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211 Commits

Author SHA1 Message Date
fxmarty-amd
00d7b497b3 [NVFP4] Support NVFP4 dense models from modelopt and compressed-tensors on AMD Instinct MI300, MI355X and Hopper through emulation (#35733) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-04-06 16:18:27 -06:00
Vasiliy Kuznetsov
7b1a7423be [Frontend] new online quantization frontend (#38138) 
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
 2026-04-03 11:58:39 -04:00
JartX
2ce3d0ce36 [Feature] KV cache per-token-head INT8/FP8 quantization (#38378) 
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yangyang4991 <yangyang4991@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2026-04-02 08:13:26 -04:00
yzong-rh
d9b90a07ac [MoE Refactor] Migrate Unquantized to Full Oracle Flow (#36286) 
Signed-off-by: Yifan Zong <yzong@redhat.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: yzong-rh <yzong@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-03-31 15:43:33 -04:00
Hongxia Yang
dbdd9ae067 [ROCm][Bugfix] fix exception related to trust_remote_code for MiniMax-M2.1-MXFP4 (#37698) 
Signed-off-by: Hongxia Yang <hongxiay.yang@amd.com>
Co-authored-by: Hongxia Yang <hongxiay.yang@amd.com>
 2026-03-30 15:49:23 +00:00
Matthias Gehre
e8b055a5ac [Bugfix] Handle ParallelLMHead in compressed-tensors get_quant_method (#37291) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-03-30 07:30:52 -07:00
Jonas M. Kübler
98e7f223b9 enable skipping of SW attention layers when using FP8 KV cache (#33695) 
Signed-off-by: Jonas Kuebler <kuebj@amazon.com>
 2026-03-27 07:25:02 -06:00
Li, Jiang
becaed6ec8 [CPU] Support CT W4A16 on CPU MP kernel (#38219) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2026-03-27 14:15:28 +08:00
Kyle Sayers
38364a7e32 [Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-03-23 16:03:29 -04:00
Robert Shaw
eeee5b262d [Quantization][Deprecation] Remove PTPC FP8 (#32700) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-03-21 22:10:16 +00:00
Andreas Karatzas
040a505ff5 [ROCm][CI] Cleaning and restructuring amd-ci legacy pipeline (#34839) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-19 14:30:58 -05:00
Kunshang Ji
53ec16a705 [Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-12 07:57:47 -07:00
Harry Mellor
f83b933b84 [CI] Bump mypy version to 1.19.1 (#36104) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-10 09:18:28 -07:00
Jiayi Yan
6a895197fa [Bugfix][CI] fix typos (#34934) 
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-05 17:05:46 +00:00
Kunshang Ji
66a2209645 [Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-05 10:36:39 +00:00
Robert Shaw
97995f6376 [MoE Refactor] Create MK for TRTLLM Kernels (#32564) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
 2026-03-03 10:39:50 -08:00
Hongxia Yang
f26650d649 [ROCm] add amd-quark package in requirements for rocm to use quantized models (#35658) 
Signed-off-by: Hongxia Yang <hongxiay.yang@amd.com>
Co-authored-by: Hongxia Yang <hongxiay.yang@amd.com>
 2026-03-02 06:02:43 +00:00
Jesse Cai
a60985b07e Fix deprecated v1 config tests (#35327) 
Signed-off-by: Jesse Cai <jessecai@fb.com>
 2026-03-01 20:32:03 -05:00
Michael Goin
de527e1cec [UX] Add --moe-backend arg for explicit kernel selection (#33807) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-25 17:44:44 -08:00
Matthias Gehre
4e2c7caf2d [Bugfix] Add regression test for MoE quant_config under torch.compile (#34335) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
 2026-02-20 13:27:26 +08:00
Linda
275e0d2a99 [NVIDIA][test] Tests for flashinfer TRTLLM BF16 MoE (#33715) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
 2026-02-11 12:38:11 +00:00
Kunshang Ji
cb9574eb85 [XPU][9/N] clean up existing ipex code/doc (#34111) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-02-11 00:27:15 -08:00
Vasiliy Kuznetsov
