98e43878ec0e56f4bacd2960169a483af8f44c31,app/ops.py,,pit_mse_loss,#,262

Before Change


        s_loss_sets = tf.einsum(
            "bij,pij->bp", s_cross_loss, s_perms_onehot)
        s_loss = tf.reduce_mean(tf.reduce_min(s_loss_sets, axis=1))
    return s_loss

After Change


            tf.square(s_x - s_y), reduce_axes)
        s_loss_sets = tf.einsum(
            "bij,pij->bp", s_cross_loss, s_perms_onehot)
        s_loss_sets_idx = tf.argmin(s_loss_sets, axis=1)
        s_loss = tf.gather_nd(
            s_loss_sets,
            tf.stack([
                tf.range(hparams.BATCH_SIZE, dtype=tf.int64),
                s_loss_sets_idx], axis=1))
        s_loss = tf.reduce_mean(s_loss)
    return s_loss, v_perms, s_loss_sets_idx
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 5

Instances


Project Name: khaotik/DaNet-Tensorflow
Commit Name: 98e43878ec0e56f4bacd2960169a483af8f44c31
Time: 2017-08-03
Author: junkkhaotik@gmail.com
File Name: app/ops.py
Class Name:
Method Name: pit_mse_loss


Project Name: neubig/nn4nlp-code
Commit Name: f31488d65a98107e03f2045f3c5e2f927dab067d
Time: 2019-01-18
Author: mysteryvaibhav@gmail.com
File Name: 03-wordemb-pytorch/wordemb-skip.py
Class Name:
Method Name: calc_sent_loss


Project Name: neubig/nn4nlp-code
Commit Name: f31488d65a98107e03f2045f3c5e2f927dab067d
Time: 2019-01-18
Author: mysteryvaibhav@gmail.com
File Name: 03-wordemb-pytorch/wordemb-cbow.py
Class Name:
Method Name: calc_sent_loss