comaniac commented on issue #4188: [RFC][AutoTVM] Selective Tuning
URL: https://github.com/apache/incubator-tvm/issues/4188#issuecomment-549516927
 
 
   Thanks for the comments! Please see my responses and let me know what you 
think.
   
   * In the current proposal, user can manually specify the depdendency by 
`task.depend = rep_task`, and the user can implement any function to do so. On 
the other hand, we can also make it as a callback function like 
`autotvm.task.mark_depend(tasks, user_callback)`, but it raises concerns about 
the user callback function signature:
   
   1. If we define a distance function is a function that returns the distance 
(in any metric) of any two tasks (`callback(tasks: List[Task]) -> 
List[List[Float]]`), it is still unclear how should we group them.
   
   2. If we directly let user pass a callback function to group tasks 
(`callback(tasks: List[Task]) -> None`), it functions exactly the same as 
`mark_depend`, so it seems redundent.
   
   Based on the concerns, I'll prefer the current solution, and we can revisit 
it in the future when we have a more concrete idea about task pass.
   
   * New names based on your suggestions:
     * task.depend -> task.share_from
     * tuner.depend_mode -> tuner.share_mode
   

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