Commit Graph
213 Commits
Author SHA1 Message Date
PikaPikachuandGitHub 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
MaralandGitHub 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
2026-04-09 08:50:39 +08:00
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 KuznetsovandGitHub 7b1a7423be [Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-03 11:58:39 -04:00
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
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
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
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. KüblerandGitHub 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, JiangandGitHub 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 SayersandGitHub 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
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 KaratzasandGitHub 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 JiandGitHub 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 MellorandGitHub 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
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 JiandGitHub 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
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
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 CaiandGitHub a60985b07e Fix deprecated v1 config tests (#35327)
Signed-off-by: Jesse Cai <jessecai@fb.com>
2026-03-01 20:32:03 -05:00
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 GehreandGitHub 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
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 JiandGitHub 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 KuznetsovandGitHub 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 GoinandGitHub 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 SayersandGitHub f857a03f6b [QeRL] Layerwise Reloading (#32133)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-01-30 08:50:05 -07:00
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 KurtićandGitHub 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
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 KuznetsovandGitHub d2389c1262 fp8 online quant: split out Fp8OnlineLinearMethod (#32189) 2026-01-20 18:13:22 -05:00
vllmellmandGitHub 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 LiuandGitHub 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
MattandGitHub 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
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
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
ZhiweiandGitHub 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 ShawandGitHub 5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Li, JiangGitHubgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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 McKayandGitHub 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 McKayandGitHub ec58c10ce1 [Misc] Fix quantization-related typos (#31116)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
2025-12-21 21:13:48 -08:00
CedricHuangandGitHub 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 ShawandGitHub b471092d3a [MoE Refactor][4/N] Marlin Fp8 Mk (#31036) 2025-12-21 12:37:42 -05:00
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 LeungandGitHub 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 SayersandGitHub 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
HDCharlesandGitHub 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-02andGitHub 1d642872a2 [torchao] fix safetensors for sharding (#28169)
Signed-off-by: Angel Li <liangel@meta.com>
2025-11-19 16:39:45 -08:00
Li, JiangandGitHub 20852c8f4c [CPU] Refactor CPU WNA16 (#28826)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-11-19 10:32:00 +08:00
AlexandGitHub f6aa122698 [CI Sprint] Quantization CI Cleanup (#24130)
Signed-off-by: Alex Yun <alexyun04@gmail.com>
2025-11-18 09:21:48 -05:00