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97a668152b
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[RL Infra][FlashInfer] Enable router replay output from FlashInfer monolithic MoE kernel (#44214)
Signed-off-by: Xuanyu Zhang <xuanyu.zhang@mistral.ai>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-20 16:45:10 -07:00 |
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xuebwang-amd
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f12b80c6ef
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[ROCm][Bugfix] Fix GPT-OSS Quark MXFP4 MoE loading - emulation buffer not block-aligned (#43979)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
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2026-07-18 03:49:41 +00:00 |
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Jack HuandDouglas Lehr
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2cab53ddee
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[Model][Hardware][AMD]: Part 1/2 -> Enable e2e QK Norm + RoPE + KV Cache runtime fusion for Qwen3-30B-A3B on ROCM_AITER_FA, and ROCM_AITER_UNIFIED_ATTN (#42749)
Signed-off-by: Jack Hu <Jack.Hu@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-07-16 17:39:04 -05:00 |
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Michael Goin
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c95c663049
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[Quant] Add nvfp4_per_token online MoE quantization (#48538)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-16 14:25:27 -07:00 |
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HDCharles
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ab3c1aedf3
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[Bugfix] Fix activation quantization dispatch for WNA4Int/WNA8Int (#48785)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
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2026-07-16 17:13:02 -04:00 |
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xiao-llmandAndreas Karatzas
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02bf9c7907
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Fix Quark mxfp4 quantized model loading issue under mtp (#46757)
Signed-off-by: Xiao Yu <xiao.yu.dc@outlook.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-16 14:58:47 -04:00 |
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music-dino
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7d56fe2adc
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[ROCm][CI] Avoid HIP init at config time via lazy aiter import in Quark OCP-MX (#48015)
Signed-off-by: Dino Music <Dino.Music@amd.com>
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2026-07-16 16:47:08 +00:00 |
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Zhongdongming Dai
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75bdad40b5
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[Bug][Quantization] Fix humming is_layer_skipped for compressed-tensors "re:" ignore entries (#48507)
Signed-off-by: Zhongdongming Dai <zhongdongmin@nvidia.com>
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2026-07-16 07:47:42 -07:00 |
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qli88
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5de1add806
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[feature]Add int4 quantization support for emulation moe backend (#48451)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
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2026-07-16 02:00:12 +00:00 |
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Mike G
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2bd8957627
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[Bugfix][NVFP4 MoE] Pad gated intermediate to 64 for FlashInfer TRT-LLM shuffle (M%128) (#46880)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
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2026-07-15 17:37:15 -04:00 |
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HDCharles
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9b2be4e9a5
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[Quant] Enable humming w[2-7]a[4,8] inference with compressed-tensors (#46390)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
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2026-07-14 20:22:31 -06:00 |
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ca3618bc69
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[Doc] Sync four function docstrings with their signatures (#45437)
Signed-off-by: Daoyuan Li <94409450+DaoyuanLi2816@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-14 13:10:13 -04:00 |
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Zhenzhong XuandKunshang Ji
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0b0ef8d7eb
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[Quantization][INC][ARK] Support INT2 XPU WOQ Linear (#47521)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-14 08:29:45 +08:00 |
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Jimmy Lee
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092387963c
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[BugFix] weights processing peak memory reduction for nvfp4 MoE layers (#46276)
Signed-off-by: Jimmy Lee <hirejimmylee@gmail.com>
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2026-07-11 02:05:35 +00:00 |
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Joe Rowellandmgoin
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1bf3997eae
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[Quantization] Bound peak memory when repacking FP4 MoE weights for Marlin (#47851)
Signed-off-by: Joe Rowell <joerowell4@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-10 19:46:13 -06:00 |
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rasmith
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934eeaecfb
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[CI/Build][BugFix][The Rock] Fix get_ssm_device_name to return sanitized, usable filename (#47781)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
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2026-07-08 12:12:54 +00:00 |
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yzong-rh
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7d2ce5750e
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[Bugfix] Patch Hopper MXFP4 OOB scales reads leading to NaN (#47910)
Signed-off-by: Yifan Zong <yzong@redhat.com>
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2026-07-07 22:51:22 +00:00 |
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danielafrimi
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0a2965b1b3
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[BugFix] Fix ModelOpt mixed-precision quantization for sparse quantized_layers configs. (#47318)
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Signed-off-by: <dafrimi@nvidia.com>
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2026-07-07 11:45:13 +00:00 |
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Micah WilliamsonandAndreas Karatzas
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dd5c299fbe
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[ROCm][Bugfix] Convert ModelOpt FP8 per-channel weights to e4m3fnuz on MI300/MI325 (#47201)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-06 23:24:58 -07:00 |
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Jinzhen Linandmgoin
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d891b9bd51
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[Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-06 13:36:07 -07:00 |
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Wentao Ye
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b1c6dba558
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[Refactor] Remove multiple dead code (#47329)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-06 07:54:08 -07:00 |
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Zhenzhong Xuandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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d9c1767cd4
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[INC][ARK] Direct Register Custom Op for ARK (#46361)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-06 13:45:50 +08:00 |
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Fadi Arafeh
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f1073c050c
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[CPU][BugFix] Multiple fixes to w4a8_int8 CPU MoE path (#46739)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
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2026-07-06 05:39:20 +00:00 |
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Chaojun ZhangandCopilot
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1a308c449c
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[XPU] Add W8A8 FP8 linear kernel with multi-granularity quant support (#43645)
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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2026-07-04 18:10:01 +08:00 |
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576bf75d0e
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[AMD][EPLB] Enable EPLB for Quark OCP MXFP4 MoE (#47220)
