What's the best way to monitor NVIDIA GPU utilization on Linux (Ubuntu) during model training?

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Which tool is recommended for monitoring NVIDIA GPU utilization on a Linux (Ubuntu) Amazon EC2 instance? I'm currently training custom TensorFlow ML models and using the NVIDIA System Management Interface (nvidia-smi) to track memory usage, GPU utilization, and the temperature of my NVIDIA GPU devices.

Ioan
asked 2 years ago103 views
1 Answer
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Accepted Answer

You can also use the Amazon SageMaker Debugger Profiling Report to capture system metrics.

The report provides information on the following:

  • System usage statistics
  • Framework metrics
  • Rule evaluation results
  • Step durations
  • GPU utilization
  • Batch size
  • CPU bottlenecks
  • I/O bottlenecks
  • Workload balancing
  • GPU memory
answered 2 years ago

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