fix: remove CPU offload, use pipe.to(cuda) on xlarge for 22B model, adjust duration estimate

fix: increase GPU duration estimate for 22B model with CPU offload overhead

fix: pad reference video frames to 8k+1 for VAE temporal compression, add size=xlarge, fix 480p resolution divisibility, fix duration estimator for positional args

initial commit