 danisereb
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084aa19f02
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Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-02-08 11:16:48 -08:00 |
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MaralandCyrus Leung
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b5f8c3092d
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[W8A8 Block Linear Refactor][1/N] Keep all quantization types into QuantFP8 class. (#33047)
Signed-off-by: maral <maralbahari.98@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-02-01 09:28:01 +00:00 |
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René Honigandmgoin
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079781177a
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fix: Add SM120 (RTX Blackwell) support for FlashInfer CUTLASS NVFP4 MoE kernels (#33417)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-01-31 14:06:42 -08:00 |
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Roy Wang
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63c0889416
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[Misc] Fix flashinfer related tests (#33462)
Signed-off-by: esmeetu <jasonailu87@gmail.com>
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2026-01-31 16:10:24 -05:00 |
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f0bca83ee4
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Add support for Mistral Large 3 inference with Flashinfer MoE (#33174)
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-01-30 22:48:27 -08:00 |
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Michael Goin
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67ebaff528
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Refactor NVFP4 Linear utils for ModelOpt and CT (#33201)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-30 16:37:42 -08:00 |
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Pavani Majety
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c3a9752b0c
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[Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2026-01-30 10:30:46 -08:00 |
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Michael Goin
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fd0e377244
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Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-30 11:15:20 -05:00 |
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杨朱 · KikiandClaude Opus 4.5
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1a7894dbdf
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[Misc] Replace Optional[X] with X | None syntax (#33332)
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
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2026-01-30 01:56:59 -08:00 |
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Linda
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0493d897c4
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[NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954)
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
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2026-01-29 10:00:13 -08:00 |
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af9b69f977
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[Quantization][Deprecation] Remove Marlin 24 (#32688)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-01-28 15:54:59 +00:00 |
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Robert ShawandRobert Shaw
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247d1a32ea
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[Quantization][Deprecation] Remove BitBlas (#32683)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-28 11:06:22 +00:00 |
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Lifan Shen
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da8d0c441a
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[AMD][QWEN3-NEXT] FP8 Tunings (#32042)
Signed-off-by: Lifan Shen <lifans@meta.com>
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2026-01-27 09:34:13 +00:00 |
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5a93b9162b
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[MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
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2026-01-27 01:28:02 +00:00 |
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danielafrimiandroot
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67fe677c53
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[FIX] Always support TP > 4 for FP4 Gemm (#31099)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
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2026-01-26 11:04:20 -07:00 |
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Roberto L. Castro
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fcb9df99bd
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[Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
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2026-01-24 18:45:27 -07:00 |
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Wentao Ye
|
37c9859fab
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[Refactor] Clean up unused variables & func (#32692)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-01-23 17:04:25 -05:00 |
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Michael Goin
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4561f13985
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[Refactor] Rename gptq_marlin to marlin to match MoE (#32952)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-23 16:48:12 -05:00 |
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Xin Yang
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90c2007932
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[Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916)
Signed-off-by: Xin Yang <xyangx@amazon.com>
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2026-01-23 14:34:30 +00:00 |
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Xin Yang
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d08b356ee0
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[Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619)
Signed-off-by: Xin Yang <xyangx@amazon.com>
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2026-01-22 15:47:04 -05:00 |
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Eldar Kurtić
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44f08af3a7
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Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141)
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
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2026-01-22 13:29:57 -07:00 |
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elvischenv
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808d6fd7b9
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Bump Flashinfer to v0.6.1 (#30993)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
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2026-01-21 08:49:50 -08:00 |
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Robert ShawandRobert Shaw
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4e31b7f228
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[Quantization][Deprecation] Remove RTN (#32697)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-21 16:34:42 +00:00 |
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Robert Shaw
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42135d6898
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[MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414)
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2026-01-21 08:22:33 -05:00 |
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vllmellm
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148117ea2e
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[Refactor] Make FP8 Linear Ops use kernel abstraction (#27814)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-01-20 14:48:20 +08:00 |
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Michael Goin
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83239ff19a
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Add thread_n=64 support to Marlin MoE (#32360)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-15 16:45:44 -08:00 |
