SMDebug Profiler Visualization API¶

class smdebug.profiler.analysis.notebook_utils.heatmap.Heatmap(metrics_reader, select_metrics=[], starttime=0, endtime=None, select_dimensions=['.*CPU', '.*GPU'], select_events=['.*'], plot_height=350, show_workers=True)¶

Bases: object

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preprocess_system_metrics(events, system_metrics)¶

create_plot()¶

class smdebug.profiler.analysis.notebook_utils.metrics_histogram.MetricsHistogram(metrics_reader)¶

Bases: object

plot(starttime=0, endtime=None, select_dimensions=['.*'], select_events=['.*'], show_workers=True)¶

clear()¶

preprocess_system_metrics(all_events=[], system_metrics={})¶

create_plot()¶

update_data(current_timestamp)¶

class smdebug.profiler.analysis.notebook_utils.step_histogram.StepHistogram(metrics_reader, width=500)¶

Bases: object

plot(starttime=0, endtime=None, select_metrics=['Step:ModeKeys', 'Forward-node', 'Backward\\(post-forward\\)-node'], show_workers=True)¶

clear()¶

create_plot(step_metrics={})¶

update_data(current_timestamp)¶

class smdebug.profiler.analysis.notebook_utils.step_timeline_chart.StepTimelineChart(metrics_reader=None, width=1000)¶

Bases: object

create_plot()¶

update_data(current_timestamp)¶

class smdebug.profiler.analysis.notebook_utils.timeline_charts.TimelineCharts(system_metrics_reader, framework_metrics_reader, starttime=0, endtime=None, select_dimensions=['.*'], select_events=['.*'], x=1000, show_workers=True)¶

Bases: object

preprocess_system_metrics(events, system_metrics)¶

plot_system_metrics()¶

create_plot()¶

find_time_annotations(indexes)¶

plot_framework_events(events, begin_timestamp, end_timestamp)¶

plot_dataloaders(events, begin_timestamp, end_timestamp)¶

plot_detailed_profiler_data(indexes)¶

update_data(current_timestamp)¶

class smdebug.profiler.analysis.notebook_utils.training_job.TrainingJob(training_job_name, region=None)¶

Bases: object

get_systems_metrics_reader()¶

get_framework_metrics_reader()¶

get_sm_client()¶

get_config_and_profiler_s3_output_path()¶

wait_for_sys_profiling_data_to_be_available()¶

wait_for_framework_profiling_data_to_be_available()¶

describe_training_job()¶