Commit Graph
51 Commits
Author SHA1 Message Date
b7624069ff [Fusion] Manual ActivationQuantFusionPass initial application (#51415)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: ElizaWszola <ewszola@redhat.com>
2026-09-03 13:37:31 -04:00
Misha GoinandOpenAI Codex 541c6d64c1 [Bugfix][Quantization] Support CT block FP8 with Marlin (#52966)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-19 12:41:26 -07:00
Strahinja Stamenkovicandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> ddbf826bee [ROCm] Gate Torch FP8 scaled-MM on architecture support (#51021)
Signed-off-by: sstamenk <strahinja.stamenkovic@amd.com>
Signed-off-by: Strahinja Stamenkovic <strahinja.stamenkovic@amd.com>
Signed-off-by: Strahinja Stamenkovic <sstamenk@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-18 17:54:51 +00:00
Misha GoinandOpenAI Codex bca7bea240 Remove VLLM_TEST_FORCE_FP8_MARLIN to replace with linear_backend/moe_backend (#52182)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-18 12:58:04 -04:00
Misha Goin 4ab5e5012a [Refactor] Simplify B12X linear kernels and warmup (#52368)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-08-17 09:45:45 -07:00
Luke Alonso 3c79b1a8bf [Kernel] Add B12X dense linear backends (#52016)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
2026-08-13 19:48:33 -07:00
zofia fe4c5dcd4c [XPU] [Bugfix] process ragged weights in xpu linear backend (#52118)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-08-14 09:11:43 +08:00
Lena OnyshchenkoandKunshang Ji 751f2ccdd3 [Kernel][XPU] Tensor-descriptor operand loads for Triton W8A8 scaled_mm (#47205)
Signed-off-by: oonyshch <xonyshch@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-10 00:56:11 +00:00
Jinzhen LinandOpenAI Codex fcde8e1460 [Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-08-07 10:03:19 -07:00
zofiaandKunshang Ji 8060260e1d [Linear] [Kernel] add block-wise scaled_mm (#49932)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-06 14:40:26 +08:00
skysnow2001andDouglas Lehr f43e1d26e3 [ROCm] Enable AITER and FP8 inference on GFX120x (#43615)
Signed-off-by: skysnow2001 <skysnow9285@gmail.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-08-03 16:45:37 -05:00
Li, Jiang c8602c7906 [CPU] Refine CPU kernel dispatch (#50801)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-08-03 17:42:53 +08:00
zofiaandKunshang Ji e481da9508 [XPU] [Linear] add torch as xpu linear backend (#49664)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-03 14:30:21 +08:00
Ma JianandKunshang Ji ef0d084b4b [XPU] Fix FP8 block scale layout for MLA compatibility (#50349)
Signed-off-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-31 11:05:35 +08:00
+1 4f1da84eb5 Enable gfx1250 ROCm architecture (#46516)
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Jaden Mathias <Jaden.Mathias@amd.com>
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: root <root@ctheliosr-1b114-f01-2.mnb.dcgpu>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: dllehr <douglehr@amd.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-07-31 01:41:12 +00:00
jiacao-amdandTJian 4f56321d7e [ROCm] Cache fp32 upcast of static e8m0 weight scale in AITER scaled_mm (#47773)
Signed-off-by: jiacao-amd <jiahui.cao@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-07-28 11:34:16 -05:00
Xiaochang WuKunshang Jimergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
823eaf667d [XPU] FP8 o_proj with fp8_bmm and load-time scale transpose (#48334)
Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-20 16:32:03 +08:00
Jinzhen Linandmgoin d891b9bd51 [Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-07-06 13:36:07 -07:00
Ma JianandKunshang Ji 26c754d847 [XPU][Bugfix] Do not transpose weight_scale_inv at load time (#47116)
Signed-off-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-06 17:15:26 +08:00
Chaojun ZhangandCopilot 1a308c449c [XPU] Add W8A8 FP8 linear kernel with multi-granularity quant support (#43645)
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-07-04 18:10:01 +08:00
nehmathe2TJianmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Divakar VermaAndreas Karatzas
2785a5e0e6 [Bugfix][ROCm] Fix FP8 per-tensor scale rank mismatch causing Inductor assertion failure (#44912)
Signed-off-by: nehmathe2 <nehmathe2@gmail.com>
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Signed-off-by: nehmathe <nehmathe@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Divakar Verma <divakar.verma@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-06-16 20:17:42 -07:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 71b961dd35 [Perf] SM90 cutlass fp8 mm supports odd M by swap_ab, 180~290% kernel performance improvement (#44572)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-13 12:05:45 -07:00
Michael GoinandClaude c90650088d Add the QuantizedActivation linear-kernel contract (#44260)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-06-12 13:48:15 -07:00
Michael Goin 6afa25000c [Bugfix] Canonicalize FP8 weight layout to (K, N) at the source (#44735)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-06-08 14:37:36 -06:00
Ma Jian eebce65756 [XPU]feat: add DeepSeek-V4 XPU attention decode path (#42953)
