@nswamy 

With Speedometer's `auto_reset=True`

```
INFO:root:Epoch[0] Batch [1-100]  Speed: 45690.13 samples/sec     
accuracy=0.772123
INFO:root:Epoch[0] Batch [101-200]  Speed: 50611.24 samples/sec     
accuracy=0.898594
.
.
.
INFO:root:Epoch[0] Batch [801-900]  Speed: 52047.39 samples/sec     
accuracy=0.950625
INFO:root:Epoch[0] Batch [901-938] Train-accuracy=0.944679
INFO:root:Epoch[0] Time cost=1.250
INFO:root:Epoch[0] Validation-accuracy=0.953125
```

With `auto_reset=False`

```
INFO:root:Epoch[0] Batch [1-100]        Speed: 16628.82 samples/sec     
accuracy=0.759746
INFO:root:Epoch[0] Batch [1-200]        Speed: 40806.39 samples/sec     
accuracy=0.828980
.
.
.
INFO:root:Epoch[0] Batch [1-900]        Speed: 42613.81 samples/sec     
accuracy=0.911470
INFO:root:Epoch[0] Batch [1-938] Train-accuracy=0.912830
INFO:root:Epoch[0] Time cost=1.811
INFO:root:Epoch[0] Validation-accuracy=0.956509
```

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12182 ]
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