tzhouam and Claude Opus 5
b36a3431bd
Package this fork as vllm-embedding: README, docs, roadmap, harness
...
Turns a branch of accumulated edge/CPU work into something someone else can
read, reproduce and continue.
README.md states what the fork is for (multimodal models on edge CPUs rather
than servers), the headline memory and speed results with their costs, and why
the numbers are worth reading -- five retracted conclusions, all measurement
errors rather than coding errors. Upstream's README is preserved at
docs/README.vllm-omni.md and NOTICE records the Apache-2.0 derivation and the
files this fork changes.
docs/edge/:
methodology.md the measurement discipline, which is the most transferable
thing here: what each of the five retractions was, and the
rule it left behind. Includes the two traps specific to this
stack -- vLLM's AOT compile cache keying on config so two
arms sharing an artifact load the wrong graph, and allocated
not being resident until mincore(2) says so.
results.md every measured figure with its spread and baseline, and an
explicit note that the four memory levers overlap and must
not be added.
cpu-4bit.md the two 4-bit paths, the packed layout as measured rather
than assumed, why the path choice is a config field, and the
GPTQ output-head trap that invalidated a whole round of W4A8
numbers.
harness.md how to run a comparison, and the two arguments that matter
more than they look (--context-len, --prompt-len), each of
which has produced a wrong conclusion by being left at its
default.
ROADMAP.md orders by whether the verification method is correct rather than by
expected size, lists what is done with results, what is next with expected
gains and how each would be verified, and -- at equal length -- what was
considered and rejected, including the CPU megakernel with the measurements
that rule it out for now.
benchmarks/edge_harness/ brings the tooling into the repo so the numbers are
reproducible: the grid runner, the single-run benchmarks, the memory ledger,
the fidelity metric, the Android agent suite, the quantizers, and the tests
that pin the harness's judgement. 82 tests pass from the new location.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com >
Claude-Session: https://claude.ai/code/session_01L1ax5wYLA6XbqEL1i8L9gZ
2026-09-14 13:25:32 +08:00
5d7fdf9350
[Core] Graduate MiniCPM-o 4.5 and PersonaPlex full-duplex serving out of experimental ( #6196 )
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Signed-off-by: chickeyton <ngton2014@gmail.com >
Signed-off-by: Gao Han <hgaoaf@connect.ust.hk >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-09-05 08:20:21 +00:00
Hongsheng Liu
d1c8beeb18
[Doc] Update README and docs for v0.28.0 ( #6858 )
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Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com >
2026-09-01 19:50:26 +08:00
Alicia
ea0a24465b
[Docs] Restore the Star History chart ( #6446 )
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Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
2026-08-21 01:35:03 -07:00
Samit
8a5bf2fb3f
[doc]: Update latest news section for verl-omni release ( #6187 )
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Signed-off-by: Samit <285365963@qq.com >
2026-08-14 12:04:15 +08:00
Hongsheng Liu
9159cedbd7
docs: update vLLM-Omni architecture overview ( #5914 )
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-09 09:16:18 +08:00
Hongsheng Liu
30cba84222
[Doc] Update README and installation docs for v0.26.0 ( #5715 )
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Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com >
2026-08-04 14:18:51 +08:00
Hongsheng Liu
a6da469134
docs: update README for v0.24.0 ( #5060 )
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Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com >
2026-07-13 08:26:37 +08:00
Yueqian Lin
208932210f
[Chore][TTS] Reference recipes.vllm.ai recipes, remove dead code, and fix stale references ( #4567 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-06-19 15:05:26 +08:00
39ae6e12f8
[Docs] Update README supported models section with TTS and Diffusion categories ( #4300 )
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Signed-off-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com >
2026-06-10 19:40:50 +08:00
Samit
6ddaf6188d
Fix README.md typo ( #4292 )
2026-06-09 18:08:09 +08:00
5de3b11822
docs: update README and supported models for v0.22.0 release ( #4233 )
