Commit Graph
644 Commits
Author SHA1 Message Date
Lukas Geiger 76e4dcf225 [Misc] Remove unused attention prefix prefill ops functions (#26971)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
2025-11-11 18:26:04 +00:00
xuebwang-amd 5a1271d83a [Quantization] fix attention quantization of gpt_oss model (#27334)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2025-11-11 12:06:00 -05:00
05576df85c [ROCm][Quantization] extend AMD Quark to support mixed-precision quantized model (#24239)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-11-11 12:05:22 -05:00
Michael Goin f9a4087182 Remove weight_scale.T special case for SM90 Block FP8 CUTLASS kernel (#28431)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-11-11 11:46:04 -05:00
bnellnm a1448b4b69 [Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
Wentao Ye de540c0354 [Feature] Add env var VLLM_MOE_USE_DEEP_GEMM (#28422)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-11-11 02:29:48 +00:00
Wentao Ye 35d801f13f [Feature] Refactor batch invariant fp8 DeepGEMM (#27606)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-11-11 00:08:40 +00:00
Yong Hoon Shin 021143561f [ROCm] Add missing gemm_a8w8_blockscale import (#28378)
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
2025-11-10 23:13:36 +00:00
jiahanc 34553b9d27 [Performance] Support FP8 flashinfer TRTLLM MOE on Qwen3 and Qwen-3next (#27492)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2025-11-10 12:34:57 -05:00
vllmellmandLuka Govedič f080a83511 [RFC][ROCm][AITER] Keep all AITER kernels in _aiter_ops class like _custom_ops and _ipex_ops (#24490)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2025-11-10 08:20:53 -08:00
zejunchen-zejun b06b9470ca [Rocm][fused_moe][fp4] view weight to torch.float4_e2m1fn_x2 when running aiter fused moe for fp4 model (#27474)
Signed-off-by: zejunchen-zejun <zejun.chen@amd.com>
2025-11-10 10:38:56 -05:00
Kunshang Ji 1aaecda078 [XPU] Enable Expert parallel for MoE models (#28263)
Signed-off-by: Yan Ma <yan.ma@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2025-11-08 00:33:11 +00:00
Pavani Majety 72b1c2ae2c [Bugfix] Use latency MOE backend as default for Flashinfer and other misc fixes (#27439)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-11-07 04:18:39 -08:00
smit kadvaniandSmit Shaileshbhai Kadvani 11fd69dd54 [amd][gptoss] Perf gain because of block alignment (#28024)
Signed-off-by: Smit Kadvani <smit.kadvani@gmail.com>
Co-authored-by: Smit Shaileshbhai Kadvani <kadvani@meta.com>
2025-11-07 05:27:42 +00:00
449de9001a [ROCm] triton fp8 kernel (#27058)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2025-11-06 14:46:44 -05:00
6b7a81185d Bugfix: Cutlass FP8 FusedMoE bad scaling factors (#27255)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-11-05 06:06:06 -05:00
Kunshang Ji 18b39828d9 [XPU] Add gpt-oss model support for Intel GPU (#27786)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2025-11-05 02:17:23 +00:00
bnellnm 938772af03 [Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
Jerry Zhang 03c4c4aa9d Support using Int4PreshuffledTensor after loading (#26066)
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
2025-11-04 06:00:57 -05:00
Varun Sundar Rabindranath 4022a9d279 [BugFix][Performance] Restore flashinfer autotuning for all scenarios (#27904) 2025-11-04 15:56:21 +08:00
Shu Wang fc16f1c477 Flashinfer_CUTLASS_MOE fuses quantization for TP (#27223)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
2025-10-31 17:54:29 +00:00
Paul ZhangandWentao Ye e7acb20076 [Feature] Batch invariant torch.compile (#27660)
Signed-off-by: PaulZhang12 <paulzhan@fb.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-10-30 13:11:29 -07:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 5d3be3ba4c [Bugfix][LoRA][FusedMoE] Select MxFP4 Backend based on LoRA Enablement (#27487)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-27 07:32:50 -07:00
Cyrus Leung 7c2bdb83dc [Misc] Clean up utils (#27552)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-27 09:05:40 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 269c4db0a4 [Misc][DP] Guard mxfp4 implementation selection (#27484)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-24 23:29:24 +00:00
284cc92275 [MISC] cudagraph_capture_sizes related improvements (#26016)
Signed-off-by: fhl <2410591650@qq.com>
