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e9528f6dc6
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[Kernel] support merge_attn_states CUDA kernel, 3x speedup (#16173)
Signed-off-by: DefTruth <qiustudent_r@163.com>
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2025-04-11 06:50:50 -06:00 |
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90969fb39a
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[Kernel] Add more dtype support for GGUF dequantization (#15879)
Signed-off-by: lukas.bluebaum <lukas.bluebaum@aleph-alpha.com>
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2025-04-02 01:58:48 -07:00 |
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b7b7676d67
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[Distributed] Add custom allreduce support for ROCM (#14125)
Signed-off-by: ilmarkov <imarkov@redhat.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
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2025-03-31 22:49:12 -07:00 |
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555aa21905
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[V1] Fully Transparent Implementation of CPU Offloading (#15354)
Signed-off-by: youkaichao <youkaichao@gmail.com>
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2025-03-31 20:22:34 +08:00 |
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9239bf718e
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[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>
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2025-03-27 00:54:44 +00:00 |
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40253bab44
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[Bugfix][W8A8] fixed cutlass block fp8 binding (#14796)
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2025-03-14 03:32:42 -07:00 |
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debd6bbf09
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[Kernel] Add ModelOpt FP4 Checkpoint Support (#12520)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-03-12 05:13:11 +00:00 |
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e22ee1e7a2
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[Kernel] GGUF MoE kernel (#14613)
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
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2025-03-12 03:33:27 +00:00 |
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d0feea31c7
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[Kernel] optimize performance of gptq marlin kernel when n is small (#14138)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
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2025-03-07 11:53:38 -05:00 |
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99b0915d3b
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[Kernel] Add needs_fixed_stride_order tag to most GEMMs (#14306)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
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2025-03-06 14:17:09 -08:00 |
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6a92ff93e1
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[Misc][Kernel]: Add GPTQAllSpark Quantization (#12931)
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2025-02-28 22:30:59 -08:00 |
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e109e598c7
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[NVIDIA] Support nvfp4 cutlass gemm (#13571)
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2025-02-22 05:24:05 -08:00 |
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288cc6c234
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[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>
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2025-02-21 15:30:12 -08:00 |
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c9f9d5b397
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[Bugfix][AMD] Update torch_bindings so that scaled_fp4_quant isn't build on ROCm (#13235)
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2025-02-14 20:30:42 -08:00 |
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c1e37bf71b
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[Kernel][Bugfix] Refactor and Fix CUTLASS 2:4 Sparse Kernels (#13198)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
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2025-02-14 00:01:14 +00:00 |
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4fc5c23bb6
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[NVIDIA] Support nvfp4 quantization (#12784)
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2025-02-12 19:51:51 -08:00 |
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75e94309e8
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[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>
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2025-02-04 18:22:24 -08:00 |
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eb5741ad42
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[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 |
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cabaf4eff3
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[Attention] MLA decode optimizations (#12528)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
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2025-01-30 23:49:37 -08:00 |
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e97f802b2d
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[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>
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2025-01-23 18:04:03 +00:00 |
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42f5e7c52a
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[Kernel] Support MulAndSilu (#11624)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-01-15 02:29:53 +00:00 |
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5a9da2e6e9
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[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 |
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60508ffda9
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[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 |
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30870b4f66
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[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 |
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7c25fe45a6
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[AMD] Add support for GGUF quantization on ROCm (#10254)
|
2024-11-22 21:14:49 -08:00 |
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b00b33d77e
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[Model][Quantization] HQQ support through Marlin kernel expansion (#9766)
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
|
2024-11-19 13:31:12 -08:00 |
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96d999fbe8
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[Kernel] Initial Machete W4A8 support + Refactors (#9855)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
|
2024-11-18 12:59:29 -07:00 |
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4f93dfe952
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[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 |
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6192e9b8fe
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[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 |
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8549c82660
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[core] cudagraph output with tensor weak reference (#9724)
Signed-off-by: youkaichao <youkaichao@gmail.com>
|
2024-10-27 00:19:28 -07:00 |
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59449095ab
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[Performance][Kernel] Fused_moe Performance Improvement (#9384)
Signed-off-by: charlifu <charlifu@amd.com>
|
2024-10-24 15:37:52 -07:00 |
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295a061fb3
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[Kernel] add kernel for FATReLU (#9610)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
|
2024-10-24 16:18:27 +08:00 |
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eca2c5f7c0
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[Bugfix] Fix support for dimension like integers and ScalarType (#9299)
|
2024-10-17 19:08:34 +00:00 |
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fb60ae9b91
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[Kernel][Model] Improve continuous batching for Jamba and Mamba (#9189)
|
2024-10-16 12:12:43 -04:00 |
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aeb37c2a72
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[CI/Build] Per file CUDA Archs (improve wheel size and dev build times) (#8845)
|
2024-10-03 22:55:25 -04:00 |
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f13a07b1f8
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[Kernel][Model] Varlen prefill + Prefill chunking support for mamba kernels and Jamba model (#8533)
|
2024-09-29 17:35:58 -04:00 |
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300da09177
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[Kernel] Fullgraph and opcheck tests (#8479)
|
2024-09-25 08:35:52 -06:00 |
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86e9c8df29
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[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 |
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8110e44529
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[Kernel] Change interface to Mamba causal_conv1d_update for continuous batching (#8012)
|
2024-09-17 23:44:27 +00:00 |
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99aa4eddaf
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[torch.compile] register allreduce operations as custom ops (#8526)
|
2024-09-16 22:57:57 -07:00 |
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5d73ae49d6
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[Kernel] AQ AZP 3/4: Asymmetric quantization kernels (#7270)
|
2024-09-16 11:52:40 -07:00 |
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a6c0f3658d
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[multi-step] add flashinfer backend (#7928)
|
2024-09-12 11:16:22 -07:00 |
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73202dbe77
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[Kernel][Misc] register ops to prevent graph breaks (#6917)
Co-authored-by: Sage Moore <sage@neuralmagic.com>
|
2024-09-11 12:52:19 -07:00 |
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23f322297f
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[Misc] Remove SqueezeLLM (#8220)
|
2024-09-06 16:29:03 -06:00 |
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fdd9daafa3
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[Kernel/Model] Migrate mamba_ssm and causal_conv1d kernels to vLLM (#7651)
|
2024-08-28 15:06:52 -07:00 |
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5288c06aa0
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[Kernel] (1/N) Machete - Hopper Optimized Mixed Precision Linear Kernel (#7174)
|
2024-08-20 07:09:33 -06:00 |
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8d59dbb000
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[Kernel] Add per-tensor and per-token AZP epilogues (#5941)
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
|
2024-08-06 18:17:08 +00:00 |
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360bd67cf0
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[Core] Support loading GGUF model (#5191)
Co-authored-by: Michael Goin <michael@neuralmagic.com>
|
2024-08-05 17:54:23 -06:00 |
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a8d604ca2a
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[Misc] Disambiguate quantized types via a new ScalarType (#6396)
|
2024-08-02 13:51:58 -07:00 |
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6512937de1
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Support W4A8 quantization for vllm (#5218)
|
2024-07-31 07:55:21 -06:00 |
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