# Code-based Compute

`JupyterLab` and `RStudio` runtimes enable users to perform custom analyses without leaving Panomics' secure environment. Assets generated using `Standard Compute` can be seamlessly copied to `JupyterLab` and `RStudio` from any project's Assets tab.

### Spinning-up a JupyterLab runtime

{% embed url="<https://www.loom.com/share/ccded7e1307141769763af942a1b55d3?sid=4af5295e-c7c0-4b89-b7b7-cf98b966693c>" %}
Spin-up a JupyterLab runtime
{% endembed %}

### Copying assets to and from a JupyterLab runtime

JupyterLab runtimes have a `panomics` folder that ensures communication with the Panomics platform. That folder is mounted in all projects, under the Assets tab.&#x20;

{% embed url="<https://www.loom.com/share/9ab48f4eea0c45f59fcdae27bbfa3cac?sid=ad405246-c36f-47bd-ae7f-bc9e0363ca47>" %}
Copying assets
{% endembed %}

### Terminating a JupyterLab runtime

{% hint style="warning" %}
Before terminating a JupyterLab runtime, make sure to copy all desired files to your `Project` mount.
{% endhint %}

In order to terminate a JupyterLab runtime, the `panomics` folder must be empty. This ensures no accidental data loss can take place.&#x20;

{% embed url="<https://www.loom.com/share/dd65ccc2677441168785e259c1121af1?sid=31333d2f-17e2-4537-80d2-0e74506b0225>" %}
Terminate a JupyterLab runtime
{% endembed %}


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