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Update 3.mdx #961

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4 changes: 2 additions & 2 deletions chapters/en/chapter2/3.mdx
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Expand Up @@ -46,12 +46,12 @@ This will save two files to your disk:
```
ls directory_on_my_computer

config.json pytorch_model.bin
config.json model.safetensos
```

If you look inside the *config.json* file, you'll see all the necessary attributes needed to build the model architecture. This file also contains some metadata, such as where the checkpoint originated and what 🤗 Transformers version you were using when you last saved the checkpoint.

The *pytorch_model.bin* file is known as the state dictionary; it contains all your model's weights. The two files work together: the configuration file is needed to know about the model architecture, while the model weights are the parameters of the model.
The *model.safetensos* file is known as the state dictionary; it contains all your model's weights. The two files work together: the configuration file is needed to know about the model architecture, while the model weights are the parameters of the model.

To reuse a saved model, use the `from_pretrained()` method again:

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