Loay Rashid and Aryan Kumar
0d05b09c57
[new-model] Add initial Qwen-Image-2.1 inference ( #1918 )
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Co-authored-by: Aryan Kumar <156166681+aryan5v@users.noreply.github.com >
2026-10-25 17:28:49 +00:00
William Lin
cdda1b7535
[feat] Add H3 PDD/DMPDD training and packed Ref2VA preprocessing ( #1984 )
2026-10-20 11:15:57 -07:00
Aryan Kumar and Aryan Kumar
089a5a55a0
[feat] Cookbook serving, hardware catalog, and landing page ( #1999 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-10-20 09:10:29 -07:00
376e445f0e
[feat]: FastH3 OmniRef inference on consumer devices (RTX 5090 / PRO 6000 / DGX Spark / 4090) ( #1980 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-19 14:57:36 -07:00
2099dd5533
[feat]: Community MiniMax-H3 LoRA loading with quantized side branch ( #1973 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-19 14:29:23 -07:00
lpc0220 and root
d4ed61cc7c
[refactor] VSA: rename the sm100a block-sparse kernel to ptx_blackwell ( #1956 )
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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 Lin
7d61590213
[bugfix] Fix the CUDA device of Ray workers on multi-GPU nodes ( #1932 )
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Ray sets CUDA_VISIBLE_DEVICES of each GPU actor to the GPU of that actor. The
import of fastvideo initializes CUDA, so the executor cannot change the device
list later. On a node with more than one GPU, each worker after the first worker
failed with "invalid device ordinal".
On NVIDIA GPUs, each worker actor now keeps the device list of its raylet
(RAY_EXPERIMENTAL_NOSET_CUDA_VISIBLE_DEVICES=1). Each worker uses the position of
its GPU in that list as its local rank. The safetensors loader now reads each
file on node-group rank 0, which is the rank that sends the broadcast.
2026-10-07 15:00:23 -07:00
Zhang Peiyuan and Claude Opus 5.5
c520878fd2
[perf]: QAT/QAD add safe regional compile for modular training ( #1718 )
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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
99f8f3e7a7
[feat] Add streaming and GPU-accelerated LoRA extraction ( #1784 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:48:35 -07:00
3467f8befb
[feat] Add end-to-end MMAudio V2A training, inference, and evaluation ( #1648 )
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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
2d6e7d9b6b
[feat]: MiniMax-H3 encoder split: dedicated text-encoder node group for 720p on DGX Spark ( #1877 )
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Co-authored-by: magicbear <magicbear@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 03:46:33 -07:00
2452022f15
[new-model] Add LTX-2.5 inference support ( #1704 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: CodeRabbit <noreply@coderabbit.ai >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:34:18 -07:00
d5287f8352
[feat]: add MiniMax H3 Ref2VA and LoRA training support ( #1757 )
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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
37b9dc1836
[new-model] Add native Helios-Distilled T2V pipeline ( #1670 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:18:24 -07:00
ef62ac48d1
[new-model] Add Wan2.2-S2V-14B speech-to-video (model port + checkpoint converter) ( #1683 )
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Co-authored-by: SuhaanCommits <suhaan@cedar.build >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 01:36:01 -07:00
8b51380466
[feat]: FastH3 on single RTX GPUs ( #1919 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: Aryan Kumar <aryank@Aryans-Mac-Studio.local >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 11:37:01 -07:00
f06d824054
[feat]: add Kandinsky-6.0 TI2VA and VSR pipelines ( #1924 )
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Co-authored-by: leffff <levnovitskiy@gmail.com >
Co-authored-by: Kirill <kykozlov@gmail.com >
Co-authored-by: shaoxiongduan <shaoxiongduan@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 10:50:17 -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
Kyle Hu
3a3ad3d209
[feat]: NVFP4 text encoder for MiniMax H3 ( #1837 )
2026-09-12 18:31:59 -07:00
Junda Su
e7456f1b75
Add H3 support into Dreamverse ( #1800 )
2026-09-07 13:09:44 -07:00
Junda Su
4e52f47d1e
[feat] add MXFP8 support on H3 ( #1796 )
2026-09-05 17:08:58 -07:00
