Commit Graph
156 Commits
Author SHA1 Message Date
Shu Wangandmgoin c7d8724e78 [Core] FlashInfer CUTLASS fused MoE backend (NVFP4) (#20037)
Signed-off-by: shuw <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-07-17 21:32:45 -07:00
Woosuk Kwon 4de7146351 [V0 deprecation] Remove V0 HPU backend (#21131)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-07-17 16:37:36 -07:00
Alexander Matveev 8cdc371217 SM100 Cutlass MLA decode with unrestricted num_heads (< 128) for DeepSeek TP (#20769)
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-07-15 01:06:38 +00:00
47043eb678 [Kernel] Triton implementation of causal-conv1d for Mamba-based models (#18218)
Signed-off-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-07-09 12:53:55 -07:00
Yan Ma 3112271f6e [XPU] log clean up for XPU platform (#20553)
Signed-off-by: yan <yan.ma@intel.com>
2025-07-07 01:38:22 -07:00
Duncan MossandDuncan Moss 3d184b95b8 [feat]: CUTLASS block scaled group gemm for SM100 (#19757)
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Duncan Moss <dmoss@nvidia.com>
2025-07-04 12:58:04 -06:00
bnellnmandElizaWszola c1909e7e8c [Kernels] MoE refactor (#19636)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: ElizaWszola <ewszola@redhat.com>
2025-07-02 06:08:27 -07:00
Li, Jiang 6cc1e7d96d [CPU] Update custom ops for the CPU backend (#20255)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-07-01 07:25:03 +00:00
Michael Goin a29e62ea34 Fix num_token_padding support for static per-tensor scaled_fp8_quant (#20188)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-06-27 22:48:13 -07:00
li haoyangandilmarkov 0740e29b66 [Feature] add quick all reduce (#19744)
Signed-off-by: ilmarkov <imarkov@redhat.com>
Signed-off-by: Haoyang Li <Haoyang.Li@amd.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
2025-06-26 20:54:24 -07:00
Wentao Ye d188913d99 [Refactor] Remove unused library (#20099)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-06-26 09:16:10 +00:00
Eldar Kurtić 8b8c209e35 static_scaled_fp8_quant should not run when scale.numel is not 1 (#20076) 2025-06-25 15:08:03 -04:00
Wentao Yeandmgoin ffb2cd6b54 [Perf] Optimize moe_align_block_size CUDA kernel (#19572)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-06-17 11:49:26 -07:00
Szymon Ożóg dec66d253b [Kernel] GGUF MMVQ kernel for multiple input vectors (#18754)
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
2025-06-16 17:33:26 +08:00
Michael Goin a3319f4f04 [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (#19452)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-06-12 15:39:15 -04:00
Luka GovedičandSage Moore f98548b9da [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (#16756)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
2025-06-12 08:31:04 -07:00
rasmith 2e090bd5df [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (#19509)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2025-06-12 07:14:24 +00:00
Ning Xie 2f1c19b245 [CI] change spell checker from codespell to typos (#18711)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
2025-06-11 19:57:10 -07:00
ElizaWszolaandTyler Michael Smith 84166fee97 [Kernel] Integrate CUTLASS MoE kernel with PPLX (#18762)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-06-06 18:26:11 -07:00
Chiyue WeiandChiyue Wei 61059bee40 [Hardware][NVIDIA] FP4 MoE kernel optimization (#19110)
Signed-off-by: Chiyue Wei <chiyuew@nvidia.com>
Co-authored-by: Chiyue Wei <chiyuew@nvidia.com>
2025-06-05 09:48:26 -07:00
Vadim Gimpelson 5d6d1adf15 [KERNEL] Sampler. CUDA kernel for applying repetition penalty (#18437) 2025-06-03 21:13:01 -07:00
Simon Mo 02f0c7b220 [Misc] Add SPDX-FileCopyrightText (#19100)
Signed-off-by: simon-mo <simon.mo@hey.com>
2025-06-03 11:20:17 -07:00
Pavani Majety f2036734fb [ModelOpt] Introduce VLLM_MAX_TOKENS_PER_EXPERT_FP4_MOE env var to control blockscale tensor allocation (#18160)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-05-23 15:52:20 -07:00
Lucas Wilkinson d93c976a0d [Kernel] Have rotary embeddings support tensors (#18046)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-05-14 15:43:55 -07:00
Tao He 60f7624334 Implements dual-chunk-flash-attn backend for dual chunk attention with sparse attention support (#11844) 2025-05-12 19:52:47 -07:00