Signed-off-by: fhl2000 <63384265+fhl2000@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-24 05:11:05 -07:00
Xiangyu Li 5cc6bddb6e [Kernel] Add GPTQv2 format support for low-bit or asymmetric quantization, by adapting gptq_gemm (#26092) 2025-10-23 23:26:13 -04:00
Isotr0py 81d5bb765a [Bugfix] Fix AWQ marlin layer skipping (#27416)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-10-23 18:30:28 +00:00
tomeras91 61089465a6 [Model] Add MoE support for NemotronH (#25863)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
2025-10-23 10:27:23 +00:00
Reinforce-IIandWentao Ye 980de31ca0 [bugfix] remove unused parameters to reduce unnecessary vram usage (#26789)
Signed-off-by: Reinforce-II <fate@eastal.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-10-22 08:16:09 -07:00
3ae082c373 [Chore] Separate out optional dependency checks from vllm.utils (#27207)
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-10-22 10:44:21 -04:00
JartX ba09652de2 [ROCM] Enable CompressedTensorsWNA16 (#27187)
Signed-off-by: JartX <sagformas@epdcenter.es>
2025-10-21 10:43:23 -04:00
5ff5d94e77 [Bugfix] Fix gpt-oss w4a8 DP/EP on B200 (#26729)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-21 01:51:14 -04:00
Shu WangandMichael Goin f95da13c3d [ModelOpt] Load w13/w2_input_scale for all experts, nvfp4 (#26135)
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-21 01:50:31 -04:00
Isotr0py 352c0c8a28 [Quantization] Automatically infer AWQ modules_to_not_convert field (#26909)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-10-21 01:49:28 +00:00
Heng Guoandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 87778d5f00 [Feature][Quantization] auto_round support for mixed bits quantization (#23812)
Signed-off-by: n1ck-guo <heng.guo@intel.com>
Signed-off-by: Heng Guo <heng.guo@intel.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2025-10-20 22:23:30 +00:00
Cyrus Leung d31f7844f8 [Misc] Move utils to avoid conflicts with stdlib, and move tests (#27169)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-19 05:20:55 -07:00
Isotr0py 6ac5e06f7c [Chore] Clean up pytorch helper functions in vllm.utils (#26908)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
2025-10-18 09:48:22 -07:00
Wentao Ye 245e4f2c01 [Feature] Batch Invariant: Support DeepGEMM and Blackwell (#27127)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-10-18 09:28:05 -04:00
vllmellm e33ee23ee3 [Bugfix] [AITER] [ROCm] Fix Quark MoE Quant Config and AITER Fused MoE quant type logic (#27029)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2025-10-17 12:51:10 -06:00
Aleksandr MalyshevandAleksandr Malyshev 0925b28a8e [ROCM] MoE fp4 CK kernel (#26545)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2025-10-17 14:06:33 -04:00
Harry Mellor 6c9fdbf725 [Docs] Replace rst style double-backtick with md single-backtick (#27091)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-10-17 02:47:34 -07:00
Lukas Geiger 4d055ef465 Remove unused imports (#26972)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
2025-10-16 19:51:17 -07:00
jiahancandMichael Goin 41d3071918 [NVIDIA] [Perf] Update to leverage flashinfer trtllm FP4 MOE throughput kernel (#26714)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-16 16:20:25 -07:00
Bram Wasti b2f78cbad4 [small][batch invariance] Rename the env and internal flags to simplify usage (#26855)
Signed-off-by: Bram Wasti <bwasti@meta.com>
2025-10-16 21:40:25 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath fb0571b077 [GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels (#25997)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-16 12:53:11 -07:00
Kyle SayersandMichael Goin a5464dcf92 [Compressed Tensors] Always clone output for compile robustness (#26849)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-16 19:29:59 +00:00
Sungjae LeeandMengqing Cao 00417f4e44 [MISC] fix import violations for re and triton modules (#26654)
Signed-off-by: Sungjae Lee <33976427+llsj14@users.noreply.github.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
2025-10-16 03:38:27 -07:00
Cyrus Leung d2740fafbf [Chore] Separate out vllm.utils.collections (#26990)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-10-16 08:35:35 +00:00
Bram WastiandWentao Ye 7d8975de84 Deepseek-v3 Batch Invariant on 8xH100 (#26609)
Signed-off-by: Bram Wasti <bwasti@meta.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-10-15 22:06:02 -07:00