Created
March 14, 2017 04:44
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Example of multi-thread image reader using TensorFlow
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#!/usr/bin/python | |
import sys | |
from time import time | |
import tensorflow as tf | |
num_threads = int(sys.argv[1]) | |
db_dir = "/Data3/cityscapes/scp/" | |
image_scp = db_dir + "train.img.scp" | |
# label_scp = db_dir + "train.label.scp" | |
image_paths = [line.rstrip('\n') for line in open(image_scp)] | |
is_png = image_paths[0][-3:].lower() == "png" | |
decoder = tf.image.decode_png if is_png else tf.image.decode_jpeg | |
image_paths = tf.train.string_input_producer(image_paths, shuffle=False) | |
# http://stackoverflow.com/questions/33648322/tensorflow-image-reading-display | |
reader = tf.WholeFileReader() | |
key, value = reader.read(image_paths) | |
images = decoder(value) | |
height = 1024 | |
width = 2048 | |
channel = 3 | |
batch_size = 1 | |
min_after_dequeue = 32 | |
capacity = min_after_dequeue + 3 * batch_size | |
batch = tf.train.shuffle_batch( | |
[images], batch_size=batch_size, capacity=capacity, | |
shapes=[[height, width, channel]], | |
num_threads = num_threads, | |
min_after_dequeue=min_after_dequeue) | |
counter = 0 | |
N_EXAMPLES = 100 * num_threads | |
with tf.Session() as sess: | |
coord = tf.train.Coordinator() | |
threads = tf.train.start_queue_runners(sess=sess, coord=coord) | |
print "Starting reading {} examples ... hold tight".format(N_EXAMPLES) | |
timer = -time() | |
while not coord.should_stop() and counter < N_EXAMPLES: | |
image = sess.run(batch) | |
counter += 1 | |
# print "#{:04d}: image.shape = {} [{}]".format(counter, image.shape, image.dtype) | |
timer += time() | |
print "Took {} seconds for {} examples. {} seconds / example".format(timer, N_EXAMPLES, timer / N_EXAMPLES) | |
coord.request_stop() | |
coord.join(threads) | |
sess.close() | |
print "Done." |
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