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Add example code of binary/text data conversion.
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Xin Pan
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Sep 6, 2016
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"""Example of Converting TextSum model data. | ||
Usage: | ||
python data_convert_example.py --command binary_to_text --in_file data/data --out_file data/text_data | ||
python data_convert_example.py --command text_to_binary --in_file data/text_data --out_file data/binary_data | ||
python data_convert_example.py --command binary_to_text --in_file data/binary_data --out_file data/text_data2 | ||
diff data/text_data2 data/text_data | ||
""" | ||
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import struct | ||
import sys | ||
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import tensorflow as tf | ||
from tensorflow.core.example import example_pb2 | ||
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FLAGS = tf.app.flags.FLAGS | ||
tf.app.flags.DEFINE_string('command', 'binary_to_text', | ||
'Either binary_to_text or text_to_binary.' | ||
'Specify FLAGS.in_file accordingly.') | ||
tf.app.flags.DEFINE_string('in_file', '', 'path to file') | ||
tf.app.flags.DEFINE_string('out_file', '', 'path to file') | ||
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def _binary_to_text(): | ||
reader = open(FLAGS.in_file, 'rb') | ||
writer = open(FLAGS.out_file, 'w') | ||
while True: | ||
len_bytes = reader.read(8) | ||
if not len_bytes: | ||
sys.stderr.write('Done reading\n') | ||
return | ||
str_len = struct.unpack('q', len_bytes)[0] | ||
tf_example_str = struct.unpack('%ds' % str_len, reader.read(str_len))[0] | ||
tf_example = example_pb2.Example.FromString(tf_example_str) | ||
examples = [] | ||
for key in tf_example.features.feature: | ||
examples.append('%s=%s' % (key, tf_example.features.feature[key].bytes_list.value[0])) | ||
writer.write('%s\n' % '\t'.join(examples)) | ||
reader.close() | ||
writer.close() | ||
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def _text_to_binary(): | ||
inputs = open(FLAGS.in_file, 'r').readlines() | ||
writer = open(FLAGS.out_file, 'wb') | ||
for inp in inputs: | ||
tf_example = example_pb2.Example() | ||
for feature in inp.strip().split('\t'): | ||
(k, v) = feature.split('=') | ||
tf_example.features.feature[k].bytes_list.value.extend([v]) | ||
tf_example_str = tf_example.SerializeToString() | ||
str_len = len(tf_example_str) | ||
writer.write(struct.pack('q', str_len)) | ||
writer.write(struct.pack('%ds' % str_len, tf_example_str)) | ||
writer.close() | ||
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def main(unused_argv): | ||
assert FLAGS.command and FLAGS.in_file and FLAGS.out_file | ||
if FLAGS.command == 'binary_to_text': | ||
_binary_to_text() | ||
elif FLAGS.command == 'text_to_binary': | ||
_text_to_binary() | ||
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if __name__ == '__main__': | ||
tf.app.run() |