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Cap encode chunks at the configured frame batch size.
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@ -453,13 +453,13 @@ class AutoencoderKLCogVideoX(nn.Module):
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def encode(self, x):
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t = x.shape[2]
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frame_batch = self.num_sample_frames_batch_size
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num_batches = max(t // frame_batch, 1)
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# ceil so remainder frames get their own chunk instead of inflating the first one
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num_batches = max(-(-t // frame_batch), 1)
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conv_cache = None
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enc = []
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for i in range(num_batches):
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remaining = t % frame_batch
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start = frame_batch * i + (0 if i == 0 else remaining)
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end = frame_batch * (i + 1) + remaining
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start = i * frame_batch
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end = min((i + 1) * frame_batch, t)
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chunk, conv_cache = self.encoder(x[:, :, start:end], conv_cache=conv_cache)
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enc.append(chunk.to(x.device))
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enc = torch.cat(enc, dim=2)
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