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@stas00
Created October 15, 2021 03:16
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tensorboard rename event tags (based on https://stackoverflow.com/a/60080531/9201239)
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
# this script renames event names in tensorboard log files
# it does the rename in place (so make back ups!)
#
# example:
#
# find . -name "*.tfevents*" -exec tb-rename-events.py {} "iteration-time" "iteration-time/iteration-time" \;
#
# more than one old tag can be remapped to one new tag - use `;` as a separator:
#
# tb-rename-events.py events.out.tfevents.1 "training loss;validation loss" "loss"
#
# this script is derived from https://stackoverflow.com/a/60080531/9201239
#
import sys
from pathlib import Path
import os
# Use this if you want to avoid using the GPU
os.environ['CUDA_VISIBLE_DEVICES'] = '-1'
import tensorflow as tf
from tensorflow.core.util.event_pb2 import Event
def rename_events(input_file, old_tags, new_tag):
new_file = input_file + ".new"
# Make a record writer
with tf.io.TFRecordWriter(new_file) as writer:
# Iterate event records
for rec in tf.data.TFRecordDataset([input_file]):
# Read event
ev = Event()
ev.MergeFromString(rec.numpy())
# Check if it is a summary
if ev.summary:
# Iterate summary values
for v in ev.summary.value:
# Check if the tag should be renamed
if v.tag in old_tags:
# Rename with new tag name
v.tag = new_tag
writer.write(ev.SerializeToString())
os.rename(new_file, input_file)
def rename_events_dir(input_file, old_tags, new_tag):
# Write renamed events
rename_events(input_file, old_tags, new_tag)
if __name__ == '__main__':
if len(sys.argv) != 4:
print(f'{sys.argv[0]} <input file> <old tags> <new tag>',
file=sys.stderr)
sys.exit(1)
input_file, old_tags, new_tag = sys.argv[1:]
old_tags = old_tags.split(';')
rename_events_dir(input_file, old_tags, new_tag)
print('Done')
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stas00 commented May 19, 2022

Thank you for sharing your improvements, @boxiXia!

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