Created
December 4, 2015 16:11
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import tensorflow as tf | |
import copy | |
epochs = 5 | |
filename_seed = 4 | |
capacity = 32 | |
batch_size = 255 | |
import string | |
import random | |
def make_random_string(): | |
return ''.join(random.choice(string.ascii_uppercase) for i in range(12)) | |
input_size = 1024 | |
random_strings = [make_random_string() for _ in range(input_size)] | |
random_strings2 = copy.deepcopy(random_strings) | |
if not (random_strings == random_strings2): | |
raise BaseException('Input was not in correct order!') | |
def preprocess(x, whiten=False): | |
return x | |
with tf.device('/cpu:0'): | |
random_strings_queue = tf.train.string_input_producer(random_strings, | |
num_epochs=epochs, capacity=capacity, | |
shuffle=False) | |
random_strings_queue2 = tf.train.string_input_producer(random_strings2, | |
num_epochs=epochs, capacity=capacity, | |
shuffle=False) | |
batched = tf.train.batch([random_strings_queue.dequeue(), random_strings_queue2.dequeue()], | |
batch_size=batch_size, num_threads=16, | |
capacity=batch_size * 16) | |
init = tf.initialize_all_variables() | |
sess = tf.Session(config=tf.ConfigProto()) | |
coord = tf.train.Coordinator() | |
sess.run(init) | |
threads = tf.train.start_queue_runners(sess=sess, coord=coord) | |
step = 0 | |
try: | |
while not coord.should_stop(): | |
batch_rs_1, batch_rs_2 = sess.run(batched) | |
if not all(batch_rs_1 == batch_rs_2): | |
print "\n".join(batch_rs_1) | |
print "\n".join(batch_rs_2) | |
print step | |
break | |
step += 1 | |
except tf.errors.OutOfRangeError: | |
print 'Done training -- epoch limit reached' | |
finally: | |
# When done, ask the threads to stop. | |
coord.request_stop() |
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