Add Ulysses attention

[csgoogle]

Summary

This PR adds Ulysses attention support for WAN TPU inference in MaxDiffusion and documents how to enable it.

Design Doc: https://docs.google.com/document/d/1_hrPGaIwj84iF8vFJrcdKdmwfKJPvW6O2Sy5ftLVn60/edit?usp=sharing&resourcekey=0-p0zkvHa_NJDwHPqLwNxNCg

What Changed

• added a TPU Ulysses attention path for WAN that performs sequence-to-head all_to_all before local splash attention and restores the original layout afterward
• refactored the TPU flash/Ulysses block-size resolution logic so both paths use the same helper
• added fail fast with a ValueError when the attention head count is not divisible by the context shard count
• added tests
• updated the README to document Ulysses support for WAN inference, including the required attention="ulysses" and ici_context_parallelism>1 override pattern

Performance

TPU v6e

Wan2.2 I2V

Setup:

• model: Wan-AI/Wan2.2-I2V-A14B-Diffusers
• hardware: 8x TPU v6 lite
• parallelism: dp=2, cp=4, fsdp=1, tp=1
• timing config: 40 inference steps, 81 frames, 720x1280

Global Batch Size	Flash	Ulysses	Delta
1	285.56s	251.45s	-11.9%
2	533.67s	491.22s	-8.0%

Wan2.2 T2V

Setup:

• model: Wan-AI/Wan2.2-T2V-A14B-Diffusers
• hardware: 8x TPU v6e
• parallelism: dp=2, cp=4, fsdp=1, tp=1
• timing config: 40 inference steps, 81 frames, 720x1280

Global Batch Size	Flash	Ulysses	Delta
1	275.54s	246.90s	-10.39%
2	535.40s	480.24s	-10.30%

TPU v7x

Wan2.2 I2V

Setup:

• model: Wan-AI/Wan2.2-I2V-A14B-Diffusers
• hardware: TPU v7-8 (8 chips)
• parallelism: ici_context_parallelism=4, ici_data_parallelism=2
• timing config: 40 inference steps, 81 frames, 720x1280
• flash block sizes: block_q=2048, block_kv=2048, block_kv_compute=1024

Global Batch Size	Flash	Ulysses	Delta
1	209s	199s	-5%
2	414s	394s	-5%
4	829s	780s	-6%

[github-actions]

e2e testgrid: https://8bcf50593faf4ea38060e236169827e5-dot-us-central1.composer.googleusercontent.com/dags/maxdiffusion_tpu_e2e/grid

[Perseus14]

@csgoogle Please squash your commits

[csgoogle]

@csgoogle Please squash your commits

done