gemini-code-assist[bot] commented on PR #18545:
URL: https://github.com/apache/tvm/pull/18545#issuecomment-3611971459

   ## Summary of Changes
   
   Hello @ConvolutedDog, 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 refines the configuration of static shape tuning 
parameters within the `relax` pipeline. It introduces a new parameter, 
`max_trials_per_task`, to provide finer control over the tuning process. 
Additionally, it updates the tutorial to leverage these parameters for more 
efficient demonstrations and provides clearer documentation on their 
interaction and recommended usage for both tutorial and production scenarios.
   
   ### Highlights
   
   * **Exposed new tuning parameter**: The `max_trials_per_task` parameter has 
been exposed in the `static_shape_tuning_pipeline` function, allowing for more 
granular control over the tuning process.
   * **Tutorial parameter adjustment**: The default `TOTAL_TRIALS` in the 
tutorial has been reduced from 8000 to 80, and `MAX_TRIALS_PER_TASK` set to 4, 
to facilitate quicker demonstration and feedback.
   * **Enhanced documentation**: Comprehensive documentation has been added to 
the tutorial and the `static_shape_tuning_pipeline` function, clarifying the 
relationship and optimal usage of `MAX_TRIALS_PER_TASK` and `TOTAL_TRIALS`.
   
   
   
   
   
   
   
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