# Code Requirements

**To ensure the reproducibility of your work, you will need to follow certain guidelines to participate in the competition. These guidelines will also allow our scoring system to run your code in the cloud during the Out-of-Sample period without any issues.**

**The guidelines concern:**

* Code architecture
* Resources consumed by your code, including RAM, CPU, and GPU
* Usage of external libraries

{% hint style="info" %}
Always make sure that your code is properly working using the CrunchDAO code interface, that your code can run under the allowed resources and that the libraries your notebook uses are whitelisted.&#x20;
{% endhint %}


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