# Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. _START_TIME = "_start_time" _EXECUTION_TIME = "_execution_time" class TimedExecution: """TimedExecution generates the python script to measure execution times. Specifically, it measures the time that passes from the start to the end of the with-statement that TimedExecution is used for. TimedExecution writes the code under the assumption that an Azure Machine Learning `azureml-core:azureml.core.Run` object called `run` exists and logs the metric under that run. script_lines = [] script_lines.append('from azureml.core.run import Run') script_lines.append()"run = Run.get_context()") with TimedExecution("special_period", script_lines): # do something The execution time within the with-statement is automatically tracked and saved to the run as a metric. """ def __init__(self, procedure_name, script_lines): # The procedure name is used in variable names to make them unique, # so it cannot contain whitespace. assert " " not in procedure_name self.procedure_name = procedure_name self.script_lines = script_lines self.script_lines.append('print("Starting {}")'.format(self.procedure_name)) def __enter__(self): self.script_lines.append("{} = time()".format(self.procedure_name + _START_TIME)) def __exit__(self, type, value, traceback): # noqa: A002 execution_time_variable_name = self.procedure_name + _EXECUTION_TIME start_time_variable_name = self.procedure_name + _START_TIME self.script_lines.append("{} = time() - {}" .format(execution_time_variable_name, start_time_variable_name)) self.script_lines.append("run.log('{0}', {0})" .format(execution_time_variable_name)) self.script_lines.append('print("{} time taken: {{}}s".format({}))' .format(self.procedure_name, execution_time_variable_name)) self.script_lines.append('print("Finished {}")'.format(self.procedure_name))