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Global nvitop: web-based GPU monitoring dashboard for all your remote servers via SSH

Project description

gnvitop

Global nvitop --- a web-based GPU monitoring dashboard that monitors all your remote GPU servers from a single page. 960cd5fae22199ece06060e7ec8862a4

Like nvitop, but for all your servers at once, displayed as a beautiful web dashboard.

pip install gnvitop
gnvitop

How It Works

  1. Monitors local GPU automatically (no config needed)
  2. Reads your ~/.ssh/config and SSH into each remote server
  3. Runs nvidia-smi to collect GPU stats and per-GPU process/user info
  4. Displays everything in a real-time web dashboard with current user highlight
  5. Auto-refreshes every 30 seconds
                          ┌──> localhost (nvidia-smi) ──> Local GPUs
gnvitop ──> Browser ──>  ├──> Server A (nvidia-smi) ──> 4x A100
                          ├──> Server B (nvidia-smi) ──> 8x V100
                          ├──> Server C (nvidia-smi) ──> 2x RTX 4090
                          └──> Server D ──> offline

Installation

pip install gnvitop

Usage

gnvitop                              # start and auto-open browser
gnvitop -p 8080                      # custom port
gnvitop --host 0.0.0.0              # expose to LAN
gnvitop --no-browser                 # don't auto-open browser
gnvitop --ssh-config /path/to/config # custom SSH config
gnvitop -v                           # show version

Or run as a module:

python -m gnvitop

Prerequisites

  1. SSH config -- your ~/.ssh/config should have server entries:
Host gpu-server-01
    HostName 192.168.1.101
    User alice
    IdentityFile ~/.ssh/id_rsa

Host gpu-server-02
    HostName 192.168.1.102
    User bob
  1. SSH key auth -- password-less login should be set up
  2. nvidia-smi -- must be installed on the remote servers

Features

  • Zero config -- reads ~/.ssh/config automatically, no setup needed
  • One command -- pip install gnvitop && gnvitop, that's it
  • Local + Remote -- monitors local GPU alongside all remote servers
  • Per-GPU users -- shows which users occupy each GPU and their memory usage
  • User highlight -- your own processes are highlighted in blue for quick identification
  • Auto browser -- opens dashboard in your browser on start
  • Real-time -- 30s auto-refresh with manual refresh button
  • Concurrent -- queries all servers in parallel (10 workers)
  • Cached -- 30s cache to avoid hammering your servers
  • Dark UI -- clean, responsive dark-themed dashboard
  • At a glance -- summary bar shows online hosts, total GPUs, idle GPUs, free memory
  • Color coded -- green (online), yellow (no GPU), red (offline), blue (local)
  • GPU details -- utilization bars, memory bars, temperature with color alerts

Comparison with nvitop

Feature nvitop gnvitop
Monitor local GPU Yes Yes
Monitor remote GPUs No Yes
Multiple servers No Yes
Show per-GPU users Yes Yes
Highlight current user No Yes
Interface Terminal Web browser
Setup Run on each server Run once, reads SSH config

gnvitop is not a replacement for nvitop -- it's a complement. Use nvitop for detailed local process-level GPU monitoring, use gnvitop to get an overview of all your GPU servers (including local) from one place.

License

MIT

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