3008753be172bc0bae88aa14b00ce860233c3416,official/nlp/tasks/utils.py,,get_encoder_from_hub,#,24

Before Change


  hub_layer = hub.KerasLayer(hub_module, trainable=True)
  pooled_output, sequence_output = hub_layer(
      [input_word_ids, input_mask, input_type_ids])
  return tf.keras.Model(
      inputs=[input_word_ids, input_mask, input_type_ids],
      outputs=[sequence_output, pooled_output])


def predict(predict_step_fn: Callable[[Any], Any],
            aggregate_fn: Callable[[Any, Any], Any], dataset: tf.data.Dataset):

After Change


    logging.info("Use the new hub module with dict as input/output.")
    output_dict = hub_layer(dict_input)

  return tf.keras.Model(inputs=dict_input, outputs=output_dict)


def predict(predict_step_fn: Callable[[Any], Any],
            aggregate_fn: Callable[[Any, Any], Any], dataset: tf.data.Dataset):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: tensorflow/models
Commit Name: 3008753be172bc0bae88aa14b00ce860233c3416
Time: 2020-09-26
Author: chendouble@google.com
File Name: official/nlp/tasks/utils.py
Class Name:
Method Name: get_encoder_from_hub


Project Name: explosion/thinc
Commit Name: 5dccee984b2c25f6508947d3731b8934296ff4c5
Time: 2020-01-04
Author: honnibal+gh@gmail.com
File Name: thinc/layers/lstm.py
Class Name:
Method Name: LSTM_step


Project Name: XifengGuo/CapsNet-Keras
Commit Name: 37f599f61067cc6947c9bf783eace05227c0f450
Time: 2017-11-13
Author: guoxifeng1990@163.com
File Name: capsulenet.py
Class Name:
Method Name: CapsNet