This is a fantastic project. It's crucial to note that Snakemake is an extension of Python, meaning you can directly incorporate Python code into your makefiles.

In our team, we utilize Snakemake along with Singularity. The key operations, such as model training and inference that aren't straightforward shell commands, are compartmentalized using containers. Snakemake significantly simplifies the process of integrating these various modules.