Commit Graph
906 Commits
Author SHA1 Message Date
Aaron HaoandSumanthRH c1858b7ec8 [Feat][RL][1/2] Native Weight Syncing API: NCCL (#31943)
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: SumanthRH <sumanthrh99@gmail.com>
2026-02-05 12:13:23 -05:00
Fadi Arafeh fd03538bf9 [CPU][BugFix] Allow w8a8 oneDNN quantized matmul to support 3D inputs (#33727)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-02-05 06:26:09 +00:00
Michael Goin 2a99c5a6c8 [Bugfix] Disable TRTLLM FP8 MoE if router_logits_dtype==float32 and routing_method!=DeepSeekV3 (#33613)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-02-03 13:26:51 -08:00
Kunshang Ji e10604480b [XPU][1/N] Deprecate ipex and switch to vllm-xpu-kernels for xpu platform (#33379)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-02 22:46:10 -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
MaralandCyrus Leung b5f8c3092d [W8A8 Block Linear Refactor][1/N] Keep all quantization types into QuantFP8 class. (#33047)
Signed-off-by: maral <maralbahari.98@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-02-01 09:28:01 +00:00
René Honigandmgoin 079781177a fix: Add SM120 (RTX Blackwell) support for FlashInfer CUTLASS NVFP4 MoE kernels (#33417)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-01-31 14:06:42 -08:00
Roy Wang 63c0889416 [Misc] Fix flashinfer related tests (#33462)
Signed-off-by: esmeetu <jasonailu87@gmail.com>
2026-01-31 16:10:24 -05:00
f68e3ea4e1 [BugFix] Add synchronize in CutlassW4A8LinearKernel to ensure data is ready for use. (#33078)
Co-authored-by: jinwuguo <jinwuguo@tencent.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-31 08:14:54 +00:00
Fadi Arafeh 1618e25492 [CPU][Feat] Enable KleidiAI accelerated int4 dynamic quant with BF16 activations on Arm CPUs (#33122)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-01-31 07:16:22 +00:00
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174)
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-01-30 22:48:27 -08:00
Matthias GehreandCursor 73419abfae [Bugfix] Handle Asym W4A16 (ConchLinearKernel) for CT (#33200)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-01-31 06:21:51 +00:00
Gregory Shtrasberg 31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2026-01-30 19:05:23 -06:00
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
Pavani Majety c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-01-30 10:30:46 -08:00
Michael Goin fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-30 11:15:20 -05:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332)
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 01:56:59 -08:00
Linda 0493d897c4 [NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954)
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
2026-01-29 10:00:13 -08:00
zofia a5aa4d5c0f [Quantization][Refactor] use platform dict to choose kernel (#33130)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
2026-01-29 10:44:58 +00:00
Didier Durandandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 31b25f6516 [Doc]: fixing multiple typos in diverse files (#33256)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-29 16:52:03 +08:00
Angela Yi 07ea184f00 [ez] Delete more torch version checks <= 2.8 (#33288)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-29 05:28:46 +00:00
Michael Goin 141cd43967 [UX] Remove noisy CT UnquantizedLinearMethod warn (#33273)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-28 16:09:30 -08:00
Angela Yi 4197168ea5 [ez] Remove checks for torch version <= 2.8 (#33209)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-28 16:03:56 -05:00
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
Robert ShawandRobert Shaw 247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683)
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>
2026-01-28 11:06:22 +00:00
Harry Mellor 2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-01-28 04:56:10 +00:00
IriKa 66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076)
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
2026-01-27 11:04:05 -05:00
Matthew Bonanni a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-27 10:02:51 -05:00
Lifan Shen da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042)
Signed-off-by: Lifan Shen <lifans@meta.com>
2026-01-27 09:34:13 +00:00
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
2026-01-27 01:28:02 +00:00
Pengchao Wang 8caffd92df [Bugfix][MXFP4] Call trtllm_fp4_block_scale_moe with kwargs (#33104)
Signed-off-by: Pengchao Wang <wpc@fb.com>
2026-01-26 15:13:18 -08:00
danielafrimiandroot 67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
2026-01-26 11:04:20 -07:00
Roberto L. Castro fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-24 18:45:27 -07:00
joninco ebd0a17e0e [Bugfix] Fix missing is_layer_skipped check for FusedMoE in AWQConfig (#32935)
Signed-off-by: jon <joninco@bullpoint.org>
2026-01-23 17:19:56 -05:00
Wentao Ye 37c9859fab [Refactor] Clean up unused variables & func (#32692)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-23 17:04:25 -05:00
Michael Goin 4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-23 16:48:12 -05:00
Xin Yang 90c2007932 [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-23 14:34:30 +00:00
Luka GovedičandMichael Goin 5e4e0e51f4 [torch.compile] Compile CustomOp.forward_native for SiluAndMul and QuantFP8 to avoid raw torch ops inside opaque custom ops (#32806)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-22 19:52:26 -08:00
bnellnm dc917cceb8 [MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-22 18:21:35 -05:00
Xin Yang d08b356ee0 [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-22 15:47:04 -05:00
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
Matthew Bonanni 955b43a5a5 [Bugfix][Attention] Explicitly report support for kv_cache_dtype bfloat16 (#32795)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-22 19:05:18 +00:00
elvischenv 808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
2026-01-21 08:49:50 -08:00
Robert ShawandRobert 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
Robert ShawandRobert Shaw 85f55c943c [Quantization][Deprecation] Deprecate HQQ (#32681)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 09:32:40 -05:00
Robert ShawandRobert Shaw cea3c754c4 [Quantization][Deprecation] Remove DeepSpeedFp8 (#32679)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 09:32:12 -05:00
Robert Shaw 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Vasiliy Kuznetsov d2389c1262 fp8 online quant: split out Fp8OnlineLinearMethod (#32189) 2026-01-20 18:13:22 -05:00
TJian 9b67338b78 [Bugfix] Suppress log on non-ROCm platform (#32703)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-01-20 13:38:20 -08:00
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