252e63849b5cf8dd12d6930dc2e9f8c51ea70251,official/nlp/bert/run_squad.py,,main,#Any#,378

Before Change


    return

  strategy = None
  if FLAGS.strategy_type == "mirror":
    strategy = tf.distribute.MirroredStrategy()
  elif FLAGS.strategy_type == "multi_worker_mirror":
    strategy = tf.distribute.experimental.MultiWorkerMirroredStrategy()
  elif FLAGS.strategy_type == "tpu":
    cluster_resolver = tpu_lib.tpu_initialize(FLAGS.tpu)
    strategy = tf.distribute.experimental.TPUStrategy(cluster_resolver)
  else:
    raise ValueError("The distribution strategy type is not supported: %s" %
                     FLAGS.strategy_type)
  if FLAGS.mode in ("train", "train_and_predict"):
    train_squad(strategy, input_meta_data)
  if FLAGS.mode in ("predict", "train_and_predict"):
    predict_squad(strategy, input_meta_data)

After Change


    export_squad(FLAGS.model_export_path, input_meta_data)
    return

  strategy = distribution_utils.get_distribution_strategy(
      distribution_strategy=FLAGS.distribution_strategy,
      num_gpus=FLAGS.num_gpus,
      tpu_address=FLAGS.tpu)
  if FLAGS.mode in ("train", "train_and_predict"):
    train_squad(strategy, input_meta_data)
  if FLAGS.mode in ("predict", "train_and_predict"):
    predict_squad(strategy, input_meta_data)
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 25

Instances


Project Name: tensorflow/models
Commit Name: 252e63849b5cf8dd12d6930dc2e9f8c51ea70251
Time: 2019-11-19
Author: hongkuny@google.com
File Name: official/nlp/bert/run_squad.py
Class Name:
Method Name: main


Project Name: tensorflow/models
Commit Name: 252e63849b5cf8dd12d6930dc2e9f8c51ea70251
Time: 2019-11-19
Author: hongkuny@google.com
File Name: official/nlp/bert/run_classifier.py
Class Name:
Method Name: main


Project Name: tensorflow/models
Commit Name: 252e63849b5cf8dd12d6930dc2e9f8c51ea70251
Time: 2019-11-19
Author: hongkuny@google.com
File Name: official/nlp/bert/run_squad.py
Class Name:
Method Name: main


Project Name: tensorflow/models
Commit Name: 252e63849b5cf8dd12d6930dc2e9f8c51ea70251
Time: 2019-11-19
Author: hongkuny@google.com
File Name: official/nlp/bert/run_pretraining.py
Class Name:
Method Name: main