from tensorboardX import SummaryWriter import logging logger = logging.getLogger(__name__) class Logger(object): def __init__(self, log_dir, vanilla_logger=logger, skip=False): self.writer = SummaryWriter(log_dir) self.info = vanilla_logger.info self.debug = vanilla_logger.debug self.warning = vanilla_logger.warning self.skip = skip def scalar_summary(self, tag, value, step): if self.skip: return self.writer.add_scalar(tag, value, step) def histo_summary(self, tag, values, step): if self.skip: return self.writer.add_histogram(tag, values, step, bins=1000)