gemini-code-assist[bot] commented on PR #18539:
URL: https://github.com/apache/tvm/pull/18539#issuecomment-3600066259

   ## Summary of Changes
   
   Hello @tlopex, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull 
request and will post my feedback shortly. In the meantime, here's a summary to 
help you and other reviewers quickly get up to speed!
   
   This pull request addresses critical bugs in the end-to-end optimization 
tutorial, specifically preventing its correct execution on GPU devices. The 
changes ensure that the tutorial now runs flawlessly on GPUs by implementing 
necessary scheduling transformations and refining the way virtual machine 
outputs are processed, thereby enhancing the tutorial's reliability and 
usability for GPU deployment.
   
   ### Highlights
   
   * **GPU Schedule Transformation**: The `DefaultGPUSchedule` transformation 
has been applied to the GPU compilation path. This ensures proper thread 
binding for GPU functions, resolving a memory verification error that 
previously occurred.
   * **Virtual Machine Output Handling**: The handling of Virtual Machine (VM) 
output has been corrected. The tutorial now properly extracts the tensor from 
the VM's return value, fixing an issue where the output was not being retrieved 
as expected.
   
   
   
   
   
   
   
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