fullfanta commented on issue #14790: training speed at 1.4.0 is slower than 
1.3.1 with large number of classes.
URL: 
https://github.com/apache/incubator-mxnet/issues/14790#issuecomment-487507313
 
 
   @samskalicky 
   
   I installed mxnet_cu92-1.5.0b20190428 throuth pip and noticed training speed 
is almost close to 1.3.1.
   
   
   ```
   INFO:root:Epoch[0] Batch [0-20]      Speed: 1001.33 samples/sec      
accuracy=0.001395
   INFO:root:Epoch[0] Batch [20-40]     Speed: 992.78 samples/sec       
accuracy=0.466797
   INFO:root:Epoch[0] Batch [40-60]     Speed: 993.50 samples/sec       
accuracy=0.994873
   INFO:root:Epoch[0] Batch [60-80]     Speed: 991.49 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [80-100]    Speed: 995.76 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [100-120]   Speed: 995.24 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [120-140]   Speed: 990.84 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [140-160]   Speed: 992.87 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [160-180]   Speed: 994.61 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [180-200]   Speed: 997.63 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [200-220]   Speed: 987.09 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [220-240]   Speed: 994.05 samples/sec       
accuracy=1.000000
   INFO:root:Epoch[0] Batch [240-260]   Speed: 994.24 samples/sec       
accuracy=1.000000
   ```

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