SLURM on The Augmented Scholar

Apptainer & Conda: Reproducible HPC Python Environments

Thu, 05 Mar 2026 00:00:00 +0000

Build Reproducible Python Environments with Apptainer & Conda — For HPC Researchers

Your Python script runs perfectly on your laptop. You transfer it to the cluster. Runtime fails. Missing dependencies. Version conflicts. Different Python builds. You spend hours debugging environment mismatches instead of running science.

SLURM Job Scheduling: Submit & Monitor HPC Jobs

Thu, 05 Mar 2026 00:00:00 +0000

Submit & Monitor HPC Jobs Using SLURM — Without Losing Your Data to Path Errors

You’ve just logged into your university’s HPC cluster for the first time. You write what you think is a perfect job script, submit it with sbatch, and 10 minutes later you find a cryptic error in the log file: “file does not exist.” Your absolute path was wrong. Or you forgot to specify GPU resources and your job waited in the queue for 3 hours doing nothing.

SSH & SLURM: Transfer Code to HPC Clusters

Thu, 05 Mar 2026 00:00:00 +0000

Transfer Code to HPC Clusters Using SSH, Singularity/Apptainer & SLURM

You’ve written working code on your laptop. Now you need to run it on your institution’s HPC cluster with 100+ GPUs—but you’re staring at a terminal with no idea how to get your files there, containerize your environment, or submit a job without breaking it.