4b3ca2794fe54a4b71ab2bdaea57cfd01c2f2849,models/model_utils.py,psi,forward,#psi#Any#,58

Before Change


        return output.contiguous()

    def forward(self, input):
        output = input.permute(0, 2, 3, 1)
        (batch_size, s_height, s_width, s_depth) = output.size()
        d_depth = s_depth * self.block_size_sq
        d_height = int(s_height / self.block_size)
        t_1 = output.split(self.block_size, 2)
        stack = [t_t.contiguous().view(batch_size, d_height, d_depth) for t_t in t_1]
        output = torch.stack(stack, 1)
        output = output.permute(0, 2, 1, 3)
        output = output.permute(0, 3, 1, 2)

After Change


    def forward(self, input):
        bl, bl_sq = self.block_size, self.block_size_sq
        bs, d, new_h, new_w = input.shape[0], input.shape[1], input.shape[2] // bl, input.shape[3] // bl
        return input.reshape(bs, d, new_h, bl, new_w, bl).permute(0, 3, 5, 1, 2, 4).reshape(bs, d * bl_sq, new_h, new_w)


class ListModule(object):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: jhjacobsen/pytorch-i-revnet
Commit Name: 4b3ca2794fe54a4b71ab2bdaea57cfd01c2f2849
Time: 2020-05-06
Author: simon.pezold@web.de
File Name: models/model_utils.py
Class Name: psi
Method Name: forward


Project Name: maciejkula/spotlight
Commit Name: 70e4d7fe60a9658bb27b9f5fb67592a1222b2ec3
Time: 2017-07-06
Author: maciej.kula@gmail.com
File Name: spotlight/sequence/representations.py
Class Name: CNNNet
Method Name: user_representation


Project Name: vacancy/Synchronized-BatchNorm-PyTorch
Commit Name: 68606723cf25528675e8b0426858fea9ff0c736b
Time: 2018-11-06
Author: acgtyrant@gmail.com
File Name: sync_batchnorm/batchnorm_reimpl.py
Class Name: BatchNorm2dReimpl
Method Name: forward