import argparse import os import sys from six.moves import urllib import tensorflow as tf DATA_URL = 'https://archive.ics.uci.edu/ml/machine-learning-databases/adult' TRAINING_FILE = 'adult.data' TRAINING_URL = '%s/%s' % (DATA_URL, TRAINING_FILE) EVAL_FILE = 'adult.test' EVAL_URL = '%s/%s' % (DATA_URL, EVAL_FILE) parser = argparse.ArgumentParser() parser.add_argument( '--data_dir', type=str, default='/tmp/census_data', help='Directory to download census data') def _download_and_clean_file(filename, url): """Downloads data from url, and makes changes to match the CSV format.""" temp_file, _ = urllib.request.urlretrieve(url) print("temp_file",temp_file) with tf.gfile.Open(temp_file, 'r') as temp_eval_file: with tf.gfile.Open(filename, 'w') as eval_file: for line in temp_eval_file: line = line.strip() line = line.replace(', ', ',') if not line or ',' not in line: continue if line[-1] == '.': line = line[:-1] line += '\n' eval_file.write(line) tf.gfile.Remove(temp_file) def main(unused_argv): if not tf.gfile.Exists(FLAGS.data_dir): tf.gfile.MkDir(FLAGS.data_dir) training_file_path = os.path.join(FLAGS.data_dir, TRAINING_FILE) _download_and_clean_file(training_file_path, TRAINING_URL) eval_file_path = os.path.join(FLAGS.data_dir, EVAL_FILE) _download_and_clean_file(eval_file_path, EVAL_URL) print("eval_file_path",eval_file_path) if __name__ == '__main__': FLAGS, unparsed = parser.parse_known_args() tf.app.run(argv=[sys.argv[0]] + unparsed)
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