dowel is a little logger for machine learning research.
pip install dowelimport dowel
from dowel import logger, tabular
logger.add_output(dowel.StdOutput())
logger.add_output(dowel.TensorBoardOutput('tensorboard_logdir'))
logger.log('Starting up...')
for i in range(1000):
logger.push_prefix('itr {}'.format(i))
logger.log('Running training step')
tabular.record('itr', i)
tabular.record('loss', 100.0 / (2 + i))
logger.log(tabular)
logger.pop_prefix()
logger.dump_all()
logger.remove_all()
