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62 Commits
Author SHA1 Message Date
Aryan KumarandAryan Kumar c845a8dee2 [feat] Per-request community LoRA in the OpenAI video API (#2026) 
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
 2026-11-04 19:44:47 -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
Aryan KumarandAryan Kumar ac81198d33 [new-model] Open-H3-Regenerate-2K: 768P H3 draft to 2560x1440, served on the OpenAI video routes (#2035) 
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
 2026-11-01 22:45:09 -08:00
Aryan KumarandAryan Kumar d954fad9ec [perf] MiniMax H3: faster FP4 attention padding, uint8 VAE pixel path and cuDNN FP4 GEMMs (#2046) 
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
 2026-11-01 22:23:10 -08:00
Aryan KumarandAryan Kumar cb6a9a13e1 [bugfix] FA4 JIT cache vs tuning env, MXFP8 import and scale dtype, H3 VSA gate double quantization (#2049) 
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
 2026-11-01 19:11:25 -08:00
Aryan Kumar 7203b4976e [bugfix]: compile only the LoRA delta, not the wrapped base layer 
BaseLayerWithLoRA.forward was decorated with torch.compile, so wrapping a linear also compiled its base layer.
Compiling a packed NVFP4/FP8 linear on its own changes its numerics, so a wrapped layer at strength 0 could differ
from the unwrapped layer. forward now adds no compiled region: the base layer runs exactly as it would unwrapped
(eagerly, or traced with a caller's compiled block), and only the adapter delta is compiled.
 2026-10-28 14:49:15 -07:00
Aryan Kumar 6bb444eef1 [bugfix]: run the base layer while a LoRA wrapper has no adapter 2026-10-28 14:49:15 -07:00
William Lin cdda1b7535 [feat] Add H3 PDD/DMPDD training and packed Ref2VA preprocessing (#1984) 2026-10-20 11:15:57 -07:00
Aryan KumarAryan KumarClaude Opus 5.5
 		376e445f0e [feat]: FastH3 OmniRef inference on consumer devices (RTX 5090 / PRO 6000 / DGX Spark / 4090) (#1980) 
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
Aryan KumarAryan KumarSolitaryThinker
 		2099dd5533 [feat]: Community MiniMax-H3 LoRA loading with quantized side branch (#1973) 
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
Aryan Kumarsy3535Aryan Kumar
 		3f45f2da21 [bugfix] Repair DreamVerse and failing CI gates (#1958) 
Co-authored-by: sy3535 <sy3535@maxwell.poly.edu>
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com>
 2026-10-16 17:15:38 -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
Haochen JiangSolitaryThinkerClaude Opus 5.5
 		e722023bd6 [perf] Wan kernel fusion: Triton-fused residual+LayerNorm+modulate inference path (#1708) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
 2026-10-07 04:08:07 -07:00
YanghaoWilliam LinSolitaryThinkerClaude Opus 5.5
 		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
KeithSolitaryThinkerClaude Opus 5.5
 		cdfbd64b04 [perf] FP8: fuse the dynamic activation quantization into Triton kernels (#1861) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
 2026-10-07 03:20:04 -07:00
YZJFSolitaryThinkerClaude Opus 5.5
 		a8688dddd9 [bugfix]: requantize MXFP8 weights after LoRA unmerge (#1876) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
 2026-10-07 01:38:02 -07:00
Aryan KumarAryan KumarAryan KumarSolitaryThinkerClaude Opus 5.5
 		02a027c49f [feat]: FastH3 on DGX Spark and Apple Silicon (#1920) 
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 12:17:11 -07:00
Aryan KumarAryan KumarAryan KumarSolitaryThinkerClaude Opus 5.5
 		8b51380466 [feat]: FastH3 on single RTX GPUs (#1919) 
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
William LinDavids048Claude Opus 5.5
 		8444c0897a [feat] FastH3 Ref2VA PDD inference with reference-video VSA sparsity (#1907) 
Co-authored-by: Davids048 <jundasu@ucsd.edu>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
 2026-10-02 11:28:07 -07:00
KeithandSolitaryThinker c4824c7764 [bugfix] FP8: gate the ROCm _scaled_mm path on CDNA4 (gfx950) instead of the capability tuple (#1859) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
 2026-09-16 19:58:55 -07:00
Kyle Hu 3a3ad3d209 [feat]: NVFP4 text encoder for MiniMax H3 (#1837) 2026-09-12 18:31:59 -07:00
Junda Su 4e52f47d1e [feat] add MXFP8 support on H3 (#1796) 2026-09-05 17:08:58 -07:00
William Linandshaoxiongduan a534ba20a0 [feat] Add MiniMax H3 LoRA inference and preview launchers (#1771) 