Signed-off-by: okorzh-amd <okorzh-amd@users.noreply.github.com>
Co-authored-by: okorzh-amd <okorzh-amd@users.noreply.github.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-03 14:41:52 -05:00 |
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Yongye ZhuandClaude Opus 4.8
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fa248139a0
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[MoE] Plumb gemm1_alpha/beta/clamp_limit into TRT-LLM FP8 MoE (#45723)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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2026-07-01 14:34:05 -07:00 |
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Yongye Zhu
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d3229431f9
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[DSV4] Better MXFP8 quantization kernel (#47229)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-07-01 14:33:51 -07:00 |
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Joe RowellandRobert Shaw
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c8d2f3cb14
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[Bugfix] compressed-tensors: allow int8 grouped WNA16 MoE on Marlin (#47154)
Signed-off-by: Joe Rowell <joerowell4@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-06-30 12:50:46 -07:00 |
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Arsalan Shakil
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00ebf19cca
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[Bugfix][Quant] Raise actionable error instead of bare assert for group-size/TP mismatch (#46230) (#46236)
Signed-off-by: Arsalan Shakil <shakil.arsalan@yahoo.com>
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2026-06-30 14:57:14 +00:00 |
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Jason LiandXin Li
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debec6440b
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Add MiniMax-M3 modelopt nvfp4 support (#46756)
Signed-off-by: Xin Li <xinli@nvidia.com>
Signed-off-by: jasonlizhengjian <jasonlizhengjian@gmail.com>
Co-authored-by: Xin Li <xinli@nvidia.com>
|
2026-06-29 09:29:39 -07:00 |
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HDCharles
|
379acd4e4f
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[Bugfix][Quantization] Fix W8A8 int-quantized scheme selection regression (#46860)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
|
2026-06-29 15:55:42 +00:00 |
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bnellnmandRobert Shaw
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bc8481af09
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[MoE Refactor] Standardize Humming MoE experts + utilities (#43373)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
|
2026-06-29 06:19:29 -07:00 |
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Harry Mellor
|
5051698e41
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Remove unnecessary load_weights methods (#44589)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-06-29 01:52:23 -07:00 |
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Yuwen Zhou
|
58d6a6e60a
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[CPU] Support cpu compressed-tensor w8a8 int8 moe (#42920)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Signed-off-by: Yuwen Zhou <yuwen.zhou@intel.com>
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2026-06-29 03:04:05 +00:00 |
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jj shaoandshaojinjie.sjj
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ea2ead1db3
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[Misc] Fix incorrect layer type annotation in Fp8LinearMethod (#46818)
Signed-off-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
Co-authored-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
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2026-06-27 20:23:59 +00:00 |
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fxmarty-amd
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552a9dbe59
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[NVFP4][Emulation] Fuse NVFP4 weight dequantization with compute in triton kernel for w13/w2 MOE MLP linears (#44667)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-06-25 19:33:00 -07:00 |
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Mike GandMichael Goin
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ad28d605e6
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[Bugfix] Default tie_weights to sharing the weight (fix tied quantized embeddings, e.g. ModelOpt Gemma4) (#45544)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-06-25 17:46:28 -07:00 |
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HDCharlesandClaude Opus 4.6
|
56ca5997ea
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Humming support for 2/3/5/6/7-bit pack-quantized weight-only inference (#46389)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
|
2026-06-24 13:53:54 -04:00 |
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Woosuk Kwon
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96de8bb389
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[MoE] Free unused MXFP4 scales in OAI Triton Backend (#46549)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-06-24 00:06:41 -07:00 |
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Yan Ma
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acce57d8dd
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Deprecate old FP8 online MoE quantization class (#44514)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-06-23 11:53:38 -07:00 |
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Michael GoinandClaude
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37a682d392
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[Kernel] Extend Marlin thread-tile padding to MoE (WNA16 + FP8/MXFP8) (#45703)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-06-23 11:45:10 -07:00 |
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fxmarty-amd
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e368415daa
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[AMD][OCP MX][CI] Fix tests to not dispatch on UNFUSED_TRITON backend on MI300, improve w_mxfp4_a_fp8 emulation support (#46142)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-06-23 14:25:27 -04:00 |
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Willow Lopez
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f3410b3bb1
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fix(moe_wna16): access tp_size via moe_config for RoutedExperts compatibility (#45404)
Signed-off-by: Oxygen <1391083091@qq.com>
Signed-off-by: Willow Lopez <100782273+Oxygen56@users.noreply.github.com>
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2026-06-23 11:46:23 -04:00 |
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Yan Ma
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547d2c40d7
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Add weights padding for fp8 per-block online quantization (#44763)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-06-23 11:08:17 -04:00 |
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Mike G
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56e5797511
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[Quant] Enable modelopt_mixed on Turing (SM75) (#45375)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
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2026-06-22 19:30:49 -07:00 |
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Michael GoinandClaude Opus 4.8
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8207ce0850
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[Bugfix] Fix humming lm_head crash and FusedMoE weight_shape coercion (#46420)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
|
2026-06-22 18:19:29 -07:00 |
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Bowen BaoandAndreas Karatzas
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c97e8f99d6
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[ROCm][Quantization][4/N] refactor quark_moe fp8 w/ oracle (#43721)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-06-22 15:58:03 -07:00 |
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ZewenShen-Cohereandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
|
ca5b24695b
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Fix static actorder handling for compressed-tensors WNA16 MoE (#41161)
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-22 15:46:46 -07:00 |
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44d95069e9
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Enable DeepSeek V4 and GLM-5.1 on SM120 (#43477)
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-06-22 11:54:14 -07:00 |
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Jinzhen Linandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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e4b3da3feb
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[Quantization][CI] add humming lm-eval test (#43752)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-22 11:23:55 -07:00 |
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