import tensorflow as tf class Logger(object): def __init__(self, log_dir): """Create a summary writer logging to log_dir.""" self.writer = tf.summary.create_file_writer(log_dir) def scalar_summary(self, tag, value, step): with self.writer.as_default(): tf.summary.scalar(tag, value, step=step) self.writer.flush() def list_of_scalars_summary(self, tag_value_pairs, step): with self.writer.as_default(): for tag, value in tag_value_pairs: tf.summary.scalar(tag, value, step=step) self.writer.flush() # summary = tf.Summary(value=[tf.Summary.Value(tag=tag, simple_value=value) for tag, value in tag_value_pairs]) # self.writer.add_summary(summary, step)