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59 Commits
Author SHA1 Message Date
cjackal 15b33ff064 [Misc] improve warning/assert messages (#32226) 
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
 2026-01-13 03:11:23 +00:00
Xin Yang 543c23be78 [LoRA][Perf] Improve FusedMoE LoRA performance for small rank (#32019) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-10 11:04:18 -08:00
weiyu e7596371a4 [Refactor][TPU] Remove torch_xla path and use tpu-inference (#30808) 
Signed-off-by: Wei-Yu Lin <weiyulin@google.com>
Signed-off-by: weiyu <62784299+weiyu0824@users.noreply.github.com>
 2026-01-07 16:07:16 +08:00
Jee Jee Li cbd4690a03 [LoRA]Disable linear LoRA kernel PDL (#31777) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-06 23:12:25 +08:00
Jee Jee Li d5503ca7f9 [LoRA] LoRA PDL improvement (#31660) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-05 08:28:46 +00:00
quanliu a37328fc5c [Feature] Batch invariant: Lora (#30097) 
Signed-off-by: quanliu <18646313696@163.com>
 2025-12-23 10:32:47 +08:00
gnovackCyrus LeungJee Jee Li
 		5a3adf581e fused_moe_lora PDL improvements (#30716) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-17 19:55:00 -08:00
Jee Jee Li dd38ba3a26 [Bugfix] Fix adapter_enabled IMA (#29977) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-04 12:51:15 +08:00
gnovackandJee Jee Li d69062c67a add support for --fully-sharded-loras in fused_moe (#28761) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-19 16:32:00 +08:00
Didier Durand 083cf326dc [Doc]: fix typos in various files (#28863) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-11-17 20:32:14 -08:00
Fanli Lin dbbe0c756a [XPU] Support Triton path for LoRA operations on XPU (#28511) 
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
 2025-11-13 05:31:42 +00:00
Chaojun Zhang 7dbe6d81d6 Fix Fused MoE LoRA Triton kernel bug (#28450) 
Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com>
 2025-11-11 20:46:47 +08:00
caozuobaandJee Jee Li 40e2eeeb92 [Kernel] Optimization of the mm_k operator. (#28280) 
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-10 16:03:46 +00:00
Jee Jee Li 21b82f4ea2 [Kernel] LoRA triton kernels support PDL (#27402) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-07 08:05:48 +00:00
Michael Yao 518ec6b722 [Docs] Clean up README_TUNING.md (#28088) 
Signed-off-by: windsonsea <haifeng.yao@daocloud.io>
 2025-11-05 19:01:34 +00:00
yugong333andJee Jee Li 2ec401bc39 Load tuned fused_moe_lora shrink and expand kernel configs separately (#27435) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 18:27:35 +08:00
li2haipengandJee Jee Li 6ddae74054 [LoRA] Lora shrink swizzle (#27694) 
Signed-off-by: li2haipeng <44383182+li2haipeng@users.noreply.github.com>
Signed-off-by: Haipeng Li <li2haipeng@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 09:30:20 +08:00
gnovackandJee Jee Li 294c805f1d Early exit for MoE LoRA kernels (#27131) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-03 20:22:17 +08:00
yugong333andJee Jee Li 29de3cdee4 Adding SplitK in fused_moe_lora kernel (#27818) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-01 12:55:46 +08:00
Jee Jee Li f4e8154076 [Kernel] Enable moe LoRA kernel support FP16 (#27468) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-27 19:48:37 +08:00
Danielle RobinsonDanielle RobinsonJee Jee Li
 		9932ed6a83 [Kernel] Adding split_K implementation for fused_moe_lora (#27291) 
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Danielle Robinson <dcmaddix@gmail.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-27 02:05:24 -07:00
gnovack a806c14cc7 [Performance][LoRA] add context varying params to 'do_not_specialize' in fused moe lora (#27445) 
Signed-off-by: gnovack <gnovack@amazon.com>
 2025-10-27 06:31:55 +00:00
Chen WuwuchenNathan Van GheembanjuedeDanielle RobinsonJee Jee Libk-201
 		5f6cbf60d6 [Feature][Kernel]FusedMoE LoRA (#21229) 
Signed-off-by: wuchen <cntryroa@gmail.com>
Signed-off-by: banjuede <lmklhc@163.com>
Signed-off-by: Chen Wu <cntryroa@gmail.com>
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: wuchen <wuchen@zetyun.com>
Co-authored-by: Nathan Van Gheem <vangheem@gmail.com>
Co-authored-by: banjuede <lmklhc@163.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
 2025-10-21 03:01:37 +00:00
Andy LoandJee Jee Li b63f2143f8 [LoRA] LoRA cuda graph specialization (#25914) 
Signed-off-by: Andy Lo <andy@mistral.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-20 04:21:09 +00:00
