47c6377324b4906ed5e133011350c22d1f809466,scripts/gan/srgan/train_srgan.py,SubpixelBlock,hybrid_forward,#SubpixelBlock#Any#Any#,37

Before Change



    def hybrid_forward(self, F, x,*args, **kwargs):
        x = self.conv(x)
        x = x.transpose([0, 2, 3, 1])
        batchsize,height,width,depth = x.shape
        x = x.reshape((batchsize, height , width, 2, 2, int(depth / 4)))
        x = x.transpose([0, 1,3,2,4,5])
        x = x.reshape((batchsize, height * 2, width * 2, int(depth / 4)))
        x = x.transpose([0, 3, 1, 2])

After Change


        x = x.reshape((0, -4, -1, 4, 0, 0))  // bs, c // 4, h, w
        x = x.reshape((0, 0, -4, 2, 2, 0, 0))  // bs, c // 4, 2, 2, h, w
        x = x.transpose((0, 1, 2, 4, 3, 5))  // bs, c // 4, 2, h, 2, w
        x = x.reshape((0, 0, -3, -3))  // bs, c // 4, h * 2, w * 2
        x = self.relu(x)
        return x
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 4

Instances


Project Name: dmlc/gluon-cv
Commit Name: 47c6377324b4906ed5e133011350c22d1f809466
Time: 2020-05-01
Author: cheungchih@gmail.com
File Name: scripts/gan/srgan/train_srgan.py
Class Name: SubpixelBlock
Method Name: hybrid_forward


Project Name: GPflow/GPflow
Commit Name: a75f24ad02e8f5fb80589983267963fd907a4cc0
Time: 2018-01-08
Author: james.hensman@gmail.com
File Name: gpflow/likelihoods.py
Class Name: SwitchedLikelihood
Method Name: _partition_and_stitch


Project Name: catalyst-team/catalyst
Commit Name: 1ef3ad90a3423ed15ca41e0ea4e81012ebe84a9f
Time: 2020-08-11
Author: scitator@gmail.com
File Name: catalyst/data/scripts/project_embeddings.py
Class Name:
Method Name: main


Project Name: OpenNMT/OpenNMT-py
Commit Name: 08184fbbb9248ebe53350f71f6f43be859fd838e
Time: 2017-06-30
Author: sasha.rush@gmail.com
File Name: onmt/Models.py
Class Name: Decoder
Method Name: forward