f55217e5fee88bc38e58e62e886f79e561c4d069,texar/losses/losses_utils.py,,reduce_batch_time,#Any#Any#Any#Any#Any#Any#,110

Before Change


        sequence = sequence / tf.to_float(sequence_length)
    if reduce_batch:
        sequence = tf.reduce_sum(sequence, axis=[0])
    if average_across_batch:
        sequence = sequence / tf.to_float(tf.shape(sequence_length)[0])
    return sequence


def reduce_dimensions(tensor, average_axes=None, sum_axes=None, keepdims=None):

After Change


        sequence = tf.reduce_sum(sequence, axis=[1])
    elif average_across_timesteps:
        if sequence_length is None:
            sequence = tf.reduce_mean(sequence, axis=[1])
        else:
            sequence = tf.reduce_sum(sequence, axis=[1])
            if average_across_timesteps:
                sequence = sequence / tf.to_float(sequence_length)

    if sum_over_batch:
        sequence = tf.reduce_sum(sequence, axis=[0])
    elif average_across_batch:
        sequence = tf.reduce_mean(sequence, axis=[0])

    return sequence

Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 5

Instances


Project Name: asyml/texar
Commit Name: f55217e5fee88bc38e58e62e886f79e561c4d069
Time: 2018-08-14
Author: zhitinghu@gmail.com
File Name: texar/losses/losses_utils.py
Class Name:
Method Name: reduce_batch_time


Project Name: analysiscenter/batchflow
Commit Name: 11090e7cee138b00570d4afc09cb5779a95df131
Time: 2019-09-03
Author: Tsimfer.SA@gazprom-neft.ru
File Name: batchflow/models/tf/layers/core.py
Class Name: BaseDropout
Method Name: __call__


Project Name: reinforceio/tensorforce
Commit Name: 98fe0142e39af4a9a2450ca3f3e48a53152f5091
Time: 2016-12-29
Author: k@ifricke.com
File Name: tensorforce/updater/deep_q_network.py
Class Name: DeepQNetwork
Method Name: create_training_operations


Project Name: NVIDIA/OpenSeq2Seq
Commit Name: 44ae6129731ee1d225db8a5f1bafea5fd4b9b542
Time: 2019-02-06
Author: boris.ginsburg@gmail.com
File Name: open_seq2seq/parts/transformer/common.py
Class Name: LayerNormalization
Method Name: call