northwestern-quest

name

northwestern-quest

description

Operate the Northwestern University Quest HPC cluster (SLURM) over SSH on the user's behalf: deploy code, submit / monitor / cancel jobs, manage GPU allocations, fetch results back, check quotas / partitions / GPU availability, and use the cluster as part of an iterate-loop. Use this skill whenever the user mentions running anything on Quest / the HPC / cluster ("run this on Quest", "submit to slurm", "check my quest jobs", "在 quest 上跑"), asks about job status, storage quota, transferring files to/from the cluster, installing packages on the cluster, or anything involving sbatch / squeue / srun / sinfo / Quest — even casually.

Northwestern Quest HPC Operations

Deploy, submit, monitor, and retrieve results on Quest (SLURM) over SSH, on the user's behalf. Top priority: never do anything that could violate cluster policy or draw administrator attention (see "Compliance red lines"). When in doubt, take the slower, by-the-book path — the user's account is not worth any shortcut.

0. Preflight — run this before any Quest work

All connection details live on the local machine in ~/.config/quest-hpc/config (shell syntax, KEY=value). This skill contains no account information; the config file is the single source of truth. Start every Quest session with:

bash <this-skill-dir>/scripts/preflight.sh

Branch on its output:

• READY host=... node=... — connection works; proceed. source the config file to get:
  • QUEST_HOST — ssh target (an alias or user@host). Use it everywhere: ssh "$QUEST_HOST" ..., rsync ... "$QUEST_HOST":...
  • QUEST_NETID — the user's Northwestern NetID
  • QUEST_ALLOCATION_ROOT — default project storage root, e.g. /projects/<allocationID> or a subdirectory of it the user works in (a project's own remote path, if recorded in that project's CLAUDE.md, takes precedence)
  • QUEST_SCRATCH_ROOT — /scratch/<netid> (auto-purged; see storage notes)
• NO_CONFIG — first use on this machine; run "Guided setup" below.
• NO_PASSWORDLESS — key-based login is broken. Stop all automated Quest operations. Tell the user: passwordless SSH is a prerequisite for automation — set up a key (ssh-keygen + ssh-copy-id <host>), then retry. Never type passwords for the user or try to work around authentication.

Guided setup (only on NO_CONFIG)

1. Scan for candidates: grep -B1 -A4 -i 'quest.northwestern.edu' ~/.ssh/config.
2. If nothing is found or multiple candidates exist, ask the user which Host to use and what their NetID is. Never guess account information.
3. Test passwordless login: ssh -o BatchMode=yes -o ConnectTimeout=10 <host> 'echo OK && hostname'.
4. On success, write ~/.config/quest-hpc/config (template in the header of scripts/preflight.sh) and chmod 600 it. Also probe for the project allocation: ssh <host> 'groups' — allocation IDs show up as groups like p12345/b1234. Confirm the directory exists (ls -d /projects/<id>) and record it in QUEST_ALLOCATION_ROOT. Note /projects/<id> is shared by all members of the allocation; a per-user subdirectory under it is a lab convention, not guaranteed — ask the user where their space is.
5. On failure, follow NO_PASSWORDLESS above; do not write QUEST_PASSWORDLESS=yes.

1. Compliance red lines (each one is a hard constraint)

1. Login nodes are for light operations only: ls / cat / squeue / sbatch / editing small files / small scp. Anything that burns CPU, memory, or heavy IO — installing packages, building conda/mamba environments, extracting large archives, bulk-deleting big directories, data processing, running any program — must go through a compute node, either an interactive allocation (salloc) or a batch job (sbatch).
2. Every Quest action must trace back to an explicit user request. Once the user says "run X on Quest", the deploy → submit → monitor → retrieve chain for that task can run autonomously; actions outside that scope (touching other directories, cancelling unrelated jobs) are off-limits.
3. Destructive operations require a confirmed list first: bulk rm, overwriting existing remote results, scancel on jobs not submitted in this task, killing an interactive/placeholder allocation another task may still need.
4. Rate-limit polling: status-check loops at ≥ 60-second intervals (don't hammer squeue). Batch several remote commands into one ssh call (ssh host 'cmd1; cmd2; cmd3') — fewer connections, lower latency.
5. Stay well below quota ceilings. Before a large submission, check current allocation load with squeue -u <netid> | wc -l. GPU allocations (QOSMaxGRESPerUser and similar) are limited per user — too many long-lived interactive/placeholder jobs blocks new sbatch submissions with that pending reason.
6. No restricted data on the cluster (HIPAA, FERPA, etc.). Never store or enter passwords/API keys (e.g. WANDB_API_KEY, HF_TOKEN) on the user's behalf — those belong in a project .env.