Jinzhen Lin d74e5f37bc [Kernel] fp4 marlin kernel (#17687)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
2025-05-10 19:58:49 -07:00
Pavani Majety 0c0fdae84f [Hardware/NVIDIA/Kernel] Enable nvidia/DeepSeek-R1-FP4 Model (#16362) 2025-05-09 16:24:41 -07:00
Gregory Shtrasberg 32aa74c09c [ROCm][FP8][Kernel] FP8 quantization fused into Custom Paged Attention (#17139)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-05-07 07:12:35 -07:00
Yong Hoon Shin 98c89e16ff Make key optional for rotary embedding (#17566)
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
2025-05-07 00:11:46 -07:00
Wanrui Daiandevian f80ae5bdcf [Kernel] Use fused rmsnorm for some models like qwen3 series (#17735)
Signed-off-by: evian <eviantai@u.nus.edu>
Co-authored-by: evian <eviantai@u.nus.edu>
2025-05-06 23:10:02 -07:00
Szymon OżógandIsotr0py 1a45a61387 [Kernel] GGUF MoeVec kernel (#16780)
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-05-06 23:07:23 -07:00
Jinzhen Lin 1d0c9d6b2d [Kernel] some optimizations for dense marlin and moe marlin (#16850)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
2025-05-05 09:39:30 -07:00
rasmith e3d0a1d190 [Quantizaton] [AMD] Add support for running DeepSeek int8 w8a8 MoE on ROCm (#17558)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2025-05-02 21:41:10 -07:00
Zhengyuan Su (苏政渊)and苏政渊 17eb306fcc [Bugfix] Add contiguous call inside rope kernel wrapper (#17091)
Signed-off-by: 苏政渊 <suzhengyuan@moonshot.cn>
Co-authored-by: 苏政渊 <suzhengyuan@moonshot.cn>
2025-04-28 19:24:07 -07:00
Kaixi Hou ed7a29d9f8 [NVIDIA] Support Cutlass MLA for Blackwell GPUs (#16032)
Signed-off-by: kaixih <kaixih@nvidia.com>
2025-04-27 06:29:21 -07:00
Charlie FuandTyler Michael Smith 188b7f9b8c [Performance][ROCm] Add skinny gemms for unquantized linear on ROCm (#15830)
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
2025-04-21 20:46:22 -07:00
d06ba4ed3f [Kernel] moe wna16 marlin kernel (#14447)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-04-14 20:05:22 -07:00
DefTruth e9528f6dc6 [Kernel] support merge_attn_states CUDA kernel, 3x speedup (#16173)
Signed-off-by: DefTruth <qiustudent_r@163.com>
2025-04-11 06:50:50 -06:00
e73ff24e31 [ROCM][KERNEL] Paged attention for V1 (#15720)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Signed-off-by: root <root@banff-cyxtera-s65-4.amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: root <root@banff-cyxtera-s65-4.amd.com>
2025-04-02 19:48:00 -07:00
LukasBluebaum 90969fb39a [Kernel] Add more dtype support for GGUF dequantization (#15879)
Signed-off-by: lukas.bluebaum <lukas.bluebaum@aleph-alpha.com>
2025-04-02 01:58:48 -07:00
bnellnm e59ca942f5 Add option to use DeepGemm contiguous grouped gemm kernel for fused MoE operations. (#13932)
Signed-off-by: Bill Nell <bnell@redhat.com>
2025-04-01 12:07:43 -04:00
Ilya Markovandilmarkov b7b7676d67 [Distributed] Add custom allreduce support for ROCM (#14125)
Signed-off-by: ilmarkov <imarkov@redhat.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
2025-03-31 22:49:12 -07:00
ElizaWszolaandLucas Wilkinson 9239bf718e [Kernel] CUTLASS grouped gemm fp8 MoE kernel (#13972)
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Lucas Wilkinson <wilkinson.lucas@gmail.com>
2025-03-27 00:54:44 +00:00
Thien Tran 4f044b1d67 [Kernel][CPU] CPU MLA (#14744)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2025-03-25 09:34:59 +00:00
Sage Moore 45f3f3f59e [ROCm][Bugfix] Ensure that the moe_wna16_gemm kernel is not built on ROCm platforms. (#14629)
Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-03-12 08:00:28 -04:00
Pavani Majety debd6bbf09 [Kernel] Add ModelOpt FP4 Checkpoint Support (#12520)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-03-12 05:13:11 +00:00
Szymon Ożóg e22ee1e7a2 [Kernel] GGUF MoE kernel (#14613)
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
2025-03-12 03:33:27 +00:00
Jeff Daily a1c8f3796c dynamic distpatch of fp8 kernels (#14245)
Signed-off-by: Jeff Daily <jeff.daily@amd.com>
2025-03-11 10:54:56 -04:00
Jinzhen Linandmgoin 90e88ab756 [Kernel] moe wna16 cuda kernel (#13321)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-03-10 20:12:40 -04:00
Szymon Ożóg 89cdaa83e7 [Kernel] Add more dtype support for GGUF kernels (#14043)
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
2025-03-10 07:30:04 -07:00