diff --git a/PyPantograph b/PyPantograph
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+/afs/cs.stanford.edu/u/brando9/PyPantograph
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diff --git a/main_krbtmux_bm.sh b/main_krbtmux_bm.sh
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+#!/bin/bash
+# SNAP cluster specific main sh script to run jobs
+# - snap: https://ilwiki.stanford.edu/doku.php?id=snap-servers:snap-servers and support il-action@cs.stanford.edu
+# - live server stats: https://ilwiki.stanford.edu/doku.php?id=snap-servers:snap-gpu-servers-stats
+
+# source $AFS/.bashrc.lfs
+source $AFS/.bash_profile
+conda activate pypantograph_env
+export CUDA_VISIBLE_DEVICES=1
+export CUDA_VISIBLE_DEVICES=$(nvidia-smi --query-gpu=memory.used --format=csv,nounits,noheader | awk '{print NR-1 " " $1}' | sort -nk2 | head -n1 | cut -d' ' -f1)
+echo CUDA_VISIBLE_DEVICES = $CUDA_VISIBLE_DEVICES
+
+# -- Run
+# - Pull merge with PyPantograph main
+cd $HOME/PyPantograph
+# git checkout brando
+git pull origin main
+git submodule update --init
+conda activate pypantograph_env
+poetry build
+pip install -e $HOME/PyPantograph
+pip install -e $HOME/gold-ai-olympiad
+python $HOME/PyPantograph/pantograph/server.py
+
+# -- Demo
+# python ~/snap-cluster-setup/src/train/simple_train_train.py
+# CUDA_VISIBLE_DEVICES=5 python src/test_vllm.py 
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