2. Status checks (when the user asks "how are my jobs doing?")

Grab everything in one ssh call:

ssh "$QUEST_HOST" 'squeue -u '"$QUEST_NETID"'; echo ---; sacct -X --starttime today -o JobID,JobName%20,State,Elapsed,ExitCode | tail -30'

To see	Command (inside ssh)
Running / queued jobs	squeue -u <netid>
Recent job outcomes (incl. failures)	sacct -X --starttime <date> -o JobID,JobName%20,State,Elapsed,ExitCode
Resource efficiency of a finished job	seff <jobid>
Storage quota	check the allocation's quota per Quest's storage documentation; quotas are set per PI allocation, not per user
Partition / node states	sinfo
GPU availability	sinfo -p gengpu -o "%n %G %t" (adjust partition name to the allocation's GPU partition)
Job logs	tail -50 <submit-dir>/slurm-<jobid>.out (or the path set via --output)
Live GPU utilization on an allocated node	ssh "$QUEST_HOST" "ssh <node> 'nvidia-smi --query-gpu=utilization.gpu,memory.used,memory.total --format=csv,noheader'"

Failure triage order: tail of the .err file → sacct State/ExitCode (OOM → more memory, TIMEOUT → more time, NODE_FAIL/PREEMPTED → just resubmit) → seff to see whether resources were undersized. A RUNNING job with 0% GPU utilization and near-zero memory is very likely an idle interactive placeholder, not active training — always verify GPU utilization before assuming a job is doing useful work.

3. Task routing

• Deploying code / transferring files / setting up environments (conda, uv) / storage & quota issues → read references/deploy.md first.
• Writing SLURM scripts / submitting jobs / GPU-type-aware requests / debugging jobs / long-running detached processes → read references/slurm.md first.
• Both at once (the common "run X on Quest") → read both, execute in deploy → slurm order.

4. Using Quest inside a loop (submit → wait → retrieve → iterate)

Standard loop skeleton:

1. Deploy changed files (full dependency-chain check, see deploy.md), then submit (see slurm.md).
2. Wait in the background, polling at ≥ 60s intervals (scale up to 5–10 minutes for long jobs):

   ssh "$QUEST_HOST" 'squeue -u '"$QUEST_NETID"' -h | wc -l'   # 0 = everything finished
   

   When the queue drains, immediately classify with sacct — COMPLETED vs FAILED vs PREEMPTED/TIMEOUT. An empty queue does not mean success.
3. Retrieve results: rsync -azP "$QUEST_HOST":<remote>/results/ ./results/ (incremental; safe to re-run).
4. Analyze locally → adjust code/parameters → back to 1. Re-run only the missing tasks using the idempotent submit pattern (slurm.md, "Idempotent submit pattern") — that pattern is what makes the whole loop safely re-entrant.

5. Key cluster facts (quick recall; details in references/)

• Scheduler: SLURM, reached over SSH from a login node.
• General-access partitions are short/normal/long (walltime tiers) plus gengpu for GPUs (mixed generations, e.g. A100 and H100, selected via --gres=gpu:a100:1 etc.); buy-in allocations have their own b#### partitions. Verify live with sinfo -o "%P %l %D %c %m %G".
• Durable project storage lives under /projects/<allocationID>/ — a directory shared by all members of the allocation, sized per the PI's storage allocation.
• /scratch/<netid>/ exists for temporary large outputs but is auto-purged (commonly after ~30 days) — never treat it as durable.
• Conda/mamba environments must be explicitly activated in non-interactive shells (SSH / SLURM scripts) — do not rely on .bashrc being sourced; source the cluster's mamba/conda init script directly.
• tmux may not be available on Quest compute nodes (check with command -v tmux); if absent, use nohup ... </dev/null >log 2>&1 & disown for long-running detached processes instead.

6. Off-campus access (knowledge, not an operation)

This section is background to explain when the user asks about connection problems — it is not something this skill configures or performs on its own. The skill always just uses $QUEST_HOST; whether that route needs a VPN is the user's local SSH client configuration, entirely outside the skill's operational scope. If off-campus access requires Northwestern's VPN, the same "install a key, set HostName to the login endpoint" recipe applies — check current Northwestern IT documentation for the up-to-date VPN/SSH requirements, since these evolve independently of this skill.