Commit Graph
5 Commits
Author SHA1 Message Date
shaoxiongduan 34a0a81be1 [feat] WanTrack: bidirectional I2V + point-track (MotionStream) finetune + eval
TrackWan = Wan2.2 + MotionStream point-track motion control. Stage-1 bidirectional
I2V finetune (text kept), built on the new modular trainer.

- DiT: TrackWanTransformer3DModel (52ch in = 16 noisy + 20 I2V + 16 track), TrackEncoder
  (sinusoidal track-ID embed, scatter, 4x temporal conv, zero-init head); config + registry.
- Trainer: WanTrackModel wrapper, i2v_track preprocess pipeline + pyarrow schema,
  TrackValidationCallback, finetune_wantrack_i2v.yaml.
- data_pipeline/: video gen (Wan2.2-A14B), CoTracker3 track extraction, 52ch init
  conversion, synthetic track authoring, controllability (CoTracker EPE) eval, standalone
  inference, Gradio demo.
- eval: motion.cotracker_epe metric. research_log/ lab notebook.
- fixes: FA3 flash_attn_func tuple unwrap; decord fallback for removed torchvision.io.read_video;
  preprocess flush write_remainder.
2026-07-01 06:36:40 +00:00
William Lin 145a3f166b [feat] [4/n] Improve API: refactor sampling param and merge with presets (#1234) 2026-04-16 14:10:02 -07:00
Zhang Peiyuan cd1b7cf139 [Refactor] SP Mask --> original seq len; HunyuanVideo 1.5 does not need mask (#1142) 2026-03-04 11:44:47 +08:00
XOR-op b7f69c2c1d [feat!] Disable FSDP inference by default (#1001) 2026-01-13 14:20:05 -08:00
Wei ZhouandSolitaryThinker c41305ad18 [Feat] Add Wan2.2 14B MoE (#688)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2025-08-06 20:31:03 -07:00