This page compares GPU monitoring tools: gpulse, nvidia-smi, nvitop, btop, and Datadog GPU monitoring. gpulse is the only tool that supports NVIDIA, AMD, Intel, and Apple Silicon GPUs with built-in memory leak detection and OOM prediction. nvidia-smi is NVIDIA-only and provides snapshots, not dashboards. nvitop is an NVIDIA-focused Python TUI. btop is a general system monitor without GPU-specific features. Datadog provides cloud-based GPU monitoring at enterprise pricing. gpulse is free for local monitoring and starts at $29/month for fleet features.

Compare

GPU Monitoring Tools Compared

Not all GPU monitors are created equal. Here is how gpulse stacks up against nvidia-smi, nvitop, btop, and Datadog for real-world GPU monitoring.

Feature Comparison

Feature gpulse nvidia-smi nvitop btop Datadog GPU
GPU Vendor Support
NVIDIA Yes Yes Yes Limited Yes
Apple Silicon (M1-M4) Yes No No No No
AMD (ROCm) Yes No No Limited Limited
Intel (Level Zero) Yes No No No No
Monitoring Features
Real-time dashboard Yes No (snapshot) Yes Yes Yes (web)
Memory leak detection 3 algorithms No No No Manual alerts
OOM time prediction Yes No No No No
Per-process GPU attribution Yes Yes Yes No Yes
Multiple view modes 7 modes 1 3 4 Custom
GPU topology/interconnect view Yes topo -m No No No
Prometheus metrics export Built-in No No No Yes
Fleet / multi-machine SSH (Pro) No No No Agent-based
User Experience
Interface type TUI CLI TUI TUI Web
Color themes 15 themes None None 10+ themes Custom
Keyboard-driven navigation Full vim-style N/A Yes Yes Mouse/web
Colorblind-safe options Yes No No No Limited
Pricing & Setup
Price (local monitoring) Free Free Free Free $23/host/mo
Price (fleet/cloud) $29/mo (Pro) N/A N/A N/A $23/host/mo
Install method Homebrew / binary NVIDIA driver pip install Package manager Agent install
Dependencies None NVIDIA driver Python, NVML None Datadog agent
Data collection/telemetry None None None None Cloud telemetry
Written in Rust C Python C++ Go/Python

Tool-by-Tool Summary

gpulse

A Rust-based TUI that monitors NVIDIA, AMD, Intel, and Apple Silicon GPUs from a single binary. The standout feature is built-in memory leak detection with OOM time prediction — something no other terminal tool offers. Seven view modes (Grid, Detail, List, Predict, Compare, Topology, Fleet) cover everything from quick overviews to deep debugging. Free for local use; Pro ($29/mo) adds SSH fleet monitoring.

Best for: ML engineers, Apple Silicon users, anyone who wants leak detection without leaving the terminal.

nvidia-smi

The standard CLI tool bundled with NVIDIA drivers. Prints a point-in-time snapshot of GPU state. Essential for quick checks, but not a monitoring solution — you need to loop or pipe it into other tools for continuous observation. NVIDIA-only, no dashboard, no history, no leak detection.

Best for: Quick one-off GPU checks on NVIDIA hardware.

nvitop

A Python-based interactive GPU process viewer, inspired by htop. Provides a real-time TUI with process management for NVIDIA GPUs. Clean interface and good process-level detail, but limited to NVIDIA and has no leak detection or OOM prediction. Requires Python and NVML.

Best for: NVIDIA users who want a better nvidia-smi with process management.

btop

A general-purpose system resource monitor (CPU, memory, disk, network) with optional GPU support. GPU features are limited and vary by platform — it does not provide deep GPU metrics like per-process VRAM usage, leak detection, or topology views. Excellent for general system monitoring, but not purpose-built for GPU workloads.

Best for: General system monitoring where GPU is secondary.

Datadog GPU Monitoring

Enterprise-grade cloud monitoring with GPU metrics via the Datadog agent. Provides dashboards, alerting, and fleet visibility through a web interface. Powerful but expensive ($23/host/month minimum), requires agent installation and cloud connectivity, and sends telemetry data to Datadog's servers.

Best for: Large teams already using Datadog who need GPU metrics alongside other infrastructure monitoring.

Try gpulse free

One command. No dependencies. No account required.

brew tap gpulseai/gpulse && brew install gpulse