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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2019/01/15 23:05:13 UTC

[GitHub] ptrendx commented on issue #13890: Improve bulking in Gluon

ptrendx commented on issue #13890: Improve bulking in Gluon
URL: https://github.com/apache/incubator-mxnet/pull/13890#issuecomment-454586193
 
 
   Perf comparison:
   ResNet-50 v1d from GluonCV on synthetic data, using slightly modified script to enable synthetic data, DGX1-V 32G. 
   - Default parameters from GluonCV script (128 per GPU, 8 GPUs, NAG optimizer)
      - Without this PR: 5700 imgs/s
      - With this PR: 5910 imgs/s
   - Small batch (32 per GPU), 1 GPU, NAG optimizer changed to SGD (as at such small batch lack of true mixed precision version of NAG optimizer skews results a lot):
      - Without this PR: 570 imgs/s
      - Without this PR (static_shape=False): 550 imgs/s
      - With this PR: 620 imgs/s
      - With this PR (static_shape=False): 600 imgs/s

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