Isotr0py 6ac5e06f7c [Chore] Clean up pytorch helper functions in vllm.utils (#26908) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-10-18 09:48:22 -07:00
li2haipengandJee Jee Li d4d1a6024f [Lora]Load tuned multi-lora kernel configs from json files (#26319) 
Signed-off-by: li2haipeng <44383182+li2haipeng@users.noreply.github.com>
Signed-off-by: Haipeng Li <li2haipeng@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-15 09:45:14 +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
Michael Goin 7361ab379f Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-23 22:48:40 +00:00
Michael Yao fafbe11af4 [Docs] Fix griffe warnings in vllm/lora/ops (#25369) 
Signed-off-by: windsonsea <haifeng.yao@daocloud.io>
 2025-09-23 03:42:58 +00:00
Chaojun ZhangandJee Jee Li ec261b0291 [XPU] IPEX-optimized Punica Wrapper on XPU (#21703) 
Signed-off-by: chzhang <chaojun.zhang@intel.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-28 16:43:37 +00:00
Wentao Ye c1acd6d7d4 [Refactor] Change the way of import triton (#20774) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-12 19:39:55 -07:00
Yan Ma a4c23314c0 [xpu]feat: support multi-lora on xpu (#20616) 
Signed-off-by: yan <yan.ma@intel.com>
 2025-07-08 22:07:10 +08:00
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
Fred Reiss f2c3f66d59 [Bugfix] Fix for issue 17396 (#18773) 
Signed-off-by: Fred Reiss <frreiss@us.ibm.com>
 2025-05-31 11:58:17 +00:00
Akshat TripathiChengji YaoxihajunJorge de FreitasJorge de Freitas
 		643622ba46 [Hardware][TPU][V1] Multi-LoRA Optimisations for the V1 TPU backend (#15655) 
Signed-off-by: Akshat Tripathi <akshat@krai.ai>
Signed-off-by: Chengji Yao <chengjiyao@google.com>
Signed-off-by: xihajun <junfan@krai.ai>
Signed-off-by: Jorge de Freitas <jorge.de-freitas22@imperial.ac.uk>
Signed-off-by: Jorge de Freitas <jorge@krai.ai>
Co-authored-by: Chengji Yao <chengjiyao@google.com>
Co-authored-by: xihajun <junfan@krai.ai>
Co-authored-by: Jorge de Freitas <jorge.de-freitas22@imperial.ac.uk>
Co-authored-by: Jorge de Freitas <jorge@krai.ai>
 2025-05-28 19:59:09 +00:00
omahs a9944aabfa fix: typos (#18151) 
Signed-off-by: omahs <73983677+omahs@users.noreply.github.com>
 2025-05-15 02:16:15 -07:00
Harry Mellor 9b5b39b650 Update deprecated type hinting in vllm/lora (#18128) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-14 03:57:59 -07:00
Akshat TripathiandChengji Yao c20ef40fd0 [Hardware][TPU][V1] Multi-LoRA implementation for the V1 TPU backend (#14238) 
Signed-off-by: Akshat Tripathi <akshat@krai.ai>
Signed-off-by: Chengji Yao <chengjiyao@google.com>
Co-authored-by: Chengji Yao <chengjiyao@google.com>
 2025-05-07 16:28:47 -04:00
Mengqing Cao f9bc5a0693 [Bugfix] Fix triton import with local TritonPlaceholder (#17446) 
Signed-off-by: Mengqing Cao <cmq0113@163.com>
 2025-05-06 17:53:09 +08:00
Varun Sundar Rabindranath 90bd2ae172 [Bugfix] LoRA - Retire unused maxnreg LoRA kernel argument (#17677) 2025-05-05 17:34:29 -07:00
Harry Mellor d6484ef3c3 Add full API docs and improve the UX of navigating them (#17485) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-03 19:42:43 -07:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 3a100b9278 [Bugfix] LoRA : Fix the order in which the kernels process LoRAs (#16040) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-04-06 14:04:50 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 6c663dfd5e [misc] LoRA - Skip LoRA kernels when not required (#15152) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-03-26 11:33:45 +08:00
Antonio GómezandServerAI 5d8e1c9279 [Bugfix] Support triton==3.3.0+git95326d9f for RTX 5090 (Unsloth + vLLM compatibility) (#15471) 
Co-authored-by: ServerAI <ai@exc-mad-ai.com>
 2025-03-25 17:59:25 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 400d483e87 [Kernels] LoRA - Retire SGMV and BGMV Kernels (#14685) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-03-18 09:47:53 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 5ff0d32580 [V1] LoRA - Add triton kernels for V1 (#13096) 
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2025-03-10 17:27:53 -04:00
Varun Sundar Rabindranath b69692a2d8 [Kernel] LoRA - Refactor sgmv kernels (#13110) 2025-02-20 07:28:06 -05:00
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
Harry Mellor 823ab79633 Update pre-commit hooks (#12475) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-01-27 17:23:08 -07:00