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225 Commits

Author SHA1 Message Date
Michael Goin
eb4205fee5 [UX] Integrate DeepGEMM into vLLM wheel via CMake (#37980) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-04-08 18:56:32 -07:00
Gregory Shtrasberg
56c976c1b5 [ROCm] Enable fused_silu_mul_block_quant on ROCm (#38817) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2026-04-08 11:23:32 -05:00
Gregory Shtrasberg
0e9f0a516c [ROCm][CI-Build] Cherry pick triton BUFFER_OPS fix and update AITER (#38580) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2026-04-08 10:38:03 -05:00
Andrey Talman
2111997f96 [release 2.11] Update to torch 2.11 (#34644) 2026-04-07 18:55:48 -07:00
Xin Yang
9bd7231106 Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-04-01 22:02:32 -07:00
Monishver
c09ad767cd Feature/silu block quant fusion v1 (#32996) 
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
 2026-04-01 18:50:43 +00:00
mikaylagawarecki
7c080dd3c5 [4/n] Migrate FP4/W4A8 CUTLASS kernels to torch stable ABI (#37503) 
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
 2026-03-31 10:21:13 -07:00
mikaylagawarecki
ab1a6a43fa [3/n] Migrate cutlass/scaled_mm_entry.cu torch stable ABI (#37221) 
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
 2026-03-30 11:20:13 -07:00
Johnny
b4a2f3ac36 [NVIDIA] Bugfix NVFP4 DGX Spark and RTX50 (#38423) 
Signed-off-by: johnnynunez <johnnynuca14@gmail.com>
Signed-off-by: Johnny <johnnynuca14@gmail.com>
 2026-03-30 09:36:18 -07:00
Johnny
97d19197bc [NVIDIA] Fix DGX Spark logic (#38126) 
Signed-off-by: johnnynunez <johnnynuca14@gmail.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Signed-off-by: Sathish Sanjeevi <sathish.krishnan.p.s@gmail.com>
Signed-off-by: guillaume_guy <guillaume.guy@airbnb.com>
Signed-off-by: Guillaume Guy <guillaume.c.guy@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Sathish Sanjeevi <SKPsanjeevi@users.noreply.github.com>
Co-authored-by: Guillaume Guy <guillaume.c.guy@gmail.com>
Co-authored-by: guillaume_guy <guillaume.guy@airbnb.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-03-27 15:26:07 -07:00
mikaylagawarecki
bf4cc9ed2d [2/n] Migrate per_token_group_quant to torch stable ABI (#36058) 
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
 2026-03-25 10:15:13 -07:00
RobTand
4a76ad12e0 [Bugfix] Preserve CUDA arch suffix (a/f) for SM12x — fixes NVFP4 NaN on desktop Blackwell (#37725) 
Signed-off-by: Rob Tand <robert.tand@icloud.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
 2026-03-25 08:18:25 -07:00
Kyle Sayers
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
mikaylagawarecki
8b10e4fb31 [1/n] Migrate permute_cols to libtorch stable ABI (#31509) 
Signed-off-by: Mikayla Gawarecki <mikaylagawarecki@gmail.com>
 2026-03-19 11:27:26 -04:00
Xin Yang
b1169d7be8 [Kernel] Add gpt-oss Router GEMM kernel (#37205) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-18 08:15:56 -07:00
Matthias Gehre
24062b704f [ROCm][CI/Build] Add gfx1152/gfx1153 (Krackan) to HIP supported architectures (#36499) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
 2026-03-11 23:14:40 +00:00
EdalatiAli
cb21972a97 [Kernel] Integrate SM100 MXFP8 blockscaled grouped MM and quant kernels (#34448) 
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-03-01 23:31:19 -08:00
roikoren755
38c498b8e3 [Performance] Cublas Bf16 Gate with Fp32 Output (#35121) 
Signed-off-by: Roi Koren <roik@nvidia.com>
 2026-02-26 16:51:28 -08:00
Tyler Michael Smith
eb19955c37 [WideEP] Remove pplx all2all backend (#33724) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-26 14:30:10 -08:00
Michael Goin
3ef9fd0f98 [Bugfix] Fix DSV3 kernels breaking _C and _moe_C on unsupported arches (#35123) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-02-23 17:11:27 -08:00
Robert Shaw
8435b2e049 [ModelBash][DSV3] Add TRTLLM DSV3 Router GEMM kernel (6% B1 Speedup) (#34302) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-02-23 14:02:26 +00:00
Robert Shaw
6874638bc4 [Model Bash] DeepSeek R1 BF16 Min Latency QKV A GEMM (0.5% E2E Speedup) (#34758) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-02-18 07:42:36 -08:00
Roberto L. Castro
afdce12c89 [Perf][Kernel] Add faster topKperRow decode kernel for DeepSeek-V3.2 sparse attention (#33680) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-02-10 10:29:52 -05:00
Andrey Talman
f97ca67176 [Release 2.10] Update to Torch 2.10 - final release (#30525) 2026-02-08 13:51:09 -08:00
Robert Shaw
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
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
