.com/user-attachments/assets/e124146f-252a-43d9-9860-6aa2758b87dd";
 />


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