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c9bb65902e4e575abde837fd7941bc9415ebb32b
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741 Commits
Author SHA1 Message Date
hsliuustc0106 c9bb65902e [Model] Learn the retention budget directly from observed peaks 
Drop the staged-bytes seed per review direction: the budget is now
min(observed_peak * 1.25, 25% of device capacity), nothing else. A cold
start pays one release per observation step while the peak climbs (two on
the validated MiniMax workload), then boundaries retain steadily; the 5%
free floor and capacity cap are unchanged. The staged-byte ledger remains
only to detect full detachment, which now resets the observed peak so one
workload cannot permanently influence another. Trade-off accepted per
review: lower reserved memory and a simpler policy over a flush-free
first request.

Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-08-26 13:43:00 +08:00
hsliuustc0106 27f9726a6a [Model] Derive the retention budget from observed boundary peaks 
The staged-bytes seed left the transient half of the working set to a
guessed multiplier, and that half scales with the running workload rather
than the model topology. Track the largest cached-but-unallocated value
observed at any component boundary instead: the budget is the larger of
the seed and the observed peak times a 1.25 margin, still capped at a
quarter of device capacity. A workload that outgrows the seed pays one
release while the observation lands, then retains steadily. No warmup
flag is needed and no user-chosen fraction exists.

Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-08-26 12:52:19 +08:00
hsliuustc0106 c5295f3ffe [Model] Cap derived cache budget and account for stager detach 
Address review on #6629:

- Cap the derived retention budget at a quarter of device capacity so a
  large staged total cannot monopolize a small device; the multiplier
  itself stays pending an instrumented target run.
- Log every release decision (reason, cached bytes, effective budget and
  cap, staged total, free/total memory) and every staging OOM retry with
  its staged byte total, so a single target run validates the headroom
  multiplier directly.
- Make stager detach symmetric: set_cache_retention now shrinks the
  previous cache's budget before growing the new one, so cache -> None ->
  same cache counts the staged bytes exactly once (regression test added).

Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-08-26 11:12:09 +08:00
hsliuustc0106 ba5943dddb [Model] Derive MiniMax-H3 DLO component cache budget from staged bytes 
Replace BoundedAllocatorCache's device-capacity fraction bound (25% of
total memory) with a budget derived from the model topology: each attached
PinnedModuleStager reports its unique staged storage bytes once, and the
retention ceiling is that total times a fixed 2.0 headroom multiplier
covering allocator fragmentation and transient storages freed at component
boundaries. The 5% physically-free floor is unchanged.

The budget therefore scales with the staged components instead of device
capacity, so no user-chosen fraction is needed and behavior is identical
across differently sized devices with the same model. Re-attaching the
same cache does not double count; a second stager grows the budget by its
own bytes.

Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-08-26 09:49:55 +08:00
Hongsheng Liu 780e8d40aa [Doc] Add environment variables configuration reference (#6217) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-26 04:58:54 +08:00
NATURE 497c537c6f [Benchmark] Add local OmniInteract realtime benchmark (#6522) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
 2026-08-25 15:32:58 +00:00
Hongsheng Liuandhsliuustc0106 c608910d20 [Diffusion] Register HWR mmap for direct DLO H2D (#6591) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
Co-authored-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
 2026-08-25 23:30:11 +08:00
Hongsheng Liu 5a8b81ebeb [Model] Optimize MiniMax-H3 DLO component lifecycle (#6526) 
Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-08-25 23:13:41 +08:00
psv666 683f3c92a4 [CI/Build] Clean up Qwen3-Omni nightly tests (#6570) 
Signed-off-by: psv666 <2693925048@qq.com>
 2026-08-25 22:14:43 +08:00
Jae 72beeaee86 [Misc] move text-to-audio online examples to a unified folder (#4807) 
Signed-off-by: zzehli <jaeli_ottawa@outlook.com>
 2026-08-25 22:02:26 +08:00
Pranav ThakurandZhou Taichang 53b60bd9bc [Bugfix] Invalidate stale ref_audio cache on local file modification (#4873) (#5670) 
Signed-off-by: pranavthakur0-0 <pranavthakurdew@gmail.com>
Co-authored-by: Zhou Taichang <tzhouam@connect.ust.hk>
 2026-08-25 10:06:32 +08:00
leoandleo 50b8a150f9 [Model] Add native SANA-Video 2B T2V and I2V support (#5508) 
Signed-off-by: leo <92263211+napleon-liu@users.noreply.github.com>
Signed-off-by: leo <92263211+liuyao0322@users.noreply.github.com>
Signed-off-by: liuyao0322 <yaoliu548926@gmail.com>
Co-authored-by: leo <92263211+napleon-liu@users.noreply.github.com>
 2026-08-25 09:46:02 +08:00
wangyuandamy-why-3459 4af0ddc1c2 [Test] Cleanup for helpers (#6523) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-25 09:10:17 +08:00
Hongsheng Liuandhsliuustc0106 8360346a66 [Diffusion] Integrate no-AllGather DLO with Host Weight Runtime (#6486) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
Co-authored-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
 2026-08-25 08:03:53 +08:00
汪志鹏Claude Opus 5lishunyang12Cursor
 		d150a4fde7 [Feature][MiniMax-H3] Support diffusion continuous batching (#5810) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-08-24 21:08:53 +08:00
WeiQing Chen f446468c03 [Doc] Update vLLM-Omni WeChat QR code (#6535) 
Signed-off-by: David Chen <530634352@qq.com>
 2026-08-24 16:46:02 +08:00
bjf-frzandHongsheng Liu 072bfc02dd [FEAT]Add FastVideo VSA backend for Wan2.2 (#4820) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-24 14:48:31 +08:00
wangyu 1e2a6446f7 [CI] Remove AudioX and MammothModa2 support (#6353) 
Signed-off-by: wangyu <410167048@qq.com>
 2026-08-23 04:22:05 +00:00
wangyuandamy-why-3459 0db262de2a [CI/Build] Move L1/E2E coverage to weekly and split scheduled L4/L5 pipelines (#6311) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-23 11:49:37 +08:00
wangyu 2e096788a6 [CI]Remove SoulX-Singer support (#6362) 
Signed-off-by: wangyu <410167048@qq.com>
 2026-08-23 07:16:32 +08:00
ivanustoandHongsheng Liu f09bdcbc7d [Bugfix] Make the async-output wait bound configurable and default it higher (#6255) 
Signed-off-by: ivanusto <ivanusto@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-22 22:10:30 +08:00
Rahul SteigerHongsheng LiuRahul Steiger
 		b39f599b09 [Core] Add UniProc diffusion executor for single-GPU (#6308) 
Signed-off-by: Rahul Steiger <rsteiger@nvidia.com>
Signed-off-by: Rahul Steiger <rsteiger@aws-cmh-slurm-1-vscode-04.cm.cluster>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Rahul Steiger <rsteiger@aws-cmh-slurm-1-vscode-04.cm.cluster>
 2026-08-22 21:58:21 +08:00
Hongsheng Liu 493fc64397 [Diffusion] Add final-layout BF16 Host Weight Runtime artifacts (#6445) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-22 21:37:20 +08:00
Hongsheng Liu 15e38ac173 [Core] Add explicit post-load Host Weight Runtime publication (#6427) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-21 14:26:49 +08:00
Shin 70bdd49402 [Model] Add HiDream-O1-Image support (#5194) 
Signed-off-by: yixiaoer <shin@yixiaoer.sg>
 2026-08-21 14:15:37 +08:00
Hongsheng Liu 73b623f2f7 [Core] Add Host Weight Runtime foundation (#6419) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-21 08:50:59 +08:00
MaciejBalaNV b3270dec8d Cosmos3 transfer fix (#5614) 
Signed-off-by: Maciej Bala <mbala@nvidia.com>
 2026-08-20 11:40:51 -07:00
KristofferandHongsheng Liu 718d9a4cd7 [Bugfix] Return diffusion metrics for image-edit endpoint (#5999) 
