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Better formatting for pget instructions in setup() docs for Python #1576

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Mar 14, 2024
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Better formatting for pget instructions in setup() docs for Python #1576

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2 changes: 2 additions & 0 deletions docs/python.md
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Expand Up @@ -51,6 +51,7 @@ Prepare the model so multiple predictions run efficiently.
Use this _optional_ method to include any expensive one-off operations in here like loading trained models, instantiate data transformations, etc.

Many models use this method to download their weights (e.g. using [`pget`](https://github.com/replicate/pget)). This has some advantages:

- Smaller image sizes
- Faster build times
- Faster pushes and inference on [Replicate](https://replicate.com)
Expand All @@ -60,6 +61,7 @@ However, this may also significantly increase your `setup()` time.
As an alternative, some choose to store their weights directly in the image. You can simply leave your weights in the directory alongside your `cog.yaml` and ensure they are not excluded in your `.dockerignore` file.

While this will increase your image size and build time, it offers other advantages:

- Faster `setup()` time
- Ensures idempotency and reduces your model's reliance on external systems
- Preserves reproducibility as your model will be self-contained in the image
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