import os import datetime from torch.utils.tensorboard import SummaryWriter class Logger(object): def __init__(self, log_dir, log_hist=True): """Create a summary writer logging to log_dir.""" if log_hist: # Check a new folder for each log should be dreated log_dir = os.path.join( log_dir, datetime.datetime.now().strftime("%Y_%m_%d__%H_%M_%S")) self.writer = SummaryWriter(log_dir) def scalar_summary(self, tag, value, step): """Log a scalar variable.""" self.writer.add_scalar(tag, value, step) def list_of_scalars_summary(self, tag_value_pairs, step): """Log scalar variables.""" for tag, value in tag_value_pairs: self.writer.add_scalar(tag, value, step)