PatrykSaffer
80fead8bf6 Fuse RoPE and MLA KV-cache write (#25774) 
Signed-off-by: Patryk Saffer <patryk.saffer99@gmail.com>
Signed-off-by: PatrykSaffer <patryk.saffer@mistral.ai>
Co-authored-by: Patryk Saffer <patryk.saffer99@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-09 19:18:37 -08:00
Robert Shaw
83a317f650 [MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2025-12-19 13:09:54 -08:00
Andrey Talman
e06d0bf0aa 2.9.1 PyTorch release update (#28495) 2025-12-17 12:20:22 -08:00
Jinzhen Lin
ce96857fdd [Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-12-16 14:35:28 -08:00
吴坎
91401c7a26 [Bugfix] Fix CMakeLists Environment Variable (#21804) 
Signed-off-by: wu-kan <github@wu-kan.com>
Signed-off-by: 吴坎 <github@wu-kan.cn>
Signed-off-by: wu-kan <github@wu-kan.cn>
 2025-12-12 10:54:52 +00:00
czhu-cohere
f6227c22ab [Kernel]Support W4A8 Grouped GEMM on Hopper (#29691) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-12-08 19:29:06 -08:00
gnovack
ea657f2078 Lora MoE Align Improvements (#29257) 
Signed-off-by: gnovack <gnovack@amazon.com>
 2025-12-09 10:35:16 +08:00
Jinzhen Lin
1656ad3704 [Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
 2025-11-29 07:19:33 -08:00
Michael Goin
e502098643 [Kernel] Add NVFP4 MoE CUTLASS support for SM120 (#29242) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2025-11-25 06:59:07 -08:00
Inoki
40a6f53f6c Display warning only when ROCm version is less than Pytorch required version (#29200) 
Signed-off-by: Inoki <inoki@inoki.cc>
 2025-11-25 14:40:06 +08:00
Jinzhen Lin
edfe867208 [Misc] don't cache CUTLASS_REVISION var in CMakeLists.txt (#28518) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
 2025-11-20 02:52:53 -08:00
Varun Sundar Rabindranath
9912b8ccb8 [Build] Add OpenAI triton_kernels (#28788) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-18 16:45:20 -08:00
Johnny
49ef847aa8 [NVIDIA] Guard SM100 CUTLASS MoE macro to SM100 builds v2 (#28938) 
Signed-off-by: johnnynunez <johnnynuca14@gmail.com>
Signed-off-by: Johnny <johnnynuca14@gmail.com>
 2025-11-18 16:44:27 -08:00
Michael Goin
edfe498189 [Bugfix] Build hadacore kernels on >SM90 (#28748) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-14 19:51:05 -08:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟
4ca5cd5740 [Core][AMD] Migrate fully transparent sleep mode to ROCm platform (#12695) 
Signed-off-by: Hollow Man <hollowman@opensuse.org>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: kliuae <kuanfu.liu@embeddedllm.com>
 2025-11-12 15:24:12 -08:00
Michael Goin
10f01d5a3a [Bugfix] Adjust Marlin CUDA arch selection to 8.0+PTX;9.0+PTX (#28294) 2025-11-12 15:14:13 -08:00
zhrrr
68c09efc37 [Kernel][Perf] fuse QK Norm and RoPE into one cuda kernel for Qwen Model (#27165) 
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
 2025-11-11 12:00:31 -05:00
Abolfazl Shahbazi
d15afc1fd0 Refactor CPU/GPU extension targets for CMake build (#28026) 
Signed-off-by: Abolfazl Shahbazi <12436063+ashahba@users.noreply.github.com>
 2025-11-08 14:17:35 +08:00
Huy Do
becb7de40b Update PyTorch to 2.9.0+cu129 (#24994) 
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-10-21 17:20:18 -04:00
Chen Wu
5f6cbf60d6 [Feature][Kernel]FusedMoE LoRA (#21229) 
Signed-off-by: wuchen <cntryroa@gmail.com>
Signed-off-by: banjuede <lmklhc@163.com>
Signed-off-by: Chen Wu <cntryroa@gmail.com>
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: wuchen <wuchen@zetyun.com>
Co-authored-by: Nathan Van Gheem <vangheem@gmail.com>
Co-authored-by: banjuede <lmklhc@163.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
 2025-10-21 03:01:37 +00:00
Roberto L. Castro
96ad65b7fe [Transform] [Quantization] Add QuTLASS support to vLLM (#24440) 
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-10 09:43:40 -07:00
Harry Mellor
e09d1753ec Remove Python 3.9 support ahead of PyTorch 2.9 in v0.11.1 (#26416) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-08 10:40:42 -07:00
Wentao Ye
241b4cfe66 [Refactor] Refactor FP8 & INT8 Quant Folder inside w8a8 (#25293) 
Signed-off-by: nicole-lihui <nicole.li@daocloud.io>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: courage17340 <courage17340@163.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Agata Dobrzyniewicz <adobrzyniewicz@habana.ai>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: zxw <1020938856@qq.com>
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 2025-10-08 10:20:48 -04:00
Jun Jiang
4f8f47e87e Fix undefined symbol: cutlass_moe_mm_sm100 (#26098) 
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 2025-10-03 15:48:32 +00:00