Signed-off-by: Kristoffer <kristoffer.torp@amd.com>
Signed-off-by: kTorp <kristorp@amd.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-20 15:28:55 +00:00
wangyu 273ffce130 [CI/Build] Strengthen pre-commit with markdownlint, SPDX, and policy hooks (#6273) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Signed-off-by: wangyu <53896905+yenuo26@users.noreply.github.com>
 2026-08-20 21:07:04 +08:00
Yukim1 6f55a06fab [Docs] Remove stale stage config references (#6270) 
Signed-off-by: zwhzzz0821 <2831474076@qq.com>
 2026-08-20 07:09:12 +08:00
WeiQing Chen c3f80502e0 [Doc] Update vLLM-Omni WeChat QR code (#6369) 
Signed-off-by: David Chen <530634352@qq.com>
 2026-08-19 18:52:24 +08:00
BruceLoveDecimaland汪志鹏 adf6d0c1ea [Model] Add SANA-WM support(Stage-1 only) (#4061) 
Signed-off-by: BruceLoveDecimal <liuqihao970610@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: liuqihao <liuqihao970610@gmail.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-08-18 23:57:55 -06:00
bjf-frzandHongsheng Liu 14bd8f8772 [REFACT]Refactor diffusion parallel state (#5531) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-19 11:23:10 +08:00
Hongsheng Liu 284e05c88b [Core] Support online FP8 with DLO AllGather (#6279) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-18 23:48:07 +08:00
Wang fuyinandHongsheng Liu e1c5f59aab [Config] Reuse vLLM configs in VllmOmniConfig (#6050) 
Signed-off-by: Acerak01-fy <wfy2003324@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-18 21:27:58 +08:00
zhumingjue138 cd9ae66b3a [Bugfix][Test] fix Qwen3-omni OOM reliability and drop voxcpm2 stability/reliability test cases (#6299) 
Signed-off-by: zhumingjue <zhumingjue@huawei.com>
 2026-08-18 17:36:08 +08:00
Yukim1andzwhzzz0821 0a1846aa45 [Diffusion] Add native KV cache initialization and Scheduler-managed block allocation (#6094) 
Signed-off-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
Co-authored-by: zwhzzz0821 <zwhzzz0821@users.noreply.github.com>
 2026-08-18 07:00:24 +00:00
Yueqian Lin b283215c28 [Model] Add MiniMax Music 3 text-to-music (#6186) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-08-18 04:33:13 +00:00
JackyLiuandHongsheng Liu d7216ef514 Add speech token usage headers (#4499) 
Signed-off-by: JackyLiu <lzwgre@126.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-18 06:53:06 +08:00
Hongsheng Liu 265d80b4dd [Docs] Classify PD disaggregation as an experimental feature (#6115) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-17 17:38:44 +08:00
Yichen WangandDidan Deng 2a9f6aaa8e Add π0 VLA model support (#4222) 
Signed-off-by: Yichen Wang <yichen.wang@bytedance.com>
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
 2026-08-17 14:29:17 +08:00
Zhenghan SongandHongsheng Liu 309d9c3ea8 [Bugfix] Respect media redirect policy for image references (#6122) 
Signed-off-by: HaningZS <resossr0v0@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-17 13:25:09 +08:00
Hongsheng Liu 9d2bb23ff6 [Diffusion] Add loader-owned host-weight plans for DLO (TP=1) (#6213) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-16 11:02:38 +08:00
Jack Chenzhangbin.327Hongsheng Liu
 		3875f8ded4 [Core] Add realtime AR-Diffusion tick sessions for LingBot World 2.0 (#5491) 
Signed-off-by: zhangbin.327 <zhangbin.327@bytedance.com>
Signed-off-by: Jack47 <scsvip@gmail.com>
Co-authored-by: zhangbin.327 <zhangbin.327@bytedance.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-16 09:11:20 +08:00
SYLARandHongsheng Liu d1e230c95b [Diffusion][Quantization] Enable MiniMax-H3 global FP8 with DLO (#5910) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-15 23:01:26 +08:00
Samit 136cb27b05 [Bugfix] Fix lost async diffusion outputs in request-level batching (#6023) 
Signed-off-by: samithuang <285365963@qq.com>
 2026-08-15 18:27:51 +08:00
SYLAR ce6ab0ca46 [Model] Add LTX-2.5 support (#6070) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
 2026-08-15 18:27:23 +08:00
Hongsheng Liu 1260ceaae6 [Docs] Split diffusion attention and CPU offload guides (#6075) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-15 14:41:09 +08:00
mjZhaoElaineClaude Opus 5Yueqian Lin
 		35cacf020c [Model] Add Gepard-1.0 native-AR FSQ/NanoCodec TTS (offline inference) (#5666) 
Signed-off-by: Mengjie Zhao <zmj0129@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-08-14 22:06:05 -07:00
wangyu d671e6b0db [CI] Expand E2E source_file_dependencies for shared model code (#5994) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: wangyu <53896905+yenuo26@users.noreply.github.com>
 2026-08-15 12:01:20 +08:00