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@serycjon
Created September 20, 2018 09:33
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Filter tensorflow event files
# -*- coding: utf-8 -*-
from __future__ import print_function
import os
import sys
import argparse
import tqdm
import tensorflow as tf
def parse_arguments():
parser = argparse.ArgumentParser(description='')
parser.add_argument('--event', help='event file', required=True)
return parser.parse_args()
def main(args):
out_path = os.path.join(os.path.dirname(args.event), 'filtered_events')
if not os.path.exists(out_path):
os.makedirs(out_path)
writer = tf.summary.FileWriter(out_path)
total = None
## Pre-compute total number of events (takes lot of time)
# total = 0
# for event in tf.train.summary_iterator(args.event):
# total += 1
# Working with Summaries and Events: https://stackoverflow.com/a/45023082/1705970
# https://github.com/tensorflow/tensorflow/blob/r1.10/tensorflow/core/util/event.proto
# https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/framework/summary.proto
for event in tqdm.tqdm(tf.train.summary_iterator(args.event), total=total):
event_type = event.WhichOneof('what')
if event_type != 'summary':
writer.add_event(event)
else:
wall_time = event.wall_time
step = event.step
# possible types: simple_value, image, histo, audio
filtered_values = [value for value in event.summary.value if value.HasField('simple_value')]
summary = tf.Summary(value=filtered_values)
filtered_event = tf.summary.Event(summary=summary,
wall_time=wall_time,
step=step)
writer.add_event(filtered_event)
writer.close()
return 0
if __name__ == '__main__':
args = parse_arguments()
sys.exit(main(args))
@serycjon
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luckily I don't have to use tensorflow any more :D so I have no idea about new features.

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