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Replace torchvision.io.write_video with PyAV muxing
torchvision.io.write_video was removed in torchvision 0.26, which torch 2.11 requires. Mux h264 video + aac audio with PyAV directly (already a dependency, and what write_video used internally). Verified locally: 144x512x512 @25fps plus 16kHz mono audio produces a valid 5.82s mp4.10074c4 -
Fix skip_attention mask shape in vanilla CrossAttention
torch.zeros_like(x[:, :1]) produced a [B, 1, C] tensor instead of [B, 1], so squeeze(1) gave a [B, C] mask and batch indexing raised IndexError. Matches the correct construction already used in MemoryEfficientCrossAttention.603af6b -
Add torchcodec, required by newer torchaudio for audio loading
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Remove torch.compile calls (unsupported on ZeroGPU per docs)
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Fix indentation of debug prints inserted for hang diagnosis
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Add flushed debug prints around model loading stages to diagnose hang
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Use vanilla/softmax attention instead of xformers (unsupported on Blackwell)
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Use vanilla/softmax attention instead of xformers (unsupported on Blackwell)
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Disable xformers memory-efficient attention in VAE (unsupported on Blackwell/sm_120 GPUs)
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Increase gpu allocation
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add checkpoint download
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addapt for zerogpu
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