<h2 id="models-used"> Models Used</h2><ul><li>model = wan2.1_vace_14B_fp16.safetensors(WAN 2.1 Video Diffusion – core generation model)</li><li>lora = Wan21_CausVid_14B_T2V_lora_rank32.safetensors(LoRA – improves motion / temporal consistency)</li><li>clip = umt5_xxl_fp8_e4m3fn_scaled.safetensors(Text encoder – prompt understanding)</li><li>vae = wan_2.1_vae.safetensors(VAE – latent ↔ image conversion)</li></ul><hr /><h2 id="workflow-summary">Workflow Summary</h2><ul><li>Upload a video + set target aspect ratio / resolution</li><li>WAN generates in ~5 second chunks (81 frames @ 16 FPS)</li><li>Total loops:</li></ul><hr /><ul><li>Supports any length video</li><li>Internally loops ~5s segments</li><li>Outputs final video at correct length + aspect ratio</li></ul>

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