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com >
2026-06-09 14:39:19 +08:00
Hongsheng Liu and deepseek-v4-pro
c0e132d973
[Doc] Reorganize available recipes into a table ( #3671 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
Co-authored-by: deepseek-v4-pro <noreply@anthropic.com >
2026-05-18 00:02:34 +08:00
Hongsheng Liu and hsliu_ustc
c0b7509f07
update v0.20.0 readme ( #3594 )
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Signed-off-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
2026-05-14 17:23:55 +08:00
ChenWenjing
fe6cec6ba3
[doc][skip ci] remove redundant content in readme ( #2901 )
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Signed-off-by: CHEN <116010019@link.cuhk.edu.cn >
2026-04-18 18:18:12 +08:00
ChenWenjing
4124a1f858
[Feature]Support audio streaming input and output-phase2 ( #2581 )
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Signed-off-by: CHEN <116010019@link.cuhk.edu.cn >
2026-04-18 15:42:41 +08:00
Hongsheng Liu
a5bf33f25a
[skip ci] update release 0.18.0 ( #2380 )
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Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com >
2026-03-31 20:45:07 +08:00
Roger Wang
6a5fa588c6
Update latest news section in README.md ( #1909 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2026-03-15 22:50:42 -07:00
Hongsheng Liu and hsliu_ustc
ff3365f6a2
[skip ci] update readme slides link ( #1850 )
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Signed-off-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
2026-03-12 20:27:42 +08:00
Alicia
09b66bf6db
[Doc][skip ci] Update readme with Video link for vLLM HK First Meetup ( #1833 )
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Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
2026-03-12 16:06:36 +13:00
bb051ab1df
[skip ci] Update slides link ( #1730 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
Signed-off-by: Claude Opus 4.6 <noreply@anthropic.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
2026-03-08 20:45:54 +08:00
Hongsheng Liu
b84d73be4b
docs: Announce vllm-omni-skills community project ( #1651 )
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Signed-off-by: hsliu <liuhongsheng4@huawei.com >
2026-03-04 20:56:50 +08:00
Roger Wang
fec0182ac2
0.16.0 release ( #1576 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2026-02-28 21:28:27 -08:00
Alicia
efce272cb4
[Doc] Highlight paper & slides. ( #1186 )
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Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
2026-02-04 14:08:49 +08:00
Hongsheng Liu and hsliu_ustc
3fb3c8aba4
Docs update paper link ( #1169 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
Signed-off-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
Co-authored-by: hsliu_ustc <hsliu_ustc@noreply.gitcode.com >
2026-02-03 13:19:36 +08:00
Roger Wang
de2cac95e8
[Doc] First stable release of vLLM-Omni ( #1129 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2026-02-01 00:21:57 -08:00
Zhou Taichang
d2a72f380f
[Doc] Update rebase doc ( #878 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
2026-01-21 03:59:02 +00:00
+13
776c3a794e
Dev/rebase 0.14.0 ( #847 )
...
Signed-off-by: JaredforReal <w13431838023@gmail.com >
Signed-off-by: root <root@hk01dgx039.cm.cluster >
Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk >
Signed-off-by: TangPeng <85704592@qq.com >
Signed-off-by: XU Mingshi <91017482+mxuax@users.noreply.github.com >
Signed-off-by: mxuax <mxuax@connect.ust.hk >
Signed-off-by: Sihyeon Jang <sihyeon.jang@navercorp.com >
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Signed-off-by: iwzbi <wzbi@zju.edu.cn >
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com >
Signed-off-by: Yuhan Liu <30294295+liuyuhanalex@users.noreply.github.com >
Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: linyueqian <linyueqian@outlook.com >
Signed-off-by: David Chen <530634352@qq.com >
Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com >
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Signed-off-by: wangyu31577 <wangyu31577@hundsun.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
Signed-off-by: John Liu BUAA <liukecheng97@gmail.com >
Signed-off-by: Dinesh G <G.Dinesh@ibm.com >
Signed-off-by: gDINESH13 <dinesh13g@gmail.com >
Signed-off-by: root <root@hk01dgx028.cm.cluster >
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk >
Co-authored-by: JaredforReal <w13431838023@gmail.com >
