Commit Graph
4705 Commits
Author SHA1 Message Date
bnellnmandRobert Shaw 726efe177b [MoE Refactor] Move the shared/fused expert output sum into MoERunnerBase (#35949)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-20 12:28:46 -04:00
Yan Ma 595562651a [XPU] fix MoE triton backend in online fp8 quantization (#40109)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-04-20 11:31:39 -04:00
Hashem Hashemi 3a30eaa1d7 Properly enable wvSplitK fp8 path for RDNA (#37712)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
2026-04-20 10:09:24 -05:00
Vasiliy Kuznetsov 38fa87caca mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-20 06:26:12 -07:00
nemanjaudovic 58631d7c3f [Bugfix] Fix scaled_mm output narrowing for 3D input tensors (#38093)
Signed-off-by: nemanjaudovic <nudovic@amd.com>
2026-04-20 16:58:39 +08:00
Julien Denize 6097afb9bd [BUGFIX] Fix Pixtral consolidated format vision weight loading (#39916)
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
Signed-off-by: juliendenize <julien.denize@mistral.ai>
2026-04-19 22:25:03 -07:00
Tao He 8936118134 [Qwen][Bugfix] Fixes sigmoid activation in torch impl of RMSNormGated. (#40245)
Signed-off-by: Tao He <linzhu.ht@alibaba-inc.com>
2026-04-20 04:28:19 +00:00
Shinichi Hemmiandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> fcb31c1ac3 [Bugfix] Properly initialize PerTensorScaleParameter for fused-on-disk checkpoints (#39765)
Signed-off-by: Hemmi Shinichi <shemmi@preferred.jp>
Signed-off-by: Shinichi Hemmi <50256998+Alnusjaponica@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-20 02:53:04 +00:00
danisereb d1135a5087 Fix MoE backend selection for LoRA (unquantized MoE) (#40273)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-04-19 17:18:40 +00:00
TJian 45232a454e [FEAT] [Perf] [Gemma4] Fused Gemma4 Routing Function Triton (#39083)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-04-19 09:57:39 +00:00
Dan Alistarh ed0622e3a8 [Attention] TurboQuant: remove redundant random signs, add prior art attribution (#40194)
Signed-off-by: Dan Alistarh <d.alistarh@gmail.com>
2026-04-18 14:31:59 -04:00
Yusuf Mohammad b5f6c5f834 Added general ND x ND matmul and unit test for it (#39909)
Signed-off-by: Yusuf <yusufmohammad@live.com>
2026-04-18 10:05:21 -04:00
Rishapveer Singh aeee7ef939 [Bugfix] Fix k_proj's bias for GLM-ASR (#40160)
Signed-off-by: Rishapveer Singh <singhrishapveer@gmail.com>
2026-04-17 22:34:33 -07:00
Michael Goin a8bffaa133 [Kernel] Add MXFP4 W4A4 CUTLASS MoE kernel for SM100 (#37463)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-17 16:42:32 -07:00
allgatherandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 640cc9dd7d feat: Add LoRA support for Gemma4ForConditionalGeneration (#39291)
Signed-off-by: allgather <all2allops@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-17 09:39:19 -07:00
sychen52 6b2b7bd0eb Add nvfp4 support to reshape_and_cache_flash (#37332)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-04-17 07:28:00 -07:00
Lukas Geiger b1dc87a098 [Models][Gemma4] Prevent GPU/CPU sync in embed_input_ids (#39234)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
2026-04-17 12:37:21 +00:00
Maral c0c98b8b9a [Bugfix] Add Marlin kernel in block scaled mm kernel selection. (#40105)
Signed-off-by: maral <maralbahari.98@gmail.com>
2026-04-17 10:20:32 +00:00
Netanel Haber c4e601c73c Bugfix: Parakeet: .conv.pointwise/depthwise_conv1/2.bias weigths can exist even if convolution_bias=False (#40007)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-04-16 23:22:05 +00:00
Asaf Gardin ad2b1277f9 [Quantization] Consolidate experts_int8 with fp8 online quantization (#38463)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-04-16 13:12:20 -07:00
roikoren755 b897f00c9c Gate SSU dispatch setup (#40039)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-04-16 13:06:01 -07:00
grYe99andgrYe99 4269b79409 [Model] Use mm_features to compute mrope positions for PaddleOCR-VL (#39888)
Signed-off-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: grYe99 <guorongye99@gmail.com>
2026-04-16 06:14:00 -07:00
lalit10 17d87168d2 [Model] Use mm_features for Keye-VL and Keye-1.5-VL M-RoPE (#39869)
Signed-off-by: Lalit Laxminarayan Bangad <lalitbangad@gmail.com>
2026-04-16 02:16:06 -07:00
Abhijit Royandwang.yuqi 2cdf86044d Add Jina Embeddings v5 model support (fixes #38633) (#39575)
Signed-off-by: Abhijit <abroy@redhat.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-16 06:37:10 +00:00
Fadi Arafehandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 445b7093fd [perf][cpu] Accelerate BF16 GELU with LUT impl on Arm CPUs (#37469)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-15 22:26:17 -07:00
