amazon-web-servicesamazon-sagemakerperformancecounteramazon-sagemaker-debugger

Where can I find the Performance Metrics generated by SageMaker Debugger/Profiler?

Where can I look for the performance metrics generated by Amazon SageMaker Debugger/Profiler?

Solution

  • 1.from sagemaker.debugger import ProfilerConfig

    profiler_config = ProfilerConfig( framework_profile_params=FrameworkProfile(start_step=1, num_steps=2) )

    2. from sagemaker.debugger import TensorBoardOutputConfig

    tensorboard_output_config = TensorBoardOutputConfig(s3_output_path= << add your bucket name an folder >> )

    1. In your estimator - specify : profiler_config= profiler_config and tensorboard_output_config=tensorboard_output_config

    2. Train your model

    3. Go to the s3 bucket specified for your training job name that is assigned in Sagemaker . You should see a report under rule-output > ProfilerReport *** > profiler-output/ > profiler-report.html