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tchaton committed Feb 21, 2024
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Expand Up @@ -26,12 +26,28 @@ Finally, the `StreamingDataset` is fast! Check out our [benchmark](https://light

### Imagenet-1.2M Streaming from AWS S3

<style>
.heatMap {
width: 70%;
text-align: center;
}
.heatMap th {
background: grey;
word-wrap: break-word;
text-align: center;
}
.heatMap tr:nth-child(2) { background: red; }
</style>

<div class="heatMap">

| Framework | Images / sec 1st Epoch (float32) | Images / sec 2nd Epoch (float32) | Images / sec 1st Epoch (torch16) | Images / sec 2nd Epoch (torch16) |
|---|---|---|---|---|
| PL Data | <span style="color:blue">5800.34</span> | 6589.98 | 6282.17 | 7221.88 |
| PL Data | 5800.34 | 6589.98 | 6282.17 | 7221.88 |
| Web Dataset | 3134.42 | 3924.95 | 3343.40 | 4424.62 |
| Mosaic ML | 2898.61 | 5099.93 | 2809.69 | 5158.98 |

</div>

### Imagenet-1.2M Preparation

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