[GitHub] [tvm] tmoreau89 opened a new pull request #10225: [TVMC] End to end benchmarking

[GitBox <gi...@apache.org>]

tmoreau89 opened a new pull request #10225:
URL: https://github.com/apache/tvm/pull/10225


   [End to end benchmarking](https://github.com/apache/tvm/pull/8858) was added to the VM and graph executor in order to faithfully represent execution time of a graph module in order to account for data transfer overheads. This can be particularly significant on discrete GPUs, where PCI-E transfers are important to account for in a typical model serving deployment.
   
   This PR proposes to modify the default measurement done by TVMC to always benchmark end to end execution time from CPU local device context. 
   Another option is to expose in TVMC a flag that lets the user perform end to end benchmarking. I recommend however not benchmarking without data transfer overheads as it presents an overly optimistic outlook on TVM performance.


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[GitHub] [tvm] tmoreau89 closed pull request #10225: [TVMC] End to end benchmarking

[GitBox <gi...@apache.org>]

tmoreau89 closed pull request #10225:
URL: https://github.com/apache/tvm/pull/10225


   


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