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c277fbdf31
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[Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257)
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
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2026-01-15 16:15:05 -08:00 |
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Lucas Wilkinsonandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
|
c36ba69bda
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[BugFix] Fix assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1] in Blackwell Quantized MoE Test (#32362)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-01-15 10:19:12 -08:00 |
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Lucas WilkinsonandEldar Kurtić
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2c9b4cf5bf
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[BugFix] Fix DeepSeek-V3.1 + DeepGEMM incompatible scale shapes (#32361)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com>
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2026-01-15 06:32:22 +00:00 |
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rasmith
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3c2685645e
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[CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update test_fp8_quant.::test_static_fp8_quant_group_2d to use correct fp8 dtype and adjust atol/rtol (#32201)
Signed-off-by: Randall Smith <ransmith@amd.com>
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2026-01-15 05:04:34 +00:00 |
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a5bbbd2f24
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[Quantization] fix: overflow with static per-tensor scaling (#29867)
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-01-13 12:56:01 +00:00 |
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Vensen
|
6ea001cfb7
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[Bugfix][Quantization] Ensure input contiguity in per_token_quant_int8 (#31637)
Signed-off-by: vensen <vensenmu@gmail.com>
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2026-01-10 12:40:02 -08:00 |
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Lucas Wilkinson
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0a0aa07747
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[Quant] Make static quant support all group shapes (#30833)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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2026-01-09 12:49:27 -08:00 |
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jiahanc
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f9e2a75a1e
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[fix] add cutedsl to global sf (#32001)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
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2026-01-09 12:03:02 -08:00 |
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Robert ShawandRobert Shaw
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0fa8dd24d2
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[Bugfix] Fix Typo from NVFP4 Refactor (#31977)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-08 16:18:50 -08:00 |
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danisereb
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b8112c1d85
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[Bugfix] Fix vllm serve failure with Nemotron Nano V3 FP8 (#31960)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-01-08 16:08:37 +00:00 |
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|
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9f6dcb71ae
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[MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
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2026-01-08 03:46:27 +00:00 |
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Robert Shaw
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5dcd7ef1f2
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[MoE Refactor][15/N] Apply Refactor to Fp8 (#31415)
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2026-01-07 19:42:33 -05:00 |
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Kate ChengandJhao-Ting Chen
|
cc6dafaef2
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[Perf][Kernels] Enable FlashInfer DeepGEMM swapAB on SM90 (for W8A8 Linear Op) (#29213)
Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
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2026-01-07 10:53:54 -05:00 |
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Kevin McKayandClaude Sonnet 4.5
|
4614c5a539
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[Bugfix][Hardware][AMD] Consolidate FP8 min/max values helper function (#31106)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Signed-off-by: Kevin McKay <kevin@example.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
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2026-01-07 06:55:03 +00:00 |
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Li, Jiangandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
|
8becf146bd
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[Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-01-06 19:10:18 +00:00 |
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Robert ShawandRobert Shaw
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af8fd73051
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[MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-06 15:47:04 +00:00 |
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Robert ShawandRobert Shaw
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9152a30d8f
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[MoE Refactor][12/N] Marlin Fp8 MoE Pure Function (#31499)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2025-12-29 13:27:00 -08:00 |
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506eb0f454
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[Bugfix] Remove dead block_quant_to_tensor_quant function (#31294)
Co-authored-by: yurekami <yurekami@users.noreply.github.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
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2025-12-24 17:22:48 +00:00 |
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Kevin McKay
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66c9887440
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[Bugfix][Hardware][AMD] Fix FP8 dtype in silu_mul quantization (#31179)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
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2025-12-24 10:37:11 -05:00 |
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Pavani Majety
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3e10262356
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Revert "[SM100] Enable fp8 compute for prefill MLA (#30746)" (#31197)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-12-22 18:15:33 -08:00 |
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Pavani Majety
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b10f41c894
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[SM100] Enable fp8 compute for prefill MLA (#30746)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-12-22 19:15:57 +00:00 |
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Jinzhen Lin
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7c73ceb581
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[Quantization] add marlin w4a8/w8a8 check (#31061)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
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2025-12-20 21:58:11 +00:00 |
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Jinzhen Linandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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ee52d9901d
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[Quantization] support logical_widths for fp8 marlin (#30962)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2025-12-20 12:02:57 -08:00 |
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Wentao Ye
|
3bd8335bd0
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[Refactor] Refactor for DeepGemmQuantScaleFMT using cache (#30898)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-12-19 13:50:39 -07:00 |
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