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6ac5e06f7c
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[Chore] Clean up pytorch helper functions in vllm.utils (#26908)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
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2025-10-18 09:48:22 -07:00 |
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3125d79950
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[Chore] Remove unused PolyNorm layer (#27110)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2025-10-17 19:03:43 +00:00 |
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8f4b313c37
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[Misc] rename torch_dtype to dtype (#26695)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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2025-10-15 12:11:48 +00:00 |
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8fcaaf6a16
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Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2025-10-12 09:51:31 -07:00 |
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96ad65b7fe
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[Transform] [Quantization] Add QuTLASS support to vLLM (#24440)
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-10-10 09:43:40 -07:00 |
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7b03584de8
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Silu v2 (#25074)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: elvircrn <elvircrn@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
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2025-10-10 15:19:53 +00:00 |
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6273fe8d3d
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[Benchmarks] Fix imports in FP8 tuning script (#26407)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
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2025-10-08 16:31:59 +00:00 |
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338b1bf04f
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[Benchmarks] Add support for Qwen 3 VL MoE tuning (#26419)
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
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2025-10-08 14:01:08 +00:00 |
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557b2e961d
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Remove all cases of fmt: on/off (#26253)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2025-10-05 09:18:14 -07:00 |
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eb0fa43868
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[Perf] Optimize reshape_and_cache CUDA Kernel (#25955)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Liu-congo <1502632128@qq.com>
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2025-10-03 01:33:46 -07:00 |
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502640c3f9
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[Perf] Fix and reapply move apply w8a8 block fp8 linear to class (#25696)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
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2025-10-02 19:35:13 +00:00 |
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67f3fb0844
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[Bench] Add DeepSeekV32 to MoE benchmark (#25962)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-30 14:13:48 -07:00 |
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2f17117606
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[mypy] Fix wrong type annotations related to tuple (#25660)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2025-09-25 13:00:45 +00:00 |
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1260180c67
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Revert "[Performance] Move apply_w8a8_block_fp8_linear to an op class… (#25607)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
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2025-09-25 08:05:21 +00:00 |
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90b139cfff
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Enable Fbgemm NVFP4 on Dense models (#25609)
Signed-off-by: Saman Keon <samanamp@outlook.com>
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2025-09-24 21:12:53 -07:00 |
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1f29141258
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[Refactor] Use DeepGEMM Col Major TMA Aligned Tensor (#25517)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-09-24 18:52:36 -04:00 |
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d83f3f7cb3
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Fixes and updates to bench_per_token_quant_fp8 (#25591)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
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2025-09-24 08:30:15 -07:00 |
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0d235b874a
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Add CUTLASS FP8 MOE benchmark scripts and kernel config (#25302)
Signed-off-by: Chenxi Yang <cxyang@fb.com>
Co-authored-by: Chenxi Yang <cxyang@fb.com>
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2025-09-23 18:07:42 -06:00 |
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63400259d0
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[Performance] Move apply_w8a8_block_fp8_linear to an op class (#24666)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
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2025-09-23 12:03:10 -07:00 |
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8c1c81a3de
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[core] add nccl symmetric memory for all reduce (#24532)
Signed-off-by: Amir Samani <asamani@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-09-23 14:33:06 -04:00 |
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100b630a60
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[V1][Kernel] Add triton implementation for reshape_and_cache_flash (#24503)
Signed-off-by: Burkhard Ringlein <ngl@zurich.ibm.com>
Co-authored-by: Chih-Chieh Yang <chih.chieh.yang@ibm.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2025-09-23 12:52:40 -04:00 |
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6c117cff7d
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[Frontend] Pass API server count to each process (#23717)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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2025-09-20 01:15:19 +08:00 |
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5963b98b46
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[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-09-17 17:43:31 -06:00 |
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1b962e2457
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[fix] lora benchmarks pass no_lora_flag_cpu (#23774)
Signed-off-by: Dylan Maloy <34420038+dolpm@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-17 21:22:25 +08:00 |
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cef32104b4
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[FP8] Extend per-token-group quantization support to QuantFP8 (#24342)
Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
