It's read-only by design: it only ever runs squeue / scontrol, plus nvidia-smi for GPU telemetry (DCGM next). Nothing to trust it with, nothing it can break. Point it at a cluster and look.
# Install Squint
brew install hiteshsahu/tap/squint # (planned)
go install github.com/hiteshsahu/squint@latest
No cluster handy? It ships with a mock source, so squint runs on your laptop out of the box.
squint # mock data — runs anywhere
Keys:
- q quit
- r refresh (auto refresh every 2s)
- ↑/↓/PgUp/PgDn/wheel to scroll.
squint --live # read your real Slurm cluster
Caravan bundles a real local Slurm cluster (controller + GPU compute nodes) into one CLI
macOS / Linux
# start a local Slurm cluster in Docker/Podman
caravan cluster up
# run a gpu workload
caravan submit workloads\long_running_example.sh
# monitor jobs
squint --liveWindows (PowerShell)
.\caravan.exe cluster up
$env:GOOS = "linux"; $env:GOARCH = "amd64"; go build -o squint.linux .
docker cp squint.linux slurmctld:/usr/local/bin/squint
docker exec -it slurmctld squint --liveBecause cluster state is often hidden behind pages of
squeueoutput.
Squint turns that into something you can understand at a glance.
Slurm is powerful but feels like infrastructure from another era squeue is hard to read, "why is my job pending?" is a dark art, and nothing shows you what the GPUs are actually doing. squint is the live, GPU-native view of your cluster, in your shell, right now.
Two things nothing else in the Slurm ecosystem does well:
Every GPU on every node, colored by utilization and mapped to the job that owns it so the eight A100s allocated to a job using none of them light up red.
GPU heatmap with idle-shaming.
That's the "who's squatting?" view every platform team wants and no Slurm tool gives them.
Reason=(QOSMaxGRESPerUser) becomes "You've hit your GPU quota for this QOS — wait for a running job to finish, or submit somewhere with more headroom." For every common reason code, with the fix.
- Requires Go 1.22+
# Install dependencies
go mod tidyTests are run as part of CI itself.
# Build
go build ./...
# Formatting go file
gofmt -w .
# Linting
go vet ./...
- Run with mock gpu data
- Any Machine: macOS, Windows, Linux
go run .- Run with Real GPU data
- SLURM must be installed — squeue/scontrol/slurmd/munge present.
- Only Linux or Winodws with WSL
go run . --live # Run with real Slurm
Keys: q quit · r refresh. Polls every 2s.
Run test
go test ./...
# Test with coverage
go test -race -coverprofile=coverage.out ./...
# See code coverage
go tool cover -func=coverage.out
┌────────────────────────────────────────────┐
│ Squint TUI │
│ GPU heatmap • jobs panel • dashboard │
└──────────────────┬─────────────────────────┘
│
▼
┌────────────────────────────────────────────┐
│ Source Layer │
│ Mock Source • Live Source │
└──────────────────┬─────────────────────────┘
│
▼
┌────────────────────────────────────────────┐
│ Queue & GPU Insights │
│ Pending-Reason Translation │
│ Job → Node → GPU Allocation │
└──────────────────┬─────────────────────────┘
│
▼
┌────────────────────────────────────────────┐
│ Slurm │
│ squeue • scontrol • nvidia-smi │
└────────────────────────────────────────────┘
The Source interface is the whole seam: Mock and Live both implement it, and the TUI never knows which one it's talking to.
squint/
├── main.go # CLI entrypoint (--live flag, Bubble Tea program)
├── internal/
│ ├── model/
│ │ └── types.go # Job, GPU, Node, Snapshot
│ │
│ ├── source/
│ │ ├── source.go # Source interface + Mock (runs anywhere)
│ │ ├── live.go # Live: squeue/scontrol + job→node→GPU attribution
│ │ ├── slurm.go # squeue/scontrol output parsing
│ │ ├── pending.go # Slurm reason-code → plain-English translator
│ │ └── telemetry.go # nvidia-smi GPU telemetry
│ │
│ └── tui/
│ ├── app.go # Bubble Tea model: poll, fetch, keys
│ └── view.go # Lip Gloss rendering: heatmap + jobs panel
│
├── go.mod
├── README.md
└── LICENSEThe Source interface is the whole seam:
Mock— deterministic demo data, runs anywhere, no Slurm needed.Live— realsqueue/scontrol, plusnvidia-smitelemetry when available (DCGM next).- The TUI never knows the difference.
squint grows up one rung at a time — each earns the right to the next.
- L0 — Observe (here) — read-only GPU-aware TUI.
- L1 — Act — cancel / hold / requeue from the TUI; job-done desktop & Slack pings.
- L2 — Declare — clean job specs with pre-submit validation;
squint rerun <jobid>. - L3 — API — a friendly daemon over Slurm with a real job-state event stream.
It also emits Prometheus metrics, so it can feed a longer-term observability stack rather than replace one.
Issues, ideas, and pull requests are welcome.
If Squint helped you understand your cluster a little faster, consider giving the project a ⭐.
© 2026 Hitesh Kumar Sahu · Licensed under Apache 2.0