vllmellm 5f7fab881a [ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-04-16 09:55:29 +08:00
Asaf Gardin 19fa90ed0d [Quantization] - Layerwise reloading of Attention/KV quantized models (#38995)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-04-15 18:03:32 -07:00
03f8d3a548 Update to transformers v5 (#30566)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: khluu <khluu000@gmail.com>
Signed-off-by: Kevin H. Luu <khluu000@gmail.com>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: jiang1.li <jiang1.li@intel.com>
2026-04-15 16:29:15 -07:00
Luciano MartinsandLuciano Martins 6dc9491406 [Model] Fix Gemma 4 token repetition by dynamic BOS injection for PT models (#39842)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
2026-04-15 16:13:07 -07:00
Collin McCarthy 27c0ca50a0 Update registry for Nemotron-v3 VL Nano/Super (#39747)
Signed-off-by: Collin McCarthy <cmccarthy@nvidia.com>
2026-04-15 16:09:11 -07:00
Benjamin Chislett ac3dac545b [Bugfix][Perf] Indexer upcast WK to BF16 for fusion (#38928)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
2026-04-15 20:39:32 +00:00
zhanqiuhu 0b790a2501 [Speculative Decoding] Add DFlash speculators config parsing (#38300)
Signed-off-by: Zhanqiu Hu <zhu@redhat.com>
2026-04-15 16:22:15 -04:00
danielafrimiandroot 8b5531933a FIX: support language_model.backbone naming in NemotronH Nano VL quantization config (#39901)
Signed-off-by: <>
Co-authored-by: root <root@lyris0144.lyris.clusters.nvidia.com>
2026-04-15 13:49:48 +00:00
zofia fc701c8058 [XPU][MXFP4] add mxfp4 quant op for XPU (#39857)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-04-15 12:28:19 +00:00
Zhenzhong Xu 60995c05b4 [Quantization][Autoround][CPU] Add W4A16 Support (#38192)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
2026-04-15 18:38:31 +08:00
Yan Ma 29e5d10205 fix online fp8 for MiniCPM models (#39862)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-04-15 09:09:20 +00:00
Yufeng HeandIsotr0py bcc2306cef [Bugfix] Respect VLLM_WEIGHT_OFFLOADING_DISABLE_PIN_MEMORY in prefetch offloader (#37699)
Signed-off-by: Yufeng He <40085740+he-yufeng@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-04-14 20:43:29 -07:00
f4b42df048 [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>
2026-04-14 19:57:13 -07:00
Michael GoinandClaude 65b9808960 [Bugfix] Disable FlashInfer CUTLASS MoE on SM121 (DGX Spark) (#39825)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-14 16:03:57 -07:00
Wentao Ye 2ad1029233 [Bug] Fix batch invariance nvfp4 support (#39820)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-14 17:08:17 -04:00
bnellnm 19ec9a0a62 [MoE Refactor] Refactor ZeroExpertFusedMoE into new framework (#35549)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-14 16:11:20 -04:00
Jackmin801andRobert Shaw 1a9353bb02 [MoE] Move GPT OSS Triton kernel experts into fused_moe/experts/ (#39007)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-04-14 19:27:39 +00:00
roikoren755 ecf5ff7ce3 [Mamba] Flashinfer selective_state_update (#36162)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-04-14 15:10:58 -04:00
danielafrimiandroot 240f2636ca [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>
2026-04-14 11:49:56 -07:00
Albert ChengAlbert ChengMichael Goingemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
dc8df110bc add warning when FP8 KV cache misses prefill query quantization (#39752)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Albert Cheng (Engrg-Hardware 1) <albecheng@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-14 14:43:05 -04:00
Hexiang Wang f02b3269e7 [PluggableLayer][3/N] Apply PluggableLayer to moe-related layers. (#33556)
Signed-off-by: whx-sjtu <2952154980@qq.com>
2026-04-14 09:55:00 -04:00
bnellnmandRobert Shaw e1e318af01 [MoE Refactor] Remove MoE DP chunking (#39107)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-14 09:48:05 -04:00
bhargav-patel-29andgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> f7e62e3d66 [Bugfix] Fix mismatch between global and local attention heads in tensor-parallel mode for param2moe model (#39707)
Signed-off-by: bhargav-patel-29 <bhargav.patel@tihiitb.org>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-14 20:13:36 +08:00
6f786f2c50 [Bugfix][Model] Fix Devstral Small 2 HF format weight loading (#39293)
Signed-off-by: thomasmaindron <thomasmaindron@users.noreply.github.com>
Co-authored-by: thomasmaindron <thomasmaindron@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-14 10:11:18 +00:00
fxmarty-amd 4eee77b877 [fix][MOE] Fix MOE experts intermediate_size dimension not being narrowed before weight loading (#39688)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-04-14 09:35:28 +00:00