Commit Graph

101 Commits

Author SHA1 Message Date
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
3ec7170ff1 [Bugfix][ROCm][Build] Fix build regression on ROCm (#21393)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-07-22 20:27:41 -07:00
774d0c014b [Perf] Cuda Kernel for Per Token Group Quant (#21083)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-07-22 07:27:15 -07:00
d31a647124 [BugFix] Fix import error on non-blackwell machines (#21020)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-07-15 22:27:29 -07:00
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
40b86aa05e [BugFix] Fix: ImportError when building on hopper systems (#20513)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-07-06 12:17:30 +08:00
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
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
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
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
5d6d1adf15 [KERNEL] Sampler. CUDA kernel for applying repetition penalty (#18437) 2025-06-03 21:13:01 -07:00
60f7624334 Implements dual-chunk-flash-attn backend for dual chunk attention with sparse attention support (#11844) 2025-05-12 19:52:47 -07:00
0c0fdae84f [Hardware/NVIDIA/Kernel] Enable nvidia/DeepSeek-R1-FP4 Model (#16362) 2025-05-09 16:24:41 -07:00
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
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
460a2b1100 [torch.compile] Add torch inductor pass for fusing silu_and_mul with subsequent scaled_fp8_quant operations (#10867)
Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-05-01 07:59:28 -07:00
ed7a29d9f8 [NVIDIA] Support Cutlass MLA for Blackwell GPUs (#16032)
Signed-off-by: kaixih <kaixih@nvidia.com>
2025-04-27 06:29:21 -07:00
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
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
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
555aa21905 [V1] Fully Transparent Implementation of CPU Offloading (#15354)
Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-03-31 20:22:34 +08:00
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
debd6bbf09 [Kernel] Add ModelOpt FP4 Checkpoint Support (#12520)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-03-12 05:13:11 +00:00
e22ee1e7a2 [Kernel] GGUF MoE kernel (#14613)
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
2025-03-12 03:33:27 +00:00
e109e598c7 [NVIDIA] Support nvfp4 cutlass gemm (#13571) 2025-02-22 05:24:05 -08:00
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
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
4fc5c23bb6 [NVIDIA] Support nvfp4 quantization (#12784) 2025-02-12 19:51:51 -08:00
eb5741ad42 [Kernel][Quantization] Integrate block-quantized CUTLASS kernels for DeepSeekV3 (#12587)
Integrates the block-quantized kernels introduced in
https://github.com/vllm-project/vllm/pull/11868 for use in linear
layers.

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-01-31 15:29:11 -08:00
e97f802b2d [FP8][Kernel] Dynamic kv cache scaling factors computation (#11906)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
2025-01-23 18:04:03 +00:00
42f5e7c52a [Kernel] Support MulAndSilu (#11624)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-15 02:29:53 +00:00
4068f4b5b5 [MISC] Replace c10::optional with std::optional (#11730)
Signed-off-by: Lu Fang <lufang@fb.com>
2025-01-05 10:20:34 +09:00
5a9da2e6e9 [Bugfix][Build/CI] Fix sparse CUTLASS compilation on CUDA [12.0, 12.2) (#11311)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-19 02:43:30 +00:00
60508ffda9 [Kernel]: Cutlass 2:4 Sparsity + FP8/Int8 Quant Support (#10995)
Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2024-12-18 09:57:16 -05:00
30870b4f66 [torch.compile] Dynamic fp8 + rms_norm fusion (#10906)
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2024-12-13 03:19:23 +00:00
7c25fe45a6 [AMD] Add support for GGUF quantization on ROCm (#10254) 2024-11-22 21:14:49 -08:00
4f93dfe952 [torch.compile] Fuse RMSNorm with quant (#9138)
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: youkaichao <youkaichao@126.com>
2024-11-08 21:20:08 +00:00
6192e9b8fe [Core][Distributed] Refactor ipc buffer init in CustomAllreduce (#10030)
Signed-off-by: Hanzhi Zhou <hanzhi713@gmail.com>
2024-11-06 23:50:47 -08:00
8549c82660 [core] cudagraph output with tensor weak reference (#9724)
Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-10-27 00:19:28 -07:00
59449095ab [Performance][Kernel] Fused_moe Performance Improvement (#9384)
Signed-off-by: charlifu <charlifu@amd.com>
2024-10-24 15:37:52 -07:00
295a061fb3 [Kernel] add kernel for FATReLU (#9610)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-10-24 16:18:27 +08:00
fb60ae9b91 [Kernel][Model] Improve continuous batching for Jamba and Mamba (#9189) 2024-10-16 12:12:43 -04:00
aeb37c2a72 [CI/Build] Per file CUDA Archs (improve wheel size and dev build times) (#8845) 2024-10-03 22:55:25 -04:00
f13a07b1f8 [Kernel][Model] Varlen prefill + Prefill chunking support for mamba kernels and Jamba model (#8533) 2024-09-29 17:35:58 -04:00
86e9c8df29 [Kernel] (2/N) Machete - Integrate into CompressedTensorsWNA16 and GPTQMarlin (#7701)
Co-authored-by: mgoin <michael@neuralmagic.com>
Co-authored-by: Divakar Verma <137818590+divakar-amd@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-09-23 13:46:26 -04:00
8110e44529 [Kernel] Change interface to Mamba causal_conv1d_update for continuous batching (#8012) 2024-09-17 23:44:27 +00:00
99aa4eddaf [torch.compile] register allreduce operations as custom ops (#8526) 2024-09-16 22:57:57 -07:00
5d73ae49d6 [Kernel] AQ AZP 3/4: Asymmetric quantization kernels (#7270) 2024-09-16 11:52:40 -07:00
a6c0f3658d [multi-step] add flashinfer backend (#7928) 2024-09-12 11:16:22 -07:00