Exprec records your execution runs so you can compare different experiments and more easily reproduce results.
pip install git+https://github.com/martno/exprec.gitfrom exprec import Experiment
with Experiment() as experiment:
pass
# YOUR CODE HEREAll output in this with statement will be logged to a file which can later be accessed in the dashboard (see below). Also, all python code and installed packages are recorded as well.
In your terminal:
exprecNow visit http://localhost:5000/ in your browser to see the dashboard.
from exprec import Experiment
with Experiment(name='experiment-1', tags=['tag1', 'tag2']) as experiment:
experiment.set_parameter('test_parameter', 5)
experiment.add_scalar('scalar1', 4, step=0)
experiment.add_scalar('scalar1', 5, step=1)
with experiment.open('filename.txt', mode='w') as fp:
fp.write('test\n')
# This creates a file in the experiment's folder (`.experiments/<experiment-id>/files/filename.txt`). It can be
# accessed by other experiments using
# `with experiment.open('filename.txt', mode='w', uuid=previous_experiment_uuid) as fp:`.
# When opening a previous experiment's file, the previous experiment will be referred to as
# the current experiment's parent (shown in the summary in the dashboard).
raise ValueError('Invalid value')
# The experiment will finish with status 'failed'. The exception is also logged. MIT Licence