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Update CNN benchmark result (#97)
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* update benchmark numbers

* update number

* update result
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roywei authored and sandeep-krishnamurthy committed Jun 15, 2018
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20 changes: 10 additions & 10 deletions benchmark/README.md
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| Instance Type | GPUs | Batch Size | Keras-MXNet (img/sec) | Keras-TensorFlow (img/sec) |
|---|---|---|---|---|
| P3.8X Large | 1 | 32 | 165 | 50 |
| P3.8X Large | 4 | 128 | 538 | 162 |
| P3.16X Large | 8 | 256 | 728 | 212 |
| P3.8X Large | 1 | 32 | 202 | 52 |
| P3.8X Large | 4 | 128 | 536 | 162 |
| P3.16X Large | 8 | 256 | 681 | 209 |

#### ResNet50-Synthetic Data

| Instance Type | GPUs | Batch Size | Keras-MXNet (img/sec) | Keras-TensorFlow (img/sec) |
|---|---|---|---|---|
| C5.18X Large | 0 | 32 | 9 | 4 |
| P3.8X Large | 1 | 32 | 229 | 164 |
| P3.8X Large | 4 | 128 | 728 | 409 |
| P3.16X Large | 8 | 256 | 963 | 164 |
| C5.18X Large | 0 | 32 | 13 | 4 |
| P3.8X Large | 1 | 32 | 194 | 184 |
| P3.8X Large | 4 | 128 | 764 | 393 |
| P3.16X Large | 8 | 256 | 1068 | 261 |


#### ResNet50-CIFAR10

| Instance Type | GPUs | Batch Size | Keras-MXNet (img/sec) | Keras-TensorFlow (img/sec) |
|---|---|---|---|---|
| C5.18X Large | 0 | 32 | 87 | 59 |
| P3.8X Large | 1 | 32 | TBD | TBD |
| P3.8X Large | 4 | 128 | 1792 | 1020 |
| P3.16X Large | 8 | 256 | 1618 | 962 |
| P3.8X Large | 1 | 32 | 831 | 498 |
| P3.8X Large | 4 | 128 | 1783 | 1020 |
| P3.16X Large | 8 | 256 | 1680 | 435 |


You can see more benchmark experiments with different instance types, batch_size and other parameters in [detailed CNN
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