29d45e889b7695333d45171fc3b7e70d4629d067,official/nlp/tasks/sentence_prediction.py,SentencePredictionTask,build_model,#SentencePredictionTask#,84

Before Change


    return models.BertClassifier(
        network=encoder_network,
        num_classes=self.task_config.model.num_classes,
        initializer=tf.keras.initializers.TruncatedNormal(
            stddev=self.task_config.model.encoder.initializer_range),
        use_encoder_pooler=self.task_config.model.use_encoder_pooler)

  def build_losses(self, labels, model_outputs, aux_losses=None) -> tf.Tensor:

After Change


      encoder_network = utils.get_encoder_from_hub(self._hub_module)
    else:
      encoder_network = encoders.build_encoder(self.task_config.model.encoder)
    encoder_cfg = self.task_config.model.encoder.get()
    // Currently, we only support bert-style sentence prediction finetuning.
    return models.BertClassifier(
        network=encoder_network,
        num_classes=self.task_config.model.num_classes,
        initializer=tf.keras.initializers.TruncatedNormal(
            stddev=encoder_cfg.initializer_range),
        use_encoder_pooler=self.task_config.model.use_encoder_pooler)

  def build_losses(self, labels, model_outputs, aux_losses=None) -> tf.Tensor:
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 10

Instances


Project Name: tensorflow/models
Commit Name: 29d45e889b7695333d45171fc3b7e70d4629d067
Time: 2020-08-05
Author: hongkuny@google.com
File Name: official/nlp/tasks/sentence_prediction.py
Class Name: SentencePredictionTask
Method Name: build_model


Project Name: tensorflow/models
Commit Name: 48e49875e3c13b140f67c39da67645bd1c1c392d
Time: 2020-08-05
Author: hongkuny@google.com
File Name: official/nlp/tasks/sentence_prediction.py
Class Name: SentencePredictionTask
Method Name: build_model


Project Name: tensorflow/models
Commit Name: 48e49875e3c13b140f67c39da67645bd1c1c392d
Time: 2020-08-05
Author: hongkuny@google.com
File Name: official/nlp/tasks/question_answering.py
Class Name: QuestionAnsweringTask
Method Name: build_model


Project Name: tensorflow/models
Commit Name: 29d45e889b7695333d45171fc3b7e70d4629d067
Time: 2020-08-05
Author: hongkuny@google.com
File Name: official/nlp/tasks/question_answering.py
Class Name: QuestionAnsweringTask
Method Name: build_model