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wan-vae: Switch off feature cache for single frame (#12090)
The code throughout is None safe to just skip the feature cache saving step if none. Set it none in single frame use so qwen doesn't burn VRAM on the unused cache.
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@ -479,10 +479,12 @@ class WanVAE(nn.Module):
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def encode(self, x):
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conv_idx = [0]
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feat_map = [None] * count_conv3d(self.decoder)
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## cache
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t = x.shape[2]
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iter_ = 1 + (t - 1) // 4
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feat_map = None
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if iter_ > 1:
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feat_map = [None] * count_conv3d(self.decoder)
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## 对encode输入的x,按时间拆分为1、4、4、4....
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for i in range(iter_):
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conv_idx = [0]
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@ -502,10 +504,11 @@ class WanVAE(nn.Module):
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def decode(self, z):
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conv_idx = [0]
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feat_map = [None] * count_conv3d(self.decoder)
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# z: [b,c,t,h,w]
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iter_ = z.shape[2]
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feat_map = None
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if iter_ > 1:
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feat_map = [None] * count_conv3d(self.decoder)
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x = self.conv2(z)
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for i in range(iter_):
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conv_idx = [0]
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