Aryan Kumar and Aryan Kumar
f82d8be4bf
[perf] Sequential MiniMax H3 start with GPU-direct DiT load ( #1793 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-08-31 04:20:21 -07:00
William Lin and shaoxiongduan
a534ba20a0
[feat] Add MiniMax H3 LoRA inference and preview launchers ( #1771 )
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Co-authored-by: shaoxiongduan <shaoxiongduan@gmail.com >
2026-08-27 14:43:39 -07:00
KyleNeverGivesUp
9bfa585448
[perf]: stop holding the whole checkpoint during DiT load, unblocking MiniMax H3 on one GB10 ( #1714 )
2026-08-26 15:23:51 -07:00
KyleNeverGivesUp
c9c5585758
[perf]: MiniMax H3 on GB10 - skip text encoder CPU offload on unified memory (5m49s to 30ms) ( #1710 )
2026-08-26 12:03:14 -07:00
William Lin
f9e3680f11
[perf] Align FastH3 optimized inference profile ( #1748 )
2026-08-23 02:01:03 -07:00
William Lin
d3cff517cd
[perf] Add opt-in regional fullgraph compile for DiT inference ( #1741 )
2026-08-22 12:14:39 -07:00
Junda Su
2f3d407406
[perf] Optimize MiniMax H3 VAE decoding ( #1734 )
2026-08-21 14:57:32 -07:00
Kaiqin Kong
bcffa4026e
[perf] Optimize MiniMax-H3 text encoder memory ( #1732 )
2026-08-21 14:57:06 -07:00
Kai
0653f8f3af
[new-model] Add V2A: native MMAudio inference pipeline ( #1622 )
2026-08-09 17:29:27 -07:00
William Lin
9028953625
[misc] yapf pass under CI's interpreter (3.12) + pin hook language_version ( #1702 )
2026-08-08 22:24:17 -07:00
Kaiqin Kong
e8b0e4c61e
[feat] Add MiniMax H3 ( #1674 )
2026-08-04 13:54:39 -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
422585d08f
[misc]: add LTX-2.3 fine-tuning example recipes ( #1651 )
2026-07-27 18:42:44 -07:00
Junda Su
755a4e4470
[new-model] Add LingBot-Video Dense and MoE/refiner T2V inference ( #1595 )
2026-07-18 20:18:16 -07:00
Junda Su
d4bdd3621a
[new-model] Port LingBot-World-v2 ( #1579 )
2026-07-16 19:51:53 -07:00
6966f9e0bc
[fix] Z-Image ( #1236 ) draft port: rebase + strict-load contract + bf16 encoder parity + PORT_STATUS ( #1339 )
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Co-authored-by: Mrinaal Dogra <mdogra@ucsd.edu >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-16 18:18:25 -07:00
William Lin
e7fff0173a
[bugfix]: benchmark_weight_loading_comparison.py — iterate safe_open via .keys() ( #1378 )
2026-07-12 22:50:45 -07:00
Shreejith SG and H1yori233
d82abc271e
[feat] Add GLM-Image inference support ( #1030 )
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Co-authored-by: H1yori233 <k1kong@ucsd.edu >
2026-07-12 22:42:42 -07:00
02e1143f22
[feat] Add Kandinsky-5 T2V/I2V pipeline support ( #1471 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
Co-authored-by: leffff <levnovitskiy@gmail.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-07-07 14:43:30 -07:00
Loay Rashid and SolitaryThinker
995a5fdf97
[bugfix] fixing denoising time in the fastwan script ( #1480 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-06-23 10:01:23 -07:00
Kevin Lin
82ed9fe58d
[feat] QAD 5090: FP8 linear layer inference ( #1465 )
2026-06-22 18:25:06 -07:00
e60601df7f
[feat] QAD 5090: QAT training recipe — finetune + DMD distillation (12/12) ( #1462 )
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Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com >
Co-authored-by: Loay Rashid <42599591+loaydatrain@users.noreply.github.com >
Co-authored-by: Kaiqin Kong <k1kong@ucsd.edu >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-17 15:18:52 -07:00
d922ab2cbc
[model] Flux2 Klein Port ( #1349 )
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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
Kaiqin Kong and SolitaryThinker
afdb6fbfa5
[feat] Add MatrixGame3.0 ( #1201 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-05-27 21:07:01 +00:00
Wenxuan Tan and SolitaryThinker
af2ee9c78a
[feat] Optimize distributed weight loading in multi-node training ( #572 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-05-21 16:59:48 +00:00
b4de5a9f1b
[feat] Dreamverse 12/14: Add LTX2 refine and upsampler support ( #1335 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
Co-authored-by: Matthew Noto <99706358+RandNMR73@users.noreply.github.com >
Co-authored-by: XOR-op <17672363+XOR-op@users.noreply.github.com >
Co-authored-by: Zhang Peiyuan <42993249+jzhang38@users.noreply.github.com >
2026-05-15 12:21:40 -07:00
William Lin
424c643b6e
[feat]: MagiHuman pipeline stages (4/8) ( #1298 )
2026-05-12 14:59:21 -07:00
