Commit Graph

4 Commits

Author SHA1 Message Date
Stan Campbell
fdbc5f0588 feat: add --vae_cpu flag for improved VRAM optimization
Add --vae_cpu argument to enable VAE offloading for consumer GPUs with
limited VRAM. When enabled, VAE initializes on CPU and moves to GPU only
when needed for encoding/decoding operations.

Key changes:
- Add --vae_cpu argument to generate.py (mirrors --t5_cpu pattern)
- Update all 4 pipelines (T2V, I2V, FLF2V, VACE) with conditional VAE offloading
- Fix DiT offloading to free VRAM before T5 loading when offload_model=True
- Handle VAE scale tensors (mean/std) during device transfers

Benefits:
- Saves ~100-200MB VRAM without performance degradation
- Enables T2V-1.3B on more consumer GPUs (tested on 11.49GB GPU)
- Backward compatible (default=False)
- Consistent with existing --t5_cpu flag

Test results on 11.49 GiB VRAM GPU:
- Baseline: OOM (needed 80MB, only 85MB free)
- With --vae_cpu: Success
- With --t5_cpu: Success
- With both flags: Success (maximum VRAM savings)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-17 03:14:28 -07:00
Ang Wang
76e9427657
Format the code (#402)
* isort the code

* format the code

* Add yapf config file

* Remove torch cuda memory profiler
2025-05-16 12:35:38 +08:00
Zhen Han
c709fcf0e7
fix vace size (#397) 2025-05-14 22:01:45 +08:00
Ang Wang
18d53feb7a
[feature] Add VACE (#389)
* Add VACE

* Support training with multiple gpus

* Update default args for vace task

* vace block update

* Add vace exmaple jpg

* Fix dist vace fwd hook error

* Update vace exmample

* Update vace args

* Update pipeline name for vace

* vace gradio and Readme

* Update vace snake png

---------

Co-authored-by: hanzhn <han.feng.jason@gmail.com>
2025-05-14 20:44:25 +08:00