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chentanjun
2019-11-21 10:11:28 +08:00
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@@ -109,7 +109,7 @@ There is better performance and less performance variation for both the co-locat
### Performance Isolation for Stand-Alone Workloads
This section shows the performance improvement and isolation provided by the CPU manager for stand-alone real-world workloads. We use two workloads from the [TensorFlow official models](https://github.com/tensorflow/models/tree/master/official): [wide and deep](https://github.com/tensorflow/models/tree/master/official/wide_deep) and [ResNet](https://github.com/tensorflow/models/tree/master/official/resnet). We use the census and CIFAR10 dataset for the wide and deep and ResNet models respectively. In each case the [pods](https://gist.github.com/balajismaniam/941db0d0ec14e2bc93b7dfe04d1f6c58) ([wide and deep](https://gist.github.com/balajismaniam/9953b54dd240ecf085b35ab1bc283f3c), [ResNet](https://gist.github.com/balajismaniam/a1919010fe9081ca37a6e1e7b01f02e3) request 24 CPUs which corresponds to a whole socket worth of cores. As shown in the plots, CPU manager enables better performance isolation in both cases.
This section shows the performance improvement and isolation provided by the CPU manager for stand-alone real-world workloads. We use two workloads from the [TensorFlow official models](https://github.com/tensorflow/models/tree/master/official): [wide and deep](https://github.com/tensorflow/models/tree/master/official/r1/wide_deep) and [ResNet](https://github.com/tensorflow/models/tree/master/official/r1/resnet). We use the census and CIFAR10 dataset for the wide and deep and ResNet models respectively. In each case the [pods](https://gist.github.com/balajismaniam/941db0d0ec14e2bc93b7dfe04d1f6c58) ([wide and deep](https://gist.github.com/balajismaniam/9953b54dd240ecf085b35ab1bc283f3c), [ResNet](https://gist.github.com/balajismaniam/a1919010fe9081ca37a6e1e7b01f02e3) request 24 CPUs which corresponds to a whole socket worth of cores. As shown in the plots, CPU manager enables better performance isolation in both cases.
![performance comparison](/images/blog/2018-07-24-cpu-manager/performance-comparison-2.png)