Active GPU diagnostic tool that identifies performance bottlenecks
Project description
NVSonar
Active GPU diagnostic tool that identifies performance bottlenecks using targeted micro-probes.
Why NVSonar?
Traditional GPU monitoring tools show utilization percentages, but this can be misleading. A GPU reporting 100% utilization may actually be computing useful work, or it may be stalled waiting on memory transfers (memory-bound) or PCIe transfers (PCIe-bound).
Features
- Runs CUDA micro-probes to stress-test specific GPU subsystems
- Monitor temperature, power, utilization, clocks
- Provides an interactive TUI with multi-GPU support
- Detects performance bottlenecks in memory, compute, or PCIe
- Generates an overall GPU health and performance score
Installation
pip install nvsonar
Quick Start
# Launch interactive TUI with all GPUs and live metrics
nvsonar
Interface
┌─ NVSonar v1.0 ─────────────────────────────────────────────────┐
│ Available GPUs │
┡━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━╇━━━━━━┩
│ Index │ Name │ Memory │ Driver │ CUDA │
│ 0 │ NVIDIA GeForce GTX 1650 Ti │ 4.0 GB │ 580.95.05 │ 13.0 │
└───────┴────────────────────────────┴────────┴───────────┴──────┘
╭─────────────────────── GPU 0 Metrics ──────────────────────────╮
│ Temperature 45.0°C │
│ Power 2.8W │
│ GPU Utilization 0% │
│ Memory Utilization 0% │
│ Memory Used 0.4 / 4.0 GB │
│ GPU Clock 300 MHz │
│ Memory Clock 405 MHz │
╰────────────────────────────────────────────────────────────────╯
- All available GPUs displayed in table at top
- Live metrics for each GPU (updates every 0.5s)
- Press 'q' to quit
Requirements
- Python 3.10+
- NVIDIA GPU with driver installed
- CUDA toolkit (for active probes)
- Linux (tested on Ubuntu)
License
Apache License 2.0 - see LICENSE for details.
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