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wan: vae: Fix light/color change (#13101)
There was an issue where the resample split was too early and dropped one of the rolling convolutions a frame early. This is most noticable as a lighting/color change between pixel frames 5->6 (latent 2->3), or as a lighting change between the first and last frame in an FLF wan flow.
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@@ -376,11 +376,16 @@ class Decoder3d(nn.Module):
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return
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layer = self.upsamples[layer_idx]
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if isinstance(layer, Resample) and layer.mode == 'upsample3d' and x.shape[2] > 1:
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for frame_idx in range(x.shape[2]):
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if feat_cache is not None:
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x = layer(x, feat_cache, feat_idx)
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else:
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x = layer(x)
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if isinstance(layer, Resample) and layer.mode == 'upsample3d' and x.shape[2] > 2:
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for frame_idx in range(0, x.shape[2], 2):
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self.run_up(
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layer_idx,
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[x[:, :, frame_idx:frame_idx + 1, :, :]],
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layer_idx + 1,
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[x[:, :, frame_idx:frame_idx + 2, :, :]],
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feat_cache,
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feat_idx.copy(),
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out_chunks,
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@@ -388,11 +393,6 @@ class Decoder3d(nn.Module):
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del x
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return
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if feat_cache is not None:
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x = layer(x, feat_cache, feat_idx)
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else:
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x = layer(x)
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next_x_ref = [x]
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del x
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self.run_up(layer_idx + 1, next_x_ref, feat_cache, feat_idx, out_chunks)
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