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Access the profiling data using the pandas data parsing tool - Amazon SageMaker AI

Access the profiling data using the pandas data parsing tool

Note

On 6/30/27, AWS will discontinue support for Amazon SageMaker Profiler. After 6/30/27, you will no longer be able to access the Profiler console or Profiler resources. For more information, see Profiler availability change.

The following PandasFrame class provides tools to convert the collected profiling data to Pandas data frame. 

from smdebug.profiler.analysis.utils.profiler_data_to_pandas import PandasFrame

The PandasFrame class takes the tj object's S3 bucket output path, and its methods get_all_system_metrics() get_all_framework_metrics() return system metrics and framework metrics in the Pandas data format.

pf = PandasFrame(tj.profiler_s3_output_path)
system_metrics_df = pf.get_all_system_metrics()
framework_metrics_df = pf.get_all_framework_metrics(
    selected_framework_metrics=[
        'Step:ModeKeys.TRAIN', 
        'Step:ModeKeys.GLOBAL'
    ]
)