 Andreas KaratzasandGitHub
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a943839e9a
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[ROCm][CI] Introducing new MI300 nodes (#39531)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-04-20 16:09:58 +08:00 |
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Dan AlistarhandGitHub
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ed0622e3a8
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[Attention] TurboQuant: remove redundant random signs, add prior art attribution (#40194)
Signed-off-by: Dan Alistarh <d.alistarh@gmail.com>
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2026-04-18 14:31:59 -04:00 |
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251c18d1f8
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skip fp8e4b15 on xpu (#39957)
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-04-17 16:55:08 +00:00 |
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Asaf GardinandGitHub
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ad2b1277f9
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[Quantization] Consolidate experts_int8 with fp8 online quantization (#38463)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
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2026-04-16 13:12:20 -07:00 |
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Zhenzhong XuandGitHub
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60995c05b4
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[Quantization][Autoround][CPU] Add W4A16 Support (#38192)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
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2026-04-15 18:38:31 +08:00 |
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wliao2andGitHub
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3abf858443
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[Test] Refactor hard coded device string in test files under compile/quantization/models/model_executor folders (#38901)
Signed-off-by: Liao, Wei <wei.liao@intel.com>
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2026-04-15 11:02:35 +08:00 |
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f4b42df048
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[Attention Backend] TurboQuant: 2-bit KV cache compression with 4x capacity (#38479)
Signed-off-by: vibhavagarwal5 <vibhavagarwal5@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Xinyu Chen <xinyu1.chen@intel.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-04-14 19:57:13 -07:00 |
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240f2636ca
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[Kernel] Support TRTLLM GEN NVFP4 MoE for non-512-aligned hidden dims via weight padding (#39510)
Signed-off-by: root <root@lyris0017.lyris.clusters.nvidia.com>
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@lyris0017.lyris.clusters.nvidia.com>
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2026-04-14 11:49:56 -07:00 |
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EdalatiAliandGitHub
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df1e30e74b
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[Quant] add CompressedTensorsW8A8Mxfp8 for linear and MoE layers (#38815)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
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2026-04-11 17:21:36 -06:00 |
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PikaPikachuandGitHub
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827268e98d
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[Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
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2026-04-09 17:24:43 +00:00 |
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MaralandGitHub
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2e9034c998
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[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>
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2026-04-09 08:50:39 +08:00 |
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00d7b497b3
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[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>
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2026-04-06 16:18:27 -06:00 |
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Vasiliy KuznetsovandGitHub
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7b1a7423be
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[Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-03 11:58:39 -04:00 |
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2ce3d0ce36
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[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>
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2026-04-02 08:13:26 -04:00 |
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d9b90a07ac
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[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>
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2026-03-31 15:43:33 -04:00 |
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dbdd9ae067
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[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>
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2026-03-30 15:49:23 +00:00 |
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e8b055a5ac
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[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>
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2026-03-30 07:30:52 -07:00 |
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Jonas M. KüblerandGitHub
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98e7f223b9
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enable skipping of SW attention layers when using FP8 KV cache (#33695)
Signed-off-by: Jonas Kuebler <kuebj@amazon.com>
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2026-03-27 07:25:02 -06:00 |
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Li, JiangandGitHub
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becaed6ec8
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[CPU] Support CT W4A16 on CPU MP kernel (#38219)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
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2026-03-27 14:15:28 +08:00 |
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Kyle SayersandGitHub
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38364a7e32
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[Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
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2026-03-23 16:03:29 -04:00 |
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eeee5b262d
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[Quantization][Deprecation] Remove PTPC FP8 (#32700)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-03-21 22:10:16 +00:00 |
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Andreas KaratzasandGitHub
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040a505ff5
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[ROCm][CI] Cleaning and restructuring amd-ci legacy pipeline (#34839)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-03-19 14:30:58 -05:00 |
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Kunshang JiandGitHub
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53ec16a705
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[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>
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2026-03-12 07:57:47 -07:00 |
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Harry MellorandGitHub
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f83b933b84
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[CI] Bump mypy version to 1.19.1 (#36104)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-03-10 09:18:28 -07:00 |
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6a895197fa
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[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>
