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Remove unecessary clones in the wan2.2 VAE. (#9083)
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@ -136,7 +136,7 @@ class ResidualBlock(nn.Module):
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if in_dim != out_dim else nn.Identity())
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def forward(self, x, feat_cache=None, feat_idx=[0]):
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h = self.shortcut(x)
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old_x = x
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for layer in self.residual:
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if isinstance(layer, CausalConv3d) and feat_cache is not None:
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idx = feat_idx[0]
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@ -156,7 +156,7 @@ class ResidualBlock(nn.Module):
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feat_idx[0] += 1
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else:
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x = layer(x)
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return x + h
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return x + self.shortcut(old_x)
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def patchify(x, patch_size):
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@ -327,7 +327,7 @@ class Down_ResidualBlock(nn.Module):
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self.downsamples = nn.Sequential(*downsamples)
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def forward(self, x, feat_cache=None, feat_idx=[0]):
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x_copy = x.clone()
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x_copy = x
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for module in self.downsamples:
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x = module(x, feat_cache, feat_idx)
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@ -369,7 +369,7 @@ class Up_ResidualBlock(nn.Module):
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self.upsamples = nn.Sequential(*upsamples)
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def forward(self, x, feat_cache=None, feat_idx=[0], first_chunk=False):
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x_main = x.clone()
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x_main = x
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for module in self.upsamples:
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x_main = module(x_main, feat_cache, feat_idx)
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if self.avg_shortcut is not None:
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