Commit Graph
60 Commits
Author SHA1 Message Date
Aryan KumarandAryan Kumar 7066408fb3 [feat] Pika H3 Flex NVFP4 QAD training: calibration, QAD, FP4 attention and export (#2051)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-11-03 01:04:26 -08:00
Aryan KumarandAryan Kumar fcec554456 [feat]: shared FastH3 NVFP4 FP4-attention QAD recipe (OmniRef + V2 T2AV) (#1989)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
2026-11-03 00:54:28 -08:00
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 Lin 9f59519959 [misc] Remove DreamX World, HunyuanGameCraft, GLM-Image, LongCat, TurboDiffusion, and Z-Image (#1926) 2026-10-14 23:16:32 -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
fb5efebdab [feat] Add HunyuanVideo 1.5 T2V training support (#1662)
Co-authored-by: William Lin <willlin@nvidia.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 02:19:22 -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
Junda Su 02f1ce11ae [misc] Move environment var reads into env registry and rename unprefixed variables (#1897) 2026-09-29 14:36:16 -07:00
Junda Su e3b88bb12a [feat] Add a typed environment-variable registry, policy doc, and contract test (#1896) 2026-09-29 12:50:45 -07:00
Keith e90be598e5 [perf] MiniMax H3: return uint8 frames from the decode worker (#1828) 2026-09-24 18:08:56 -07:00
William Lin 1c14afd559 [docs]: refresh AGENTS.md maps and add Wan SP/I2V and CI test notes (#1845) 2026-09-14 16:06:53 -07:00
William Lin 9212f4f218 [ci] make GPU validation change-aware (#1747) 2026-08-25 21:26:25 -07:00
William Lin 98f761ec45 [bugfix] validation: inherit the trained denoising ladder (#1738) 2026-08-22 23:09:26 -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
Suhaan Khurana 05406c5d1b [misc]: consolidate dataset download scripts under examples/datasets/ (#1667) 2026-08-02 14:21:24 -07:00
KyleNeverGivesUpandClaude Opus 5 99d04a7f98 [bugfix] keep loader-populated text encoder configs in the validation pipeline (#1669)
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-02 14:10:16 -07:00
William Lin af2934dd6b [feat]: FA4-FP4 ATTN_QAT_INFER on sm_100/sm_103 + NVFP4 weight purge (#1647) 2026-07-27 15:46:52 -07:00
Lev NovitskiyandClaude Sonnet 5 8b23984c79 [feat] Add Kandinsky5 QAD training pipeline: data preprocessing, QAT finetune, QAT-aware DMD distillation (#1601)
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
2026-07-26 02:59:21 -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
William Lin 65f3b946b9 [feat] Add LTX-2 and LTX-2.3 fine-tuning to the modular trainer (#1624) 2026-07-20 11:58:39 -07:00
Zhang Peiyuan 191fcbf46c [feat] add qat docs (#1621) 2026-07-19 18:37:47 -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
Guian FangandSolitaryThinker 970409962f [feat] Add AnyFlow any-step video distillation (pretrain + on-policy) (#1371)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-07-12 02:32:08 +00:00
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
KaredandSolitaryThinker e2f4d1a7b5 [feat]: add SwanLab tracker (#1461)
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
2026-07-07 08:35:38 +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
William Lin 1d15d974fa [misc]: cleanup outdated or unneeded agent infrastructure (#1504) 2026-06-27 19:37:49 -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
19a838f54f [bugfix]: release VSA tile cache during training (#1434)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-09 15:01:22 -07:00
d922ab2cbc [model] Flux2 Klein Port (#1349)
Co-authored-by: Gnav3852 <63612880+Gnav3852@users.noreply.github.com>
Co-authored-by: Mac Lee <macthecadillac@gmail.com>
2026-06-09 14:55:55 -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
alexzmsandmergify[bot] cb12e88713 [perf] shallow-copy VSA attn_metadata in train model plugins (#1342)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-15 16:10:12 -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
f633e30ebb [feat]: add LongCat bidirectional finetuning support (#1244)
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
Co-authored-by: alexzms <3036648523@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-09 12:20:43 -07:00
William Lin c85f6a477f [docs] add hierarchical AGENTS.md per-directory guidance (#1278) 2026-05-02 03:28:18 -07:00
alexzmsandmergify[bot] 74d09b0efd [misc] cleanup: grad-norm asserts, dead offload file, callback names (#1268)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-01 01:16:13 -07:00
alexzms d14d5aadea [feat] Cosmos 2.5 training support in fastvideo.train (#1224) 2026-05-01 01:15:02 +00:00