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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2019/04/29 21:40:45 UTC

[GitHub] [incubator-mxnet] roywei opened a new issue #14838: regression from cudnn upgrade from 7.3.1 to 7.5.0

roywei opened a new issue #14838: regression from cudnn upgrade from 7.3.1 to 7.5.0
URL: https://github.com/apache/incubator-mxnet/issues/14838
 
 
   We have recently found a performance regression on training imagenet with resnet50v1 when upgrading from **cudnn 7.3.1 to 7.5.0**
   
   **Speed droped from ~5800 images/s to ~4800 images/s**
   
   Environment is AWS DLAMI with AMI ID : ami-2dcceb57 (available in us-east)
   
   
   command:
   ```
   python mxnet_benchmark/train_imagenet.py --use-rec --batch-size 256 --dtype float16 --num-data-workers 40 --num-epochs 90 --gpus 0,1,2,3,4,5,6,7 --lr 0.8 --lr-decay-epoch 30,60,80 --warmup-epochs 5 --last-gamma --mode hybrid --model resnet50_v1b
   ```
   code at: https://github.com/rahul003/deep-learning-benchmark-mirror/blob/master/mxnet_benchmark/train_imagenet.py
   
   our nightly pip packages were impacted because now we are building with cuddn 7.5.0.
   Stable version of mxnet pip packages are not impacted.
   
   I m using this issue to keep track so everyone can be updated.
   
   cc
   @szha @DickJC123 @stu1130 @pinaraws

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