0130223bd9 fix memory for online fp8 quantization with streaming weight load (#31914) 
Signed-off-by: vasiliy <vasiliy@fb.com>
 2026-02-02 14:17:42 -05:00
Michael Goin
67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Kyle Sayers
f857a03f6b [QeRL] Layerwise Reloading (#32133) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-01-30 08:50:05 -07:00
Robert Shaw
af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 15:54:59 +00:00
Eldar Kurtić
44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
 2026-01-22 13:29:57 -07:00
Robert Shaw
4e31b7f228 [Quantization][Deprecation] Remove RTN (#32697) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-21 16:34:42 +00:00
Vasiliy Kuznetsov
d2389c1262 fp8 online quant: split out Fp8OnlineLinearMethod (#32189) 2026-01-20 18:13:22 -05:00
vllmellm
148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
 2026-01-20 14:48:20 +08:00
Yi Liu
50632adc58 Consolidate Intel Quantization Toolkit Integration in vLLM (#31716) 
Signed-off-by: yiliu30 <yi4.liu@intel.com>
 2026-01-14 07:11:30 +00:00
Matt
bde57ab2ed [Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713) 
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-01-10 23:19:46 -08:00
Robert Shaw
5825bbc1f7 [Quantization] Deprecate Long Tail of Schemes (#31688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-08 19:07:45 -05:00
Lucas Wilkinson
6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2026-01-08 15:20:49 -08:00
Zhiwei
573a1d1119 [ROCm]Skip test_torchao.py::test_pre_quantized_model on CDNA3 arch (#31905) 
Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
 2026-01-08 15:47:44 +08:00
Robert Shaw
5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Li, Jiang
8becf146bd [Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-06 19:10:18 +00:00
Kevin McKay
42b42824ae [Misc] Fix grammar errors in comments and messages (#31115) 
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
 2025-12-21 21:14:02 -08:00
Kevin McKay
ec58c10ce1 [Misc] Fix quantization-related typos (#31116) 
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
 2025-12-21 21:13:48 -08:00
CedricHuang
19cc9468fd [Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO in vLLM (#30957) 2025-12-21 22:34:49 -05:00
Robert Shaw
b471092d3a [MoE Refactor][4/N] Marlin Fp8 Mk (#31036) 2025-12-21 12:37:42 -05:00
Roberto L. Castro
4fa7ce46f3 [Feature] Add SM103 (Blackwell Ultra) Support to vLLM (#30484) 
Signed-off-by: LopezCastroRoberto <robertol.c510@gmail.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-12-12 19:34:23 -08:00
Cyrus Leung
5a87d8b9b1 [Deprecation] Remove deprecated plugin and compilation fields for v0.13 release (#30396) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-10 19:59:35 -08:00
Kyle Sayers
fccd532587 [Quantization] FP8 Weight Reloading for Quantized RL Rollout (#28480) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2025-12-09 13:54:32 -08:00
HDCharles
df01eda4dc [Bugfix] Make compressed-tensors MoEs respect ignored layers (#28878) 
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
 2025-11-26 21:35:13 -05:00
liangel-02
1d642872a2 [torchao] fix safetensors for sharding (#28169) 
Signed-off-by: Angel Li <liangel@meta.com>
 2025-11-19 16:39:45 -08:00
Li, Jiang
20852c8f4c [CPU] Refactor CPU WNA16 (#28826) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-11-19 10:32:00 +08:00
Alex
f6aa122698 [CI Sprint] Quantization CI Cleanup (#24130) 
Signed-off-by: Alex Yun <alexyun04@gmail.com>
 2025-11-18 09:21:48 -05:00
Hank_
4d5943bda6 [quantization][config] enable override existing quant_config (#28510) 
Signed-off-by: Hank <hcc.mayday@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-11-14 01:24:10 +00:00
Andreas Karatzas
9f0247cfa4 VLLM_USE_TRITON_FLASH_ATTN V0 variable deprecation (#27611) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
 2025-11-11 18:34:36 -08:00