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tfprof: TensorFlow Profiler and Beyond

Full Document in tensorflow/core/profiler/


  • Profile model architectures
    • parameters, tensor shapes, float operations, device placement, etc.
  • Profile model performance
    • execution time, memory consumption
    • Profile multiple steps.
  • Auto profile and advise.
    • accelerator utilization check
    • expensive operation check
    • operation configuration check
    • distributed runtime check (Not OSS)


  • Python API
  • Command Line
  • Visualization
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