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2026-03-05 17:05:46 +00:00 |
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Kunshang JiandGitHub
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66a2209645
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[Hardware] Replace torch.cuda.synchronize() api with torch.accelerator.synchronize (#36085)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-03-05 10:36:39 +00:00 |
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97995f6376
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[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>
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2026-03-03 10:39:50 -08:00 |
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f26650d649
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[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>
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2026-03-02 06:02:43 +00:00 |
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Jesse CaiandGitHub
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a60985b07e
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Fix deprecated v1 config tests (#35327)
Signed-off-by: Jesse Cai <jessecai@fb.com>
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2026-03-01 20:32:03 -05:00 |
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de527e1cec
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[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>
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2026-02-25 17:44:44 -08:00 |
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Matthias GehreandGitHub
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4e2c7caf2d
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[Bugfix] Add regression test for MoE quant_config under torch.compile (#34335)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
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2026-02-20 13:27:26 +08:00 |
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275e0d2a99
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[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>
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2026-02-11 12:38:11 +00:00 |
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Kunshang JiandGitHub
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cb9574eb85
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[XPU][9/N] clean up existing ipex code/doc (#34111)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-02-11 00:27:15 -08:00 |
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Vasiliy KuznetsovandGitHub
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0130223bd9
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fix memory for online fp8 quantization with streaming weight load (#31914)
Signed-off-by: vasiliy <vasiliy@fb.com>
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2026-02-02 14:17:42 -05:00 |
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Michael GoinandGitHub
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67ebaff528
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Refactor NVFP4 Linear utils for ModelOpt and CT (#33201)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-30 16:37:42 -08:00 |
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Kyle SayersandGitHub
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f857a03f6b
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[QeRL] Layerwise Reloading (#32133)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
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2026-01-30 08:50:05 -07:00 |
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af9b69f977
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[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>
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2026-01-28 15:54:59 +00:00 |
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Eldar KurtićandGitHub
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44f08af3a7
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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>
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2026-01-22 13:29:57 -07:00 |
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4e31b7f228
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[Quantization][Deprecation] Remove RTN (#32697)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-21 16:34:42 +00:00 |
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Vasiliy KuznetsovandGitHub
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d2389c1262
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fp8 online quant: split out Fp8OnlineLinearMethod (#32189)
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2026-01-20 18:13:22 -05:00 |
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vllmellmandGitHub
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148117ea2e
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[Refactor] Make FP8 Linear Ops use kernel abstraction (#27814)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-01-20 14:48:20 +08:00 |
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Yi LiuandGitHub
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50632adc58
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Consolidate Intel Quantization Toolkit Integration in vLLM (#31716)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
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2026-01-14 07:11:30 +00:00 |
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MattandGitHub
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bde57ab2ed
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[Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-01-10 23:19:46 -08:00 |
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5825bbc1f7
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[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>
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2026-01-08 19:07:45 -05:00 |
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6cdf015c3c
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[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>
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2026-01-08 15:20:49 -08:00 |
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ZhiweiandGitHub
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573a1d1119
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[ROCm]Skip test_torchao.py::test_pre_quantized_model on CDNA3 arch (#31905)
Signed-off-by: ZhiweiYan-96 <zhiwei.yan@amd.com>
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2026-01-08 15:47:44 +08:00 |
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Robert ShawandGitHub
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5dcd7ef1f2
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[MoE Refactor][15/N] Apply Refactor to Fp8 (#31415)
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2026-01-07 19:42:33 -05:00 |
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8becf146bd
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[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>
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2026-01-06 19:10:18 +00:00 |
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Kevin McKayandGitHub
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42b42824ae
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[Misc] Fix grammar errors in comments and messages (#31115)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
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2025-12-21 21:14:02 -08:00 |
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Kevin McKayandGitHub
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ec58c10ce1
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[Misc] Fix quantization-related typos (#31116)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
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2025-12-21 21:13:48 -08:00 |
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