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docs/quickstarts/pytorch.mdx
@@ -124,7 +124,7 @@ default it’s tuned for high throughput (e.g. ~10 Gbps target with multi-part
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downloads) and typically doesn’t need adjustment. We enabled
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enable_sharding=True so that if we use multiple data-loading workers, the
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dataset will automatically partition the data among them (more on this in
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-section 4).
+section 5).
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**Map-Style Example (optional)**: If you wanted to use a map-style dataset
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instead, you would call `S3MapDataset.from_prefix` similarly. For example:
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