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Update README.md
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tchaton authored Feb 23, 2024
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Expand Up @@ -29,7 +29,7 @@ Find the reproducible [Studio Benchmark](https://lightning.ai/lightning-ai/studi

| Framework | Images / sec 1st Epoch (float32) | Images / sec 2nd Epoch (float32) | Images / sec 1st Epoch (torch16) | Images / sec 2nd Epoch (torch16) |
|---|---|---|---|---|
| PL Data | ${\textbf{\color{Fuchsia}5800.34}}$ | ${\textbf{\color{Fuchsia}6589.98}}$ | ${\textbf{\color{Fuchsia}6282.17}}$ | ${\textbf{\color{Fuchsia}7221.88}}$ |
| 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 |

Expand All @@ -39,9 +39,9 @@ Higher is better.

| Framework |Train Conversion Time | Val Conversion Time | Dataset Size | # Files |
|---|---|---|---|---|
| PL Data | ${\textbf{\color{Fuchsia}10:05 min}}$ | ${\textbf{\color{Fuchsia}00:30 min}}$ | ${\textbf{\color{Fuchsia}143.1 GB}}$ | 2.339 |
| PL Data | **10:05 min** | **00:30 min** | **143.1 GB** | 2.339 |
| Web Dataset | 32:36 min | 01:22 min | 147.8 GB | 1.144 |
| Mosaic ML | 49:49 min | 01:04 min | ${\textbf{\color{Fuchsia}143.1 GB}}$ | 2.298 |
| Mosaic ML | 49:49 min | 01:04 min | **143.1 GB** | 2.298 |

The dataset needs to be converted into an optimized format for cloud streaming. We measured how fast the 1.2 million images are converted.

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