Skip to content

Quick solution for division by Zero #99

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
wants to merge 1 commit into
base: master
Choose a base branch
from
Open

Quick solution for division by Zero #99

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
18 changes: 14 additions & 4 deletions photo_wct.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -128,8 +128,13 @@ def __wct_core(self, cont_feat, styl_feat):
iden = torch.eye(cFSize[0]) # .double()
if self.is_cuda:
iden = iden.cuda()

contentConv = torch.mm(cont_feat, cont_feat.t()).div(cFSize[1] - 1) + iden

#To avoid division by zero
small_num = 0.00001
cFdivisor = cFSize[1] - 1.
if cFdivisor == 0.:
cFdivisor = small_num
contentConv = torch.mm(cont_feat, cont_feat.t()).div(cFdivisor) + iden
# del iden
c_u, c_e, c_v = torch.svd(contentConv, some=False)
# c_e2, c_v = torch.eig(contentConv, True)
Expand All @@ -144,7 +149,12 @@ def __wct_core(self, cont_feat, styl_feat):
sFSize = styl_feat.size()
s_mean = torch.mean(styl_feat, 1)
styl_feat = styl_feat - s_mean.unsqueeze(1).expand_as(styl_feat)
styleConv = torch.mm(styl_feat, styl_feat.t()).div(sFSize[1] - 1)
#To avoid division by zero
sFdivisor = sFSize[1] - 1.
if sFdivisor == 0.:
sFdivisor = small_num

styleConv = torch.mm(styl_feat, styl_feat.t()).div(sFdivisor)
s_u, s_e, s_v = torch.svd(styleConv, some=False)

k_s = sFSize[0]
Expand All @@ -168,4 +178,4 @@ def is_cuda(self):
return next(self.parameters()).is_cuda

def forward(self, *input):
pass
pass