William Lin
9f59519959
[misc] Remove DreamX World, HunyuanGameCraft, GLM-Image, LongCat, TurboDiffusion, and Z-Image ( #1926 )
2026-10-14 23:16:32 -07:00
Boyang ZHONG
dc72a35f4e
[bugfix] Return individual images for batched image API requests ( #1917 )
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For n > 1, the image endpoints returned one preview grid instead of n images.
The endpoints now run one model batch, save each decoded sample as its own file,
and return one URL or base64 item for each image. This applies to generations
and edits.
A keyword-only return_samples field (default False) is added to OutputConfig,
SamplingParam and ForwardBatch. Batched image requests set it and do not build
preview frames. The worker keeps the sample tensor for these requests, and
non-output ranks clear the field. Defaults and positional arguments do not
change.
2026-10-07 15:06:02 -07:00
8530fdc550
[feat] Add external-launcher executor for multi-node inference ( #1746 )
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Co-authored-by: Will Lin <willlin@nvidia.com >
Co-authored-by: William Lin <8941107+SolitaryThinker@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:46:26 -07:00
Raghav K and Claude Opus 5.5
315b25d26d
[new-model] Add Cosmos Predict2.5 distilled T2W and DFD V2W inference ( #1767 )
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Adds the Cosmos Predict 2.5 distilled text-to-world sampler (sCM, per-frame timesteps) and the DFD video-to-world pipeline, with their schedulers, registry entries, presets and examples.
Maintainer review fixes (Swarm orders #718 and #748 ): the DiT receives one shared fps value (its RoPE table is batch-independent, so per-sample vectors crashed batch > 1; differing values now raise), non-finite rollouts raise FloatingPointError instead of being zeroed by nan_to_num, the DFD detector matches "dfd" only in the last path component, the distilled example defaults to 24 fps, and the distilled rollout keeps its state in FP64 through the scheduler step as the official driver does.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 04:42:44 -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
af78c759f1
[new-model] Add Wan2.2-Animate-14B character animation/replacement inference ( #1765 )
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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 04:19:37 -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
4b3f99b224
[new-model] Added LingBot-World-Fast image-to-video support ( #1665 )
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Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com >
Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-10-07 03:32:38 -07:00
William Lin and Claude Opus 5.5
d967b99928
[bugfix]: registry ambiguity warning by specificity + QAD weights file path ( #1649 )
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Registry: when several model detectors match a path, the first registered match still wins (main's pinned precedence, e.g. test_local_manifest_detectors_keep_first_match). Path specificity against each entry's registered HF paths now only decides whether to warn: the resolution is silent when the first match is strictly more specific than every other match (e.g. LTX-2.3 distilled directories that the LTX-2 base detector also claims through the shared pipeline class name), and warns otherwise, including when a later match is more specific than the one chosen. The PR originally re-ranked matches by specificity; that changed main's tested first-match resolution for local manifest directories, so it was narrowed during maintainer review (Swarm order #720 ).
