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524 Commits

Author SHA1 Message Date
rasmith
cc7ae5e7ca [BugFix][AMD][Quantization] Fix torch.compile issue where wvSplitKQ not being called when it should when using quantized FP8 model (#22281) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2025-08-22 21:47:57 +00:00
Isotr0py
4645024d3a [Quantization] Allow GGUF quantization to skip unquantized layer (#23188) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-08-22 13:04:22 -06:00
Wentao Ye
394591e343 [Feature] Enable DeepGEMM Linear on B200; 1.5% E2E throughput improvement (#23351) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-21 21:01:08 -07:00
Wentao Ye
48bfb0c9b7 [Bug] Fix R1 Accuracy 0 Bug (#23294) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-21 13:11:28 -04:00
Yi Liu
0278f1ac3a Fix nvfp4 swizzling (#23140) 
Signed-off-by: yiliu30 <yi4.liu@intel.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-08-21 16:54:50 +00:00
Li, Jiang
7be5d113d8 [CPU] Refactor CPU W8A8 scaled_mm (#23071) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-08-21 09:34:24 +08:00
Michael Goin
0cdbf5e61c [Kernel/Quant] Remove the original marlin format and qqq (#23204) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-20 15:13:36 -04:00
shixianc
b17109beea [Kernel] CUTLASS MoE FP8: Integrate cuda moe permute/unpermute (#23045) 
Signed-off-by: Shixian Cui <shixian@amazon.com>
 2025-08-20 10:35:26 -04:00
amirkl94
a38b8af4c3 [NVIDIA] Add SM100 Flashinfer Cutlass MoE fp8 backend (#22357) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2025-08-19 18:01:53 -04:00
bnellnm
b94faf9d50 [Bugfix] Fix accuracy issue when using flashinfer cutlass moe, TP=1 and modelopt. (#23125) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-19 14:00:51 -04:00
Michael Goin
6d25e3fd6e Use Blackwell FlashInfer MXFP4 MoE by default if available (#23008) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-18 15:25:49 -07:00
Simon Mo
0fc8fa751a fix: gptq marlin weight loading failure (#23066)
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2025-08-17 15:56:07 -07:00
Jee Jee Li
4d4061b6e7 [Kernel] Add cuda kernel for gpt_oss activation (#22951) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-17 05:03:24 +00:00
Jinzhen Lin
a258ad8bcc [Bugfix] fix qwen3 moe fp8 accuracy issue (#23031) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
 2025-08-16 17:41:23 -07:00
Michael Goin
4fc722eca4 [Kernel/Quant] Remove AQLM (#22943) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-08-16 19:38:21 +00:00
bnellnm
8ad7285ea2 [Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 14:46:00 -04:00
sstamenk
6b04039a72 [BugFix] Skip the Q component for QKVParallelLinear in the case of QKVCrossParallelLinear since its width is 0 (#22369) 
Signed-off-by: sstamenk <sstamenk@amd.com>
 2025-08-15 17:17:31 +00:00
amirkl94
b4cef5e6c7 refactor: Change scaling factors calculation for flashinfer FusedMoE (#22812) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 06:19:31 +00:00
Simon Mo
f1f0d2fab8 Revert "[Kernel] Add cuda kernel for gpt_oss activation" (#22948) 2025-08-14 17:38:10 -07:00
Jee Jee Li
81f4b96481 [Kernel] Add cuda kernel for gpt_oss activation (#22538) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-14 17:21:29 -07:00
Dipika Sikka
4121de512e [Quantization]: Support compressed-tensors mixed-precision model loading (#22468) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
 2025-08-14 17:32:09 -04:00
nvjullin
279a5f31b3 [Kernel] Add nvfp4 gemm flashinfer backends (#22346) 
Signed-off-by: Julien Lin <jullin@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-08-14 16:03:55 -04:00
Jinzhen Lin
33c63e9547 [Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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 2025-08-14 11:23:22 -07:00
Po-Han Huang (NVIDIA)
67c153b88a Fix Llama4 FlashInfer FP4 MoE issues (#22511) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-08-12 05:50:59 -07:00
Yongye Zhu
007dd90859 [gpt-oss] Enable gpt-oss on ampere (#22714) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-08-12 03:21:44 -07:00
Jun-Howie
