docs: temporal update to indicate persistent storage (#4355)

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# Description

Please include a summary of the changes and the related issue. Please
also include relevant motivation and context. List any dependencies that
are required for this change.

This is a temporal update to show how to enable persistent storage in HF
Spaces, while the option is not available in the configuration page.

Closes #4299 

**Type of change**

(Remember to title the PR according to the type of change)

- [ x] Documentation update

**How Has This Been Tested**

(Please describe the tests that you ran to verify your changes.)

- [ x] `sphinx-autobuild` (read [Developer
Documentation](https://docs.argilla.io/en/latest/community/developer_docs.html#building-the-documentation)
for more details)

**Checklist**

- [ ] I added relevant documentation
- [ ] I followed the style guidelines of this project
- [ ] I did a self-review of my code
- [ ] I made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] I filled out [the contributor form](https://tally.so/r/n9XrxK)
(see text above)
- [ ] I have added relevant notes to the `CHANGELOG.md` file (See
https://keepachangelog.com/)

docs/_source/getting_started/installation/deployments/huggingface-spaces.md

@@ -3,7 +3,7 @@
 Argilla nicely integrates with the Hugging Face stack (`datasets`, `transformers`, `hub`, and `setfit`), and now it can also be deployed using the Hub's Spaces.
 
 ```{warning}
-HuggingFace Spaces now have persistent storage and this is supported from Argilla 1.11.0 onwards, but you will need to manually activate it via the HuggingFace Spaces settings. Otherwise, unless you're on a paid space upgrade, after 48 hours of inactivity the space will be shut off and you will lose all the data. To avoid losing data, we highly recommend using the persistent storage layer offered by HuggingFace.
+Hugging Face Spaces now have persistent storage and this is supported from Argilla 1.11.0 onwards, but you will need to manually activate it via the Hugging Face Spaces settings. Otherwise, unless you're on a paid space upgrade, after 48 hours of inactivity the space will be shut off and you will lose all the data. To avoid losing data, we highly recommend using the persistent storage layer offered by Hugging Face. For more info check the ["Setting up persistent storage"](#setting-up-persistent-storage) section.
 ```
 
 In this guide, you'll learn to deploy your own Argilla app and use it for data labeling workflows right from the Hub.
@@ -22,9 +22,7 @@ You can deploy Argilla on Spaces with just a few clicks:
 
 You need to define the **Owner** (your personal account or an organization), a **Space name**, and the **Visibility** (`Public` or `Private`, in which case you will need to [set a `HF_TOKEN`](https://huggingface.co/settings/tokens)). If you plan to use the Space frequently or handle large datasets for data labeling and feedback collection, upgrading the hardware with a more powerful CPU and increased RAM can enhance performance.
 
-<div class="flex justify-center">
-<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spaces-argilla-new-space.png"/>
-</div>
+![HF_Spaces](../../../_static/images/installation/huggingface-spaces/hf-no-persistent-storage.PNG)
 
 :::{tip}
 If you want to customize the title, emojis, and colors of your space, go to "Files and Versions" and edit the metadata of your README.md file.
@@ -42,7 +40,7 @@ You'll see the login screen where you need to use either `admin` or `argilla` wi
 </div>
 
 :::{tip}
-For quick experimentation, you can jump directly into the next section. If you want to add access restrictions, go to the "Setting up secret environment variables" at the end of this document. Setting up secret variables is recommended for longer-term usage.
+For quick experimentation, you can jump directly into the next section. If you want to add access restrictions, go to the ["Setting up secret environment variables"](#setting-up-secret-environment-variables) at the end of this document. In addition, if you prefer to enable persistent storage, go to the following [section](#setting-up-persistent-storage). Setting up secret variables and persistent storage is recommended for longer-term usage.
 :::
 
 ### Your Argilla Space URL
@@ -138,6 +136,14 @@ As a next step, you can check the [Argilla Tutorials](https://docs.argilla.io/en
 
 If you have improvement suggestions or need specific support, please join [Argilla Slack community](https://join.slack.com/t/rubrixworkspace/shared_invite/zt-whigkyjn-a3IUJLD7gDbTZ0rKlvcJ5g) or reach out on [Argilla's GitHub repository](https://github.com/argilla-io/argilla).
 
+## Setting up persistent storage
+
+Hugging Face Spaces recently introduced a feature for persistent storage, which must be enabled manually through the Hugging Face Spaces settings. Without this activation, and if you're not subscribed to a paid space upgrade, the space will automatically shut down after 48 hours of inactivity, resulting in data loss. To prevent this, we highly recommend using the persistent storage layer offered by Hugging Face.
+
+To enable [persistent storage](https://huggingface.co/docs/hub/spaces-storage#persistent-storage), go to the "Settings" tab on your created Space and click on the desired plan on the "Persistent Storage" section. This will enable persistent storage for your Space and you will be able to use it for data labeling and feedback collection.
+
+![Alt text](../../../_static/images/installation/huggingface-spaces/persistent-storage.PNG)
+
 ## Setting up secret environment variables
 
 The Space template provides a way to set up different **optional settings** focusing on securing your Argilla Space.