Signed-off-by: Ma Jian <jian1.ma@intel.com>
2026-06-08 13:27:12 +08:00
Han Lingemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>TJian
165b7864d0 [ROCM] [FEAT] Integrate Aiter hipBLASLt GEMM online tuning (#40426)
Signed-off-by: hanlin12 <hanlin12@amd.com>
Signed-off-by: Han Lin <hanlin12@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-06-04 23:45:36 -07:00
e5232679a3 [XPU] Add XPU block-scaled W8A8 fp8 path (#39968)
Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com>
Signed-off-by: Xiaochang Wu <xiaochang.wu@intel.com>
Co-authored-by: Yuxiang <yuxiang.liang@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-06-03 20:16:19 +08:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 985c97a6a8 [Perf] Optimize cutlass fp8 scaled mm bypassing padding, 20% kernel performance improvement (#43706)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-01 09:05:21 -04:00
3fd9d2d357 [CPU][Zen] Route W8A8 and W4A16 linear inference through zentorch on AMD Zen CPUs (#41813)
Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Harshal Adhav <harshal.adhav@amd.com>
Signed-off-by: Aakar Dwivedi <aadwived@amd.com>
Co-authored-by: R <Ganesh.R@amd.com>
Co-authored-by: Harshal Adhav <harshal.adhav@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-05-30 14:17:21 -05:00
Xin Yang d8eebe6d97 [Perf] Optimize Fp8BlockScaledMMLinearKernel input_scale tensor using new_empty() (#43677)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-05-26 19:55:52 -07:00
Ma JianandKunshang Ji a5bbd81e2e [XPU]feat: enable FP8 block-scaled quantization on XPU (#42952)
Signed-off-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-05-23 12:33:18 +08:00
Wentao YeandIsotr0py 68e07d5916 [Bug] Fix ci issue assert output_size is not None AssertionError (#43261)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-05-21 16:58:09 +08:00
Wentao YeandMatthew Bonanni 53ff50fcd3 [Perf] Optimize CutlassFP8ScaledMMLinearKernel when padding needed by pre-weight processing, 13.5% TTFT improvement (#42651)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-05-20 11:57:42 -07:00
zofiaandKunshang Ji 0fa888465e [XPU] fix weight scale shape (#42725)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-05-17 16:55:10 +08:00
Libin Tangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 9946c38b7f [XPU] Fix double-transpose in XPUFP8ScaledMMLinearKernel for W8A8 quant method (#41689)
Signed-off-by: Libin Tang <libin.tang@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-14 17:17:39 +08:00
John Calderon 8a2fc80b84 [CUDA][CUTLASS] Enable cutlass scaled mm for non-compatible sizes (#41868)
Signed-off-by: John Calderon <jcalderon@nvidia.com>
2026-05-08 15:58:05 -07:00
Yuwen Zhou 809b98e5b7 [CPU] Add FP8 W8A16 linear support (#41186)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
2026-05-06 07:05:27 +00:00
628c436301 [New Model][ROCm] Add AMD support for DeepSeek V4 (#40871)
Signed-off-by: ganyi <ygan@amd.com>
Signed-off-by: whx-sjtu <xiaowang990929@gmail.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: tjtanaavllm <tunjian.tan@amd.com>
Co-authored-by: ganyi <ygan@amd.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaavllm <tunjian.tan@amd.com>
2026-05-05 08:55:37 -07:00
Andreas Karatzas 5e2c37facd [ROCm][CI] Add missing quantization methods and fix online quant test failures (#39801)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-04-27 15:08:57 -05:00
+7 4d51588e23 [Feat] DeepSeek V4 Rebased (#40860)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
2026-04-26 18:31:08 -07:00
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
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
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
Yan Ma 394ff86965 [XPU][CT] support per-channel quantization in xpu fp8 linear method (#38316)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-04-12 02:46:28 +00:00
Maral 2e9034c998 [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>
2026-04-09 08:50:39 +08:00
Andreas Karatzas 780ba37458 [ROCm][Quantization] Add asymmetric INT8 quantization support to TritonInt8ScaledMMLinearKernel (#38501)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-04-06 09:42:10 +08:00
BadrBasowidandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> e6bf9f15ec [Bugfix][CI] Fix Marlin FP8 Linear Kernel for Compressed Tensors Format (#38092)
Signed-off-by: BadrBasowid <Badr.Basowid@gmail.com>
Signed-off-by: BadrBasowid <61441185+BadrBasowid@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-03-25 21:11:43 -07:00
RanranandWentao Ye dc6908ac6a [Bugfix] Register VLLM_BATCH_INVARIANT in envs.py to fix spurious unknown env var warning (#35007)
Signed-off-by: Ranran <1012869439@qq.com>
Signed-off-by: Ranran <hzz5361@psu.edu>
Signed-off-by: ran <hzz5361@psu.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-03-23 18:31:14 -04:00
Kunshang Ji 27d5ee3e6f [FP8]add FP8 WoQ kernel abstraction. (#32929)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-03-23 09:47:47 +00:00
Kunshang Ji 8ad54a991b [Platform] Add current_platform.num_compute_units interface (#35042)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-02-24 22:22:49 -08:00