1ece7f30ba Fix: AWQ Marlin get_quant_method does not recognize "modules_to_not_convert" (#21888) 
Signed-off-by: JunHowie <JunHowie@aliyun.com>
Co-authored-by: JunHowie <JunHowie@aliyun.com>
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 2025-08-12 02:03:53 -07:00
Chen Zhang
bbaf9e9cb1 [gpt-oss] Fix mxfp4 support (#22700) 
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
 2025-08-11 21:22:26 -07:00
Wentao Ye
f7dcce7a4a [Feature] Add VLLM_USE_DEEP_GEMM_E8M0 Env to Control E8M0 Scale (#21968) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-11 09:39:08 -07:00
Kyuyeun Kim
9a0c5ded5a [TPU] Add support for online w8a8 quantization (#22425) 
Signed-off-by: Kyuyeun Kim <kyuyeunk@google.com>
 2025-08-08 23:12:54 -07:00
Yongye Zhu
e789cad6b8 [gpt-oss] triton kernel mxfp4 (#22421) 
Signed-off-by: <zyy1102000@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-08-08 08:24:07 -07:00
Po-Han Huang (NVIDIA)
af473f0a85 [bugfix] Fix Llama3/4 issues caused by FlashInfer 0.2.10 (#22426) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-08-07 20:25:01 -07:00
Shu Wang
a3b9c17b56 Support Tensorrt-LLM MoE fp4 for low-latency (#21331) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: XIn Li <xinli@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
 2025-08-07 19:18:22 -07:00
Woosuk Kwon
136825de75 [Misc] Enhance code formatting in mxfp4.py (#22423) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-07 00:26:24 -07:00
Syed Muhammad Bin Asif
609b533cb6 [Bugfix] Add proper comparison for package versions (#22314) 
Signed-off-by: Syed Muhammad Bin Asif <syedmba7@connect.hku.hk>
 2025-08-06 20:31:03 -07:00
Wentao Ye
eec890c1c1 [Bug] Fix B200 DeepGEMM E8M0 Accuracy Issue (#22399) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-06 17:03:53 -07:00
Yongye Zhu
31f09c615f [gpt-oss] flashinfer mxfp4 (#22339) 
Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
 2025-08-06 12:37:27 -07:00
Jee Jee Li
8e6c7e873f [Bugfix] Fix MoE BNB version (#22260) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-05 19:56:22 -07:00
JartX
3654847db5 feat: Add Support GPTQ Quantization MOE on ROCM vllm serve (#21733) 2025-08-01 21:12:19 -04:00
Wentao Ye
c3e0e9337e [Feature] Add Flashinfer MoE Support for Compressed Tensor NVFP4 (#21639) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-31 15:26:11 -07:00
amirkl94
207b750e19 [NVIDIA] Add SM100 Flashinfer MoE per tensor scale fp8 backend (#21458) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-31 06:00:01 -07:00
Po-Han Huang (NVIDIA)
ff08e51940 [NVIDIA] Fix Llama4 Scout FP4 functionality issues (#21499) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-07-30 07:33:40 -07:00
Wenhua Cheng
ad341c5194 [Bugfix]fix mixed bits and visual language model quantization in AutoRound (#21802) 
Signed-off-by: Wenhua Cheng <wenhua.cheng@intel.com>
 2025-07-29 07:26:31 -07:00
Wentao Ye
48b763d6b5 [Refactor] Merge Compressed Tensor FP8 CompressedTensorsW8A8Fp8MoEMethod and CompressedTensorsW8A8Fp8MoECutlassMethod (#21775) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-28 19:47:21 -06:00
Nikhil Gupta
89ac266b26 [Feat]: Add support for Dynamic Quant 4 bit CPU kleidiai kernels (#17112) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-28 20:55:15 +00:00
TJian
e626d286f5 [FEAT] [ROCm] [AITER]: Add AITER HIP block quant kernel (#21242) 2025-07-28 05:07:06 +00:00
Wentao Ye
bda9d0535f [Refactor] Refactor MOE NVFP4 Code Base: ModelOpt + Compressed Tensor (#21631) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-27 05:25:21 -07:00
Alex Kogan
7ae75fa6d0 [Feature] Add support for MoE models in the calibration-free RTN-based quantization (#20766) 
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
 2025-07-25 18:09:34 -07:00
Wentao Ye
75d29cf4e1 [Perf] Cuda Kernel for Int8 Per Token Group Quant (#21476) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-25 17:07:07 -07:00
Wentao Ye
633f6e804b [Bug] Fix DeepGemm Init Error (#21554) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-24 20:07:22 -07:00
Shu Wang
1b25f1fe75 Update flashinfer CUTLASS MoE Kernel (#21408) 
Signed-off-by: Shu Wang. <shuw@nvidia.com>
 2025-07-24 08:13:31 -07:00