Also fixes the QAD weights file path.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-07 03:30:55 -07:00
8f1eb2992c
[bugfix]: retain NVFP4 weights for LTX2 refinement LoRA ( #1705 )
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Co-authored-by: Aryan Kumar <aryan5v@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 03:29:46 -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
6e4813f8b4
[bugfix] use in-process executor for num_gpus=1 ( #1755 ) ( #1879 )
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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 02:18:23 -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
9edc8adf5f
[misc] Move test-suite environment access into the registry and allowlists ( #1898 )
2026-09-30 00:15:39 -07:00
Junda Su
cb66acd400
[bugfix] Fix environment-variable bugs in LTX-2 debug logging, HF token lookup, and attention backend reads ( #1895 )
2026-09-29 11:48:31 -07:00
Ishan and SolitaryThinker
37d06a832f
[feat] Add fastvideo serve configs for Wan CUDA models ( #1801 )
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Co-authored-by: SolitaryThinker <wlsaidhi@gmail.com >
2026-09-14 18:23:35 -07:00
William Lin
556ac7088e
[refactor] Simplify Wan sampling and tests ( #1825 )
2026-09-07 15:57:19 -07:00
aaef49bfc6
[feat]: run FastH3 across two DGX Sparks with Ray sequence parallel ( #1803 )
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Co-authored-by: Kyle <shh075@ucsd.edu >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Satyam Srivastava <srivastavasatyam53@gmail.com >
Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-09-01 01:37:23 -07:00
William Lin
a159b63c67
[bugfix] Harden OpenAI serving after post-merge review ( #1782 )
2026-08-28 22:29:24 -07:00
William Lin
9212f4f218
[ci] make GPU validation change-aware ( #1747 )
2026-08-25 21:26:25 -07:00
William Lin
e0d702decb
[feat] VSA for MiniMax H3: packed mixed-modality sparse attention ( #1695 )
2026-08-09 13:10:51 -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
b9be2449dc
[refactor]: delete the dead global attention-backend override ( #1672 )
2026-08-02 18:00:42 -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
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 Novitskiy and Claude Sonnet 5
8b23984c79
[feat] Add Kandinsky5 QAD training pipeline: data preprocessing, QAT finetune, QAT-aware DMD distillation ( #1601 )
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Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com >
2026-07-26 02:59:21 -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
b063f8ca41
[feat] Fix FLUX.1-dev port: native RoPE, parity tests, SSIM reference ( #1321 )
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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
William Lin
9d909f5f04
[test]: remove dead and duplicate tests (-489 lines) ( #1556 )
2026-07-05 15:53:40 -07:00
Raghav K
4171cacd93
[bugfix] Wire Cosmos-Predict2.5 2B to its sampling preset ( #1468 )
2026-06-23 01:25:35 -07:00
Aryan Kumar and Aryan Kumar
7f539424cb
[feat]: add Lucy Edit inference scaffold ( #1363 )
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Co-authored-by: Aryan Kumar <aryan5v@users.noreply.github.com >
2026-06-09 15:21:43 -07:00
Raghav K
3505d09564
[bugfix] tests: include ltx2_3_base in expected LTX2 preset set ( #1427 ) ( #1428 )
2026-06-04 12:17:18 -07:00
alexzms and mergify[bot]
c2d7143c72
[feat] LTX-2.3 transformer support (config-gated extension of LTX-2) ( #1397 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-29 16:42:37 -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
Kaiqin Kong and mergify[bot]
773d44b875
[misc] Rename MatrixGame to MatrixGame2 ( #1357 )
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-17 22:57:03 -07:00
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
d45d82334f
[infra] Dreamverse 11/14: Add NVFP4 quantization support ( #1334 )
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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 >
2026-05-14 16:26:39 -07:00
6392bd40a9
[feat] Dreamverse 10/14: Add serving API contracts ( #1333 )
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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 >
2026-05-14 10:07:01 -07:00
William Lin
c5088670c8
[misc]: empty __init__.py files with no logic ( #1346 )
2026-05-13 13:09:40 -07:00
William Lin
95fd29e0cb
[feat] Streaming WebSocket server skeleton (single generator + fMP4) ( #1251 )
2026-04-26 00:33:49 -07:00
William Lin
e0dc5f2b0c
[feat] Add typed LTX-2 continuation state and streaming session store ( #1250 )
2026-04-24 01:28:07 -07:00
William Lin
70ee5d230c
[feat] [6/n] Improve API: LTX-2 public preset + asset wiring + gpu_pool translation ( #1239 )
2026-04-23 11:36:45 -07:00
William Lin
4ddcdf541f
[feat] [5.5/n] Improve API: streaming server config surface + serve dispatch ( #1238 )
2026-04-17 15:36:21 -07:00
William Lin
0e3529869c
[feat] [5/n] Improve API: wire ServeConfig.default_request into OpenAI serving ( #1237 )
2026-04-17 13:26:18 -07:00
William Lin
145a3f166b
[feat] [4/n] Improve API: refactor sampling param and merge with presets ( #1234 )
2026-04-16 14:10:02 -07:00
William Lin