jackwish commented on issue #3859: [TOPI][AutoTVM] NHWC conv2d templates for ARM
URL: https://github.com/apache/incubator-tvm/pull/3859#issuecomment-557416474
 
 
   Hi @tmoreau89 , thanks for your comments!
   
   > Do you mind checking tuned performance for e2e resnet18 and/or mobilenet?
   
   I'd like to provide e2e performance too, though it seems pretty hard before 
we have a dedicated depthwise NHWC schedule. I will tune some workloads from 
MobileNet.
   
   > One thing to keep track of is the schedule space.
   
   The tuning space is a bit larger than NCHW, but still manageable. When 
evaluating the performance, I have a trail of 1000 and early stop of 500 for 
both NCHW and NHWC. The best result is obtained at about 500th iteration even 
with a sufficient large workload (image size 128 with input/output channel 128).
   
   > I'd recommend adding more comments in the schedule code.
   
   For sure I agree with this. Most of the TVM schedule primitives are 
straightforward (to people who have experience), while the recording are 
basically for locality in general regarding different workloads.
   
   

----------------------------------------------------------------
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.
 
For queries about this service, please contact Infrastructure at:
[email protected]


With regards,
Apache Git Services

Reply via email to