Co-authored-by: root <root@hk01dgx039.cm.cluster >
Co-authored-by: JustQJ <37905360+JustQJ@users.noreply.github.com >
Co-authored-by: XU Mingshi <91017482+mxuax@users.noreply.github.com >
Co-authored-by: Sihyeon Jang <uneedsihyeon@gmail.com >
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com >
Co-authored-by: catcat <108673086+iwzbi@users.noreply.github.com >
Co-authored-by: Ziming Huang <hzm414167@alibaba-inc.com >
Co-authored-by: Yuhan Liu <30294295+liuyuhanalex@users.noreply.github.com >
Co-authored-by: Alicia <115451386+congw729@users.noreply.github.com >
Co-authored-by: Samit <285365963@qq.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com >
Co-authored-by: Peiqi Yin <60515999+yinpeiqi@users.noreply.github.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com >
Co-authored-by: wangyu31577 <wangyu31577@hundsun.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: John Liu BUAA <liukecheng97@gmail.com >
Co-authored-by: D!NE$H <67671800+gDINESH13@users.noreply.github.com >
Co-authored-by: root <root@hk01dgx028.cm.cluster >
2026-01-21 00:25:25 +08:00
WeiQing Chen
4203bfa350
[Misc] add wechat group and star history on README ( #801 )
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Signed-off-by: David Chen <530634352@qq.com >
2026-01-16 03:22:16 +13:00
Hongsheng Liu
65b55d1c83
update design doc ( #711 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
2026-01-09 13:30:17 +08:00
Roger Wang
aa5b628b6a
[Doc] Update version 0.12.0 ( #662 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2026-01-06 14:34:15 +08:00
Roger Wang
9fe730a44b
[Misc] update image reference for PyPI ( #150 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2025-12-01 09:37:29 -08:00
Roger Wang
510aeb7da4
[Misc] Misc description updates ( #146 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2025-12-01 12:09:24 +00:00
Roger Wang
a6c5a6aca4
[Doc] Update developer & user channel ( #138 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2025-12-01 00:25:44 -08:00
Hongsheng Liu and Roger Wang
0c245dd1f9
[Doc] Fix readme typos ( #108 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Roger Wang <hey@rogerw.io >
2025-11-30 21:32:04 +08:00
Roger Wang and Gao Han
a5800cd2c2
[Doc] Misc documentation polishing ( #98 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
Signed-off-by: Gao Han <gaohan19@huawei.com >
Co-authored-by: Gao Han <gaohan19@huawei.com >
2025-11-29 20:42:39 +08:00
Gao Han
db81ee9f69
[Docs] optimize and supplement docs system ( #86 )
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-11-28 11:03:52 +08:00
Hongsheng Liu and Roger Wang
1fb46ddd62
update readme for v0.11.0rc1 release ( #69 )
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Signed-off-by: hsliu <liuhongsheng4@huawei.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Roger Wang <hey@rogerw.io >
2025-11-24 14:28:25 +08:00
Jiangyun Zhu
5707fc78d5
[CI] fix ci and format existing code ( #71 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2025-11-18 20:54:26 +08:00
Gao Han
c5a89302f1
[Feature] Support online inference ( #64 )
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-11-17 14:44:10 +08:00
Samit
8cafb4294d
[Docs] Setup Documentation System and Re-organize Dependencies ( #49 )
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Signed-off-by: SamitHuang <285365963@qq.com >
2025-11-15 21:45:43 +08:00
Gaohan123
1aa5ae61cb
fix reviews
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-11-05 23:26:58 +08:00
Gaohan123
5b683c75de
supplement some infomation
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-11-05 10:46:05 +08:00
Gaohan123
6e1478222e
Dependency refractored to vLLM v0.11.0
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-11-04 22:06:41 +08:00
Gaohan123
03ae52a064
add installation of uv
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-10-30 17:18:19 +08:00
Gaohan123
1702033c3e
fix some typos
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-10-30 17:16:25 +08:00
Gaohan123
27f06e27fc
Further supplement installation guide
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-10-30 14:45:54 +08:00
Gaohan123
78830c8ad9
fix problem of installation
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Signed-off-by: Gaohan123 <gaohan19@huawei.com >
2025-10-27 22:06:35 +08:00
Gaohan123
9b6ce0d245
fix typo
2025-10-25 18:02:16 +08:00
Gaohan123
6cf73c4e80
Remove unused files and fix some bugs
2025-10-25 18:02:11 +08:00