Commit Graph
28 Commits
Author SHA1 Message Date
William Lin cdda1b7535 [feat] Add H3 PDD/DMPDD training and packed Ref2VA preprocessing (#1984) 2026-10-20 11:15:57 -07:00
lpc0220androot d4ed61cc7c [refactor] VSA: rename the sm100a block-sparse kernel to ptx_blackwell (#1956)
Co-authored-by: root <root@ptyche0124.ptyche.clusters.nvidia.com>
2026-10-17 21:10:19 -07:00
William LinandClaude Opus 5.5 d1416b5930 [misc]: re-run pre-commit after the 2026-10-07 merges (#1929)
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 06:13:43 -07:00
Zhang PeiyuanandClaude Opus 5.5 c520878fd2 [perf]: QAT/QAD add safe regional compile for modular training (#1718)
Adds opt-in regional torch.compile to the YAML-driven modular Wan trainer (training.model.enable_torch_compile / torch_compile_kwargs) with FA4 and Wan modulation forward/backward as opaque custom ops, compiled repeated DiT blocks after FSDP setup, and activation checkpointing applied before FSDP for trainable Wan transformers.

Merged with main's #1716 (WanModel resolves the checkpointing type in __init__; the PR's pre-FSDP wrap uses it and the post-load wrap is gone) and #1757 (pre_fsdp_model_transform runs before this PR's pre_fsdp_transform). Maintainer review (Swarm order #776): AdaLN skip names are canonicalized through checkpoint-wrapper prefixes, test_inference_regional_compile.py joins the unit lane, the Wan modulation custom-op test moved to the transformer lane, regional_compile is classified in the schema inventory, and a 1/2-GPU training smoke covers fully_shard(CheckpointWrapper) in eager and regional-compile modes. Validated on GB200: the FA4 CuTe forward/backward parity and fullgraph-backward tests and all four smoke cases pass.

Also exempts MMAudio recipes, whose student builds its pipeline config at init, from the fine-tuning recipe construction check that #1648 left failing on main.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 05:24:24 -07:00
3467f8befb [feat] Add end-to-end MMAudio V2A training, inference, and evaluation (#1648)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 04:25:00 -07:00
d5287f8352 [feat]: add MiniMax H3 Ref2VA and LoRA training support (#1757)
Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 03:21:45 -07:00
6102fac00d [bugfix]: fix modular ops activation checkpoint recomputation (#1716)
Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 02:41:12 -07:00
1ad33c1832 [feat] Support training_cfg_rate > 0 for LTX-2 (#1752)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 02:38:42 -07:00
a4e7322ba6 [bugfix]: synchronize post-FSDP LoRA replicas (#1666)
Co-authored-by: Suckl <Suckl@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 01:53:30 -07:00
abe98e87f5 [feat] Add phase-aware modular training performance metrics (#1826)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 01:30:11 -07:00
William Lin ffc1a7a58b [refactor] H3 pipeline cleanup: shared helpers, dead machinery, loop-invariant hoists (#1698) 2026-08-09 04:51:31 -07:00
Junda Su c3567eb468 [feat] add Minimax H3 sft pipeline (#1688) 2026-08-07 16:12:04 -07:00
William Lin 7b094c945b [refactor]: resolve attention backend once per component at load time (#1657) 2026-08-02 15:07:42 -07:00
William Lin bf18371afe [feat] Enable LTX-2 NVFP4 linear and attention QAT fine-tuning (#1626) 2026-07-26 02:19:34 -07:00
9709b7513b [feat] Port NVFP4 QAT/QAD to modular train framework (#1619)
Co-authored-by: Peiyuan Zhang <email>

Co-authored-by: Peiyuan <a>
2026-07-18 15:01:09 -07:00
Mingjia HuoandClaude Fable 5 4c08ffce49 [feat] World model training using third person games (#1443)
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-10 05:09:07 +00:00
Kaiqin KongandSolitaryThinker f037351146 [feat] Add Clean-history Teacher Forcing and Causal Consistency Distillation (#1505)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-07-07 08:13:11 +00:00
William Lin 78d606a3a7 [feat]: make VSA tile cache configurable for training (#1444) 2026-06-28 02:18:31 -07:00
Junda SuandPeiyuan Zhang 5854aec2ce [feat] Add Wan RL DiffusionNFT training (#1450)
Co-authored-by: Peiyuan Zhang <a1286225768@gmail.com>
2026-06-11 21:18:59 -07:00
Mingjia Huo 63030cf6ec [fix] Fix causal self-forcing attention settings (#1355) 2026-05-17 22:59:47 -07:00
Kaiqin Kongandmergify[bot] 773d44b875 [misc] Rename MatrixGame to MatrixGame2 (#1357)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 22:57:03 -07:00
1df513922f [feat] Add minimal LoRA finetuning support to the YAML training stack (#1242)
Co-authored-by: alexzms <3036648523@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 14:49:13 -07:00
William Lin c5088670c8 [misc]: empty __init__.py files with no logic (#1346) 2026-05-13 13:09:40 -07:00
d6dfe95466 [feat] FastVideo World Model Training (#1179)
Co-authored-by: mignonjia <mhuo@ucsd.edu>
Co-authored-by: alexzms <3036648523@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-11 05:13:12 +00:00
alexzms 9a8bbe18fa [bugfix]: fix SP deadlock in negative prompt encoding during training (#1178) 2026-04-28 01:06:49 +00:00
alexzms d92858659d [feat] Self-Forcing methods in refactored training infra (#1164) 2026-03-09 20:20:59 -07:00
1a383f3f66 [refactor] train v1 clean up
Co-authored-by: alexzms <3036648523@qq.com>
Co-authored-by: Peiyuan Zhang <a1286225768@slurm-h200-204-215.slurm-compute.tenant-slurm.svc.cluster.local>
2026-03-09 18:58:56 -07:00
alexzmsandPeiyuan Zhang bc27a032c5 [feat] Refactor training framework into fastvideo/train (#1159)
Co-authored-by: Peiyuan Zhang <a1286225768@gmail.com>
2026-03-09 15:16:42 -07:00