2fd10474faf8b1c519d00d1215956f417cea01ed,batchflow/models/tf/encoder_decoder.py,EncoderDecoder,body,#Any#Any#Any#,133

Before Change


            encoder_outputs = cls.encoder(inputs, **encoder, **kwargs)

            // Bottleneck: working with compressed representation
            x = cls.embedding(encoder_outputs[-1], **embedding, **kwargs)
            encoder_outputs.append(x)

            // Decoder: transition up
            x = cls.decoder(encoder_outputs, **decoder, **kwargs)

After Change



        with tf.variable_scope(name):
            // Encoder: transition down
            encoder_args = {**kwargs, **encoder}
            encoder_outputs = cls.encoder(inputs, name="encoder", **encoder_args)
            x = encoder_outputs[-1]

            // Bottleneck: working with compressed representation via multiple steps of processing
            for embedding_name in embedding_order:
                embedding_args = kwargs.pop(embedding_name)
                if embedding_args:
                    embedding_args = {**kwargs, **embedding_common, **embedding_args}
                    x = cls.embedding(x, name=embedding_name, **embedding_args)

            encoder_outputs.append(x)

            // Decoder: transition up
            decoder_args = {**kwargs, **decoder}
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: analysiscenter/batchflow
Commit Name: 2fd10474faf8b1c519d00d1215956f417cea01ed
Time: 2019-07-04
Author: Tsimfer.SA@gazprom-neft.ru
File Name: batchflow/models/tf/encoder_decoder.py
Class Name: EncoderDecoder
Method Name: body


Project Name: deepchem/deepchem
Commit Name: f766c92a63fb67a99744dcb82c8c78406fbf905a
Time: 2020-11-04
Author: mufeili1996@gmail.com
File Name: deepchem/models/torch_models/gat.py
Class Name: GAT
Method Name: forward


Project Name: deepchem/deepchem
Commit Name: 97d7f88df32ae58875d7534c7c517905a3eb1341
Time: 2020-11-05
Author: mufeili1996@gmail.com
File Name: deepchem/models/torch_models/gat.py
Class Name: GAT
Method Name: forward