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75 Commits

Author SHA1 Message Date
Jinzhen Lin
ce96857fdd
[Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-12-16 14:35:28 -08:00
Bhanu Prakash Voutharoja
6a6fc41c79
gptq marlin quantization support for fused moe with lora (#30254) 
Signed-off-by: Bhanu068 <voutharoja.bhanu06@gmail.com>
 2025-12-12 02:27:22 +00:00
bnellnm
00e5cbb967
[MoE][Refactor] Remove most arguments to FusedMoEMethodBase.apply (#29066) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-12-09 13:48:25 -08:00
Jinzhen Lin
1656ad3704
[Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
 2025-11-29 07:19:33 -08:00
bnellnm
8f066146c3
[MoE][Refactor] Make select_experts a non-static method (#29067) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-11-24 13:38:04 -05:00
Michael Goin
e5f599d4d1
[Bugfix] Disable shared expert overlap if Marlin MoE is used (#28410) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-11 23:16:12 +00:00
bnellnm
938772af03
[Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
Cyrus Leung
d31f7844f8
[Misc] Move utils to avoid conflicts with stdlib, and move tests (#27169) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-19 05:20:55 -07:00
Cyrus Leung
d2740fafbf
[Chore] Separate out vllm.utils.collections (#26990) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-16 08:35:35 +00:00
Varun Sundar Rabindranath
8ae169286f
[torch.compile] Unwrap fused_marlin_moe custom op (#26739) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-14 02:22:16 +00:00
Harry Mellor
8fcaaf6a16
Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Harry Mellor
d6953beb91
Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Harry Mellor
61aedb5ffe
MoveVllmConfig from config/__init__.py to config/vllm.py (#25271) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-29 19:49:49 -07:00
Isotr0py
d4d9899860
[Quantization] Add field to skip unquantized modules for GPTQ config (#25455) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-26 15:47:41 +00:00
XuruiYang
845adb3ec6
[Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
bnellnm
5963b98b46
[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
Didier Durand
35bf193864
[Doc]: fix typos in Python comments (#24294) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-05 19:41:12 -07:00
bnellnm
e9b92dcd89
[Kernels] Overlap shared experts with send/recv (#23273) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-03 12:35:18 -04:00
JartX
183a70967a
[BUGFIX] GPTQ quantization compatibility for Qwen3 MOE models (AutoGPTQ and AutoRound-GPTQ) (#23994) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-01 03:33:40 +00:00
Xin Yang
8fb85b7bb6
Add routed_scaling_factor to MoE grouped topk (#23123) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-08-29 21:36:48 -07:00
Simon Mo
0fc8fa751a
fix: gptq marlin weight loading failure (#23066) 2025-08-17 15:56:07 -07:00
bnellnm
8ad7285ea2
[Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 14:46:00 -04:00
Jinzhen Lin
33c63e9547
[Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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 2025-08-14 11:23:22 -07:00
Michael Goin
0e3fe896e2
Support Llama 4 for fused_marlin_moe (#20457) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-04 07:55:10 +00:00
Bowen Wang
e9fd658a73
[Feature] Expert Parallelism Load Balancer (EPLB) (#18343) 
Signed-off-by: Bowen Wang <abmfy@icloud.com>
 2025-06-26 15:30:21 -07:00
Jun-Howie
dd2ccf8dde
Feat Dynamic Quantization for MoE Layers in GPTQ Marlin Backend (#19395) 2025-06-24 07:23:28 +09:00
Simon Mo
02f0c7b220
[Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Harry Mellor
6223dd8114
Update deprecated type hinting in model_executor/layers (#18056) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-13 04:17:23 -07:00
Michael Goin
1df491c522
[Bugfix] Fixes for new marlin moe usage (#18017) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-13 03:50:04 +00:00
Jinzhen Lin
1d0c9d6b2d
[Kernel] some optimizations for dense marlin and moe marlin (#16850) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-05 09:39:30 -07:00
Eric Hartford
9b103a1d76
fix typo in logging (#17605) 2025-05-02 18:04:40 -07:00
Harry Mellor
13698db634
Improve configs - ModelConfig (#17130) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-30 10:38:22 +08:00
Jinzhen Lin
d06ba4ed3f
[Kernel] moe wna16 marlin kernel (#14447) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-04-14 20:05:22 -07:00
Lu Fang
55dcce91df
Upstream Llama4 Support to Main (#16113) 
Signed-off-by: Aston Zhang <22279212+astonzhang@users.noreply.github.com>
Signed-off-by: Chris Thi <chris.c.thi@gmail.com>
Signed-off-by: drisspg <drisspguessous@gmail.com>
Signed-off-by: Jon Swenson <jmswen@gmail.com>
Signed-off-by: Keyun Tong <tongkeyun@gmail.com>
Signed-off-by: Lu Fang <fanglu@meta.com>
Signed-off-by: Xiaodong Wang <xdwang@meta.com>
Signed-off-by: Yang Chen <yangche@fb.com>
Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Signed-off-by: Lu Fang <lufang@fb.com>
Signed-off-by: Lu Fang <fanglu@fb.com>
Signed-off-by: Lucia Fang <fanglu@fb.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Lu Fang <fanglu@fb.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-07 08:06:27 -07:00
rainkert
0df25101d6
[Bugfix] Fix gptq_marlin for deepseek-v3 (#13750) 
Signed-off-by: dangshunya <dangshunya@baichuan-inc.com>
Co-authored-by: dangshunya <dangshunya@baichuan-inc.com>
 2025-03-05 12:25:53 +08:00
Michael Goin
07c4353057
[Model] Support Grok1 (#13795) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-02-26 01:07:12 +00:00
Tyler Michael Smith
1e15aaef56
[Bugfix][Quantization] Fix FP8 + EP (#13784) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-02-25 10:54:17 +08:00
Jongseok Park
781096e385
Expert Parallelism (EP) Support for DeepSeek V2 (#12583) 2025-02-24 07:33:20 -08:00
Kyle Sayers
12913d17ba
[Quant] Add SupportsQuant to phi3 and clip (#13104) 2025-02-15 19:28:33 -08:00
Michael Goin
5e5c8e091e
[Quant][Perf] Use moe_wna16 kernel by default for MoEs with many experts (#13236) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-02-14 12:53:42 -08:00
Qubitium-ModelCloud
36a08630e8
[CORE] [QUANT] Support for GPTQModel's dynamic quantization per module override/control (#7086) 2025-02-12 09:19:43 -08:00
Dipika Sikka
7ca9934fe7
[Misc] Update w2 scale loading for GPTQMarlinMoE (#12757) 2025-02-06 01:02:14 -08:00
Russell Bryant
e489ad7a21
[Misc] Add SPDX-License-Identifier headers to python source files (#12628) 
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**

commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:18:24 2025 -0500

    Add SPDX license headers to python source files
    
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
    also be easily used by tools to help manage license compliance.
    
The Linux Foundation runs license scans against the codebase to help
ensure
    we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
    
    More information can be found on the SPDX site:
    
    - https://spdx.dev/learn/handling-license-info/
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:36:32 2025 -0500

    Check for SPDX headers using pre-commit
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

---------

Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-02-02 11:58:18 -08:00
Dipika Sikka
eb5cb5e528
[BugFix] Fix parameter names and process_after_weight_loading for W4A16 MoE Group Act Order (#11528) 
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Co-authored-by: ElizaWszola <eliza@neuralmagic.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2025-01-23 21:40:33 +00:00
Robert Shaw
56fe4c297c
[TPU][Quantization] TPU W8A8 (#11785) 
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-01-08 19:33:29 +00:00
Robert Shaw
2339d59f92
[BugFix] Fix quantization for all other methods (#11547) 2024-12-26 22:23:29 -08:00
Yan Ma
6b2d25efc7
[Hardware][XPU] AWQ/GPTQ support for xpu backend (#10107) 
Signed-off-by: yan ma <yan.ma@intel.com>
 2024-11-18 11:18:05 -07:00
Michael Goin
399c798608
Remove ScaledActivation for AWQ (#10057) 
Signed-off-by: mgoin <michael@neuralmagic.com>
 2024-11-06 14:27:06 +00:00
youkaichao
32176fee73
[torch.compile] support moe models (#9632) 
Signed-off-by: youkaichao <youkaichao@gmail.com>
 2024-10-27 21:58:04 -07:00
ElizaWszola
05d686432f
[Kernel] Zero point support in fused MarlinMoE kernel + AWQ Fused MoE (#8973) 
Co-authored-by: Dipika <dipikasikka1@gmail.com>
Co-authored-by: Dipika Sikka <ds3822@columbia.edu>
 2024-10-04 12:34:44 -06:00