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67a80dfb - [refactor] CogVideoX followups + tiled decoding support (#9150)

[refactor] CogVideoX followups + tiled decoding support (#9150) * refactor context parallel cache; update torch compile time benchmark * add tiling support * make style * remove num_frames % 8 == 0 requirement * update default num_frames to original value * add explanations + refactor * update torch compile example * update docs * update * clean up if-statements * address review comments * add test for vae tiling * update docs * update docs * update docstrings * add modeling test for cogvideox transformer * make style