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2025-09-16 18:31:06 -07:00 |
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04ad0dc275
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[benchmark] Add triton version in the moe tuned config (#24769)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-16 14:10:54 +08:00 |
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98229db244
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[Kernels][DP/EP] Optimize Silu Kernel for R1 (#24054)
Signed-off-by: elvircrn <elvircrn@gmail.com>
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2025-09-13 00:17:27 -07:00 |
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bcb06d7baf
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[Doc]: fix typos in various files (#24726)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
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2025-09-12 06:43:12 -07:00 |
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c3aea10dc8
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[Perf] Use upstream CUTLASS for SM90 Block FP8 kernel (#23280)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2025-09-11 15:43:14 -07:00 |
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1fdd5c42d7
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[Kernels] Enable Torch Symmetric Memory All-Reduce By Default (#24111)
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-09-11 09:45:31 -07:00 |
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d11ec124a0
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[Bench] Add qwen-next in benchmark_moe.py (#24661)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-11 21:29:43 +08:00 |
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9bd831f501
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[Model] New model support for Motif-1-Tiny (#23414)
Signed-off-by: ca1207 <ca1207zzz@gmail.com>
Signed-off-by: TaehyunKim <73943231+ca1207@users.noreply.github.com>
Co-authored-by: WyldeCat <skan1543@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-10 23:29:40 -07:00 |
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bba1042c6f
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[Flashinfer] Support Flashinfer TRTLLM FP8-qkv BF16/FP16-out Attention Kernel (#23647)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
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2025-09-08 20:53:07 -07:00 |
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62f66be1f7
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[Bugfix] Fix Qwen3-coder moe tuned config (#24072)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-09-07 05:19:46 +00:00 |
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77aec83b8c
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[Benchmark] add benchmark for custom activation op (#23908)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
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2025-09-06 20:12:05 -07:00 |
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83609ca91d
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[Doc]: fix typos in Python comments (#24173)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2025-09-04 08:52:17 -07:00 |
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b7adf94c4a
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Tuned H100/H200 triton fp8 block configs for fused_qkv_a_proj (#23939)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-29 10:28:35 -07:00 |
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66548f6603
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[Bugfix] Fix benchmark_moe.py for blockwise fp8. (#23823)
Signed-off-by: crischeng <420985011@qq.com>
Co-authored-by: cris <grace@guisenbindeMacBook-Pro.local>
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2025-08-28 21:44:09 +08:00 |
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a781e84ec2
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[Perf] Tune configs for triton block fp8 gemm H100/H200 (#23748)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-28 11:12:53 +08:00 |
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504d914314
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[Perf] Add Triton config for DeepSeek V3 FP8 EP32 H200 (#23504)
Signed-off-by: Ming Yang <minos.future@gmail.com>
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2025-08-24 18:06:35 -07:00 |
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e76e233540
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[kernel] Support W4A8 on Hopper (#23198)
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
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2025-08-24 06:18:04 +00:00 |
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24d0c9e6ed
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[NVIDIA][torch.compile] Support Flashinfer TRTLLM FP8-q/kv NVFP4-out Attention Kernel (#22703)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
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2025-08-22 22:09:05 +00:00 |
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3bbe11cc13
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[Perf] Small optimizations for silu_mul_fp8_quant_deep_gemm (#23265)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-21 17:56:15 -04:00 |
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1d353b6352
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[Core] Always use tensor cores for Flashinfer Decode Wrapper (#23214)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-08-21 16:02:11 -04:00 |
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0cdbf5e61c
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[Kernel/Quant] Remove the original marlin format and qqq (#23204)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-20 15:13:36 -04:00 |
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b17109beea
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[Kernel] CUTLASS MoE FP8: Integrate cuda moe permute/unpermute (#23045)
Signed-off-by: Shixian Cui <shixian@amazon.com>
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2025-08-20 10:35:26 -04:00 |
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4d9c61993a
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[Bugfix] Fix benchmark_moe.py (#23177)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-08-19 13:39:40 +00:00 |
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03752dba8f
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[NVIDIA] Support Flashinfer TRTLLM FP8-q/kv/out Attention Kernel (#21716)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
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2025-08-19 08:22:15 -04:00 |
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4fc722eca4
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[Kernel/Quant] Remove AQLM (#22943)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2025-08-16 19:38:21 +00:00 |
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6d3da472bc
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[Misc] Add --save-dir option to benchmark_moe (#23020)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
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2025-08-16 07:26:10 +00:00 |
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