Commit Graph
245 Commits
Author SHA1 Message Date
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
Jinzhen Lin d0feea31c7 [Kernel] optimize performance of gptq marlin kernel when n is small (#14138)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
2025-03-07 11:53:38 -05:00
Harry Mellor cf069aa8aa Update deprecated Python 3.8 typing (#13971) 2025-03-02 17:34:51 -08:00
YajieWang 6a92ff93e1 [Misc][Kernel]: Add GPTQAllSpark Quantization (#12931) 2025-02-28 22:30:59 -08:00
Lucas Wilkinson f95903909f [Kernel] FlashMLA integration (#13747)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-02-27 10:35:08 +08:00
Kaixi Hou e109e598c7 [NVIDIA] Support nvfp4 cutlass gemm (#13571) 2025-02-22 05:24:05 -08:00
288cc6c234 [Attention] MLA with chunked prefill (#12639)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Patrick Horn <patrick.horn@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-21 15:30:12 -08:00
Sage Moore c9f9d5b397 [Bugfix][AMD] Update torch_bindings so that scaled_fp4_quant isn't build on ROCm (#13235) 2025-02-14 20:30:42 -08:00
Tyler Michael Smith c1e37bf71b [Kernel][Bugfix] Refactor and Fix CUTLASS 2:4 Sparse Kernels (#13198)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-14 00:01:14 +00:00
Kaixi Hou 4fc5c23bb6 [NVIDIA] Support nvfp4 quantization (#12784) 2025-02-12 19:51:51 -08:00
Lucas Wilkinsonandsimon-mo 75e94309e8 [Perf] Mem align KV caches for CUDA devices (MLA perf improvement) (#12676)
Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Lucas Wilkinson <lcwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
2025-02-04 18:22:24 -08:00
Yang Chen 95460fc513 [Kernel] port sgl moe_align_block_size kernels (#12574)
sgl_moe_align_block_size is based on:


https://github.com/sgl-project/sglang/commit/ded9fcd09a43d5e7d5bb31a2bc3e9fc21bf65d2a

moe_align_block_size is based on:


https://github.com/sgl-project/sglang/commit/ba5112ff691d791a9e38c6c71f59324a5fcb49d0

Signed-off-by: Yang Chen <yangche@fb.com>
2025-02-03 13:09:50 +08:00