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Fix workload targets and max runtimes in docs #685

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Mar 6, 2024
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Fix workload targets and max runtimes in docs #685

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12 changes: 6 additions & 6 deletions DOCUMENTATION.md
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Expand Up @@ -400,12 +400,12 @@ The currently eight fixed workloads are:

| | **Task** | **Dataset** | **Model** | **Loss** | **Metric** | Validation<br>**Target** | Test<br>**Target** | Maximum<br>**Runtime** <br>(in secs) |
|------------|-------------------------------|-------------|-------------------------|----------|------------|--------------------------|----------------------|------------------------|
| **1** | Clickthrough rate prediction | Criteo 1TB | DLRMsmall | CE | CE | 0.123649 | 0.126060 | 21,600 |
| **2** | MRI reconstruction | fastMRI | U-Net | L1 | SSIM | 0.7344 | 0.741652 | 10,800 |
| **3<br>4** | Image classification | ImageNet | ResNet-50<br>ViT | CE | ER | 0.22569<br>0.22691 | 0.3440<br>0.3481 | 111,600 <br> 111,600 |
| **5<br>6** | Speech recognition | LibriSpeech | Conformer<br>DeepSpeech | CTC | WER | 0.078477<br>0.1162 | 0.046973<br>0.068093 | <br>72,000 |
| **7** | Molecular property prediction | OGBG | GNN | CE | mAP | 0.28098 | 0.268729 | 12,000 |
| **8** | Translation | WMT | Transformer | CE | BLEU | 30.8491 | 30.7219 | 80,000 |
| **1** | Clickthrough rate prediction | Criteo 1TB | DLRMsmall | CE | CE | 0.123735 | 0.126041 | 7,703 |
| **2** | MRI reconstruction | fastMRI | U-Net | L1 | SSIM | 0.723653 | 0.740633 | 8,859 |
| **3<br>4** | Image classification | ImageNet | ResNet-50<br>ViT | CE | ER | 0.22569<br>0.22691 | 0.3440<br>0.3481 | 63,008 <br> 77,520 |
| **5<br>6** | Speech recognition | LibriSpeech | Conformer<br>DeepSpeech | CTC | WER | 0.085884<br>0.119936 | 0.052981<br>0.074143 | 61,068<br>55,506 |
| **7** | Molecular property prediction | OGBG | GNN | CE | mAP | 0.28098 | 0.268729 | 18,477 |
| **8** | Translation | WMT | Transformer | CE | BLEU | 30.8491 | 30.7219 | 48,151 |

#### Randomized workloads

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