Co-authored-by: shaoxiongduan <shaoxiongduan@gmail.com>
 2026-08-27 14:43:39 -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
MookandSolitaryThinker 0c63528c59 [perf] Cache RoPE position-embedding tables across denoising steps (#1442) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
 2026-07-13 02:34:51 -07:00
Raghav KIshan VaishClaude Opus 4.8
 		b063f8ca41 [feat] Fix FLUX.1-dev port: native RoPE, parity tests, SSIM reference (#1321) 
Co-authored-by: Ishan Vaish <ivaish@ucsd.edu>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
 2026-07-13 01:49:42 -07:00
Raghav KandSolitaryThinker 0c90c8c24d [bugfix] nvfp4: cast fp32 inputs to bf16 instead of asserting (#1488) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
 2026-07-10 21:39:17 +00:00
Loay RashidalexzmsKaiqin KongWilliam LinSolitaryThinker
 		b2ade71467 [Bugfix] QAD 5090: Torch.compile and other optimizations (15/12) (#1466) 
Co-authored-by: alexzms <3036648523@qq.com>
Co-authored-by: Kaiqin Kong <k1kong@ucsd.edu>
Co-authored-by: William Lin <SolitaryThinker@users.noreply.github.com>
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
 2026-06-23 01:23:57 -07:00
Kevin Lin 82ed9fe58d [feat] QAD 5090: FP8 linear layer inference (#1465) 2026-06-22 18:25:06 -07:00
alexzmsWilliam LinLoay RashidKaiqin KongSolitaryThinker
 		dc66cd97ef [feat] QAD 5090: FP8 QAT linear training (14/12) (#1464) 
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: SolitaryThinker <wlsaidhi@gmail.com>
 2026-06-19 01:03:51 -07:00
alexzmsWilliam LinLoay RashidKaiqin KongSolitaryThinkermergify[bot]
 		6da206e196 [feat] QAD 5090: FP4 QAT linear STE for training (13/12) (#1463) 
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: SolitaryThinker <wlsaidhi@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-06-18 15:55:47 -07:00
William LinGnav3852Mac Lee
 		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
William LinPeiyuan ZhangMatthew Noto
 		2e35b0c6bd [refactor]: linear/mlp FP4 path additions for Wan-2.1 (Attn-QAT 6/12) (#1390) 
Co-authored-by: Peiyuan Zhang <a1286225768@gmail.com>
Co-authored-by: Matthew Noto <notomatthew31@gmail.com>
 2026-06-08 14:51:57 -07:00
Kaiqin KongandSolitaryThinker d3a821cdcf [feat] LoRA controls and integration for Dreamverse (#1420) 
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com>
 2026-06-01 18:54:11 -07:00
William Linjzhang38RandNMR73
 		460f6e398e [feat]: Add NVFP4QAT linear layer (Attn-QAT 3/12) (#1350) 
Co-authored-by: jzhang38 <42993249+jzhang38@users.noreply.github.com>
Co-authored-by: RandNMR73 <99706358+RandNMR73@users.noreply.github.com>
 2026-05-15 18:42:02 -07:00
William Linjzhang38RandNMR73
 		8acd8e21f9 [feat]: Add NVFP4QAT quantization config (Attn-QAT 2/12) (#1348) 
Co-authored-by: jzhang38 <42993249+jzhang38@users.noreply.github.com>
Co-authored-by: RandNMR73 <99706358+RandNMR73@users.noreply.github.com>
 2026-05-14 16:53:48 -07:00
Junda SuSolitaryThinkerMatthew NotoXOR-opZhang Peiyuan
 		d45d82334f [infra] Dreamverse 11/14: Add NVFP4 quantization support (#1334) 
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>
 2026-05-14 16:26:39 -07:00
William Lin c85f6a477f [docs] add hierarchical AGENTS.md per-directory guidance (#1278) 2026-05-02 03:28:18 -07:00
alexzms 14261bc98c [feat] pre-commit support 120 col num (#1167) 2026-03-11 20:19:30 -07:00
Mihir Jagtap 7a83e0e6fc [feature] Add Hunyuan-GameCraft model support (#1071) 2026-02-14 08:07:44 +08:00
Kaiqin Kong 31c0f1b341 [feat] Port LingBot-World-Base (Cam) (#1081) 2026-02-10 11:12:33 -08:00
Mingjia Huo 59e00f6164 [feat] Add HY-World1.5-Bidirectional-480P-I2V (#1027) 
VAE requires further improvement, will raise PR in near future.
 2026-01-23 14:18:04 -08:00
Will Lin 4d7bf35fa3 Revert "dit" 
This reverts commit a6a9c9ca07.
 2026-01-07 03:22:48 -08:00
Will Lin a6a9c9ca07 dit 2026-01-07 03:18:48 -08:00
XOR-op dd91542cd1 [feat] Support text encoder weight override and quantization (#983) 2026-01-03 15:33:33 -06:00
XOR-op 60ac6537df [feat] Support absmax style quantization for FP8 (#981) 2026-01-02 16:00:18 -06:00
alexzmsandShao Duan 8f1e6c3336 Add LongCat T2V (Base, Distillation and Refinement) Support to FastVideo (#883) 
Co-authored-by: Shao Duan <shaoxiongduan@gmail.com>
 2025-12-23 01:11:18 -06:00
Wei Zhou 1f70032af5 [New Model] Hunyuan1.5 (#943) 2025-12-21 00:57:52 -06:00