 Lucas WilkinsonandClaude
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57bd0ed441
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[5/N][KV-Cache Layout Refactor] Backend-published KV packing via customize_spec (#51704)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-08-14 09:47:55 -04:00 |
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Tan Pin Siang
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e60f3c4c13
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[Bugfix] Fix MiniMax-M3 compressed-tensors FP8 MoE SwiGLU params (#46845)
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
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2026-08-12 10:52:30 +00:00 |
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Matej SirovatkaandJee Jee Li
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3ac9525507
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[Bugfix][Quantization] Reuse online NVFP4 MoE kernel across reloads (#50074)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-08-12 14:06:53 +08:00 |
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ba1cdcfcf0
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[Model][Quantization] Add Ling-3.0-flash-fp8 support (#51265)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-08-09 23:09:08 -07:00 |
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fxmarty-amd
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3518110f2f
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[Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-07 12:39:46 -07:00 |
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Jinzhen LinandOpenAI Codex
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fcde8e1460
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[Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-08-07 10:03:19 -07:00 |
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Julien Debache
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ae934ba8a5
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feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355)
Signed-off-by: jdebache <jdebache@nvidia.com>
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2026-08-07 05:32:52 -07:00 |
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Yan Ma
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8d9b52f7c2
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[XPU] quick fix online quantization UT break (#51365)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-08-07 10:25:31 +00:00 |
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da788334bc
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Support DeepSeek-V4 AMD Quark NVFP4 with emulation kernel (#47972)
Signed-off-by: Jimmy Adams <Adam_ji@outlook.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: huji <huidong.ji@amd.com>
Signed-off-by: jimmy-adams <41593649+jimmy-adams@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: huji <huidong.ji@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-08-07 01:19:31 -07:00 |
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8170c23c4f
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[Quantization] Share online weight scales across TP (#49764)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-08-06 16:34:33 -07:00 |
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Matej Sirovatka
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9c22668436
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[Quantization] Preserve precision in online NVFP4 expert packing (#50029)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-08-06 02:23:54 -07:00 |
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7c77868cdf
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[Bugfix] Size and iterate w13 by shard count for non-gated MoE (#51125)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Matej Sirovatka <matej.sirovatka@gmail.com>
Co-authored-by: Rishi Puri <riship@nvidia.com>
Co-authored-by: Hsiao-Yuan Chen <littlecircle0730@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-08-05 17:24:47 -07:00 |
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Netanel Haber
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482c613423
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[Bugfix][Humming] Preserve ModelOpt FP8 weight dimensions (#51093)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
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2026-08-05 14:08:55 -07:00 |
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Wentao Ye
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613411a90c
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[CI Bug] Fix Chunked prefill is required for mamba cache mode 'align'. (#51177)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-05 11:33:45 -07:00 |
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wangxiyuan
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dd11df04f3
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[Misc] Remove deprecated calculate_kv_scales runtime KV scale calculation (#49389)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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2026-08-03 11:15:13 -04:00 |
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Qiming Zhang
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2755489a26
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[INC] fix w4a4 model (#50807)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
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2026-08-03 14:28:58 +08:00 |
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454ea5b526
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[MoE Refactor] Combine CompressedTensorsWNA16MarlinMoEMethod with CompressedTensorsWNA16MoEMethod (#44570)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com>
Signed-off-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Agata Dobrzyniewicz <160237065+adobrzyn@users.noreply.github.com>
Co-authored-by: Tushar Jain <8455015+tushar00jain@users.noreply.github.com>
Co-authored-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
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2026-07-31 14:13:03 -07:00 |
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Soila KavulyaandClaude
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aef85aed5d
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[Bugfix][TurboQuant] Add KV quant mode for turboquant (#50533)
Signed-off-by: Soila Kavulya <soila.p.kavulya@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-07-31 17:42:32 +00:00 |
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bnellnmandHarry Mellor
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6e311c6e20
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[MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-07-31 11:28:18 +01:00 |
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Netanel HaberandOpenAI Codex
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70bd10930b
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[Quantization] Honor --linear-backend for ModelOpt W4A16 (#50273)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-30 13:19:56 -07:00 |
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lkkandKunshang Ji
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e5f48dfda2
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[Quantization][Autoround][XPU] Add W4A16(moe) / MXFP4(linear/moe) Support (#47124)
Signed-off-by: lkk12014402 <kaokao.lv@intel.com>
Signed-off-by: lkk <33276950+lkk12014402@users.noreply.github.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-30 09:52:13 +08:00 |
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30c2718eaa
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[CompressedTensors] FP4 Qutlass Integration (#43229)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
Signed-off-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Brian Dellabetta <bdellabe@redhat.com>
Co-authored-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Dipika Sikka <dipikasikka1@gmail.com>
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2026-07-28 20:34:20 -06:00 |
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Xin HeandKunshang Ji
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948107acf7
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[Bugfix] Enhance extra_config handling for layer name suffix matching (#48589)
Signed-off-by: Xin He <xin3.he@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-28 20:37:55 +08:00 |
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33fe71a4d3
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[AMD] Revert Mxfp4MoeBackend.TRITON_UNFUSED fallback (#46491)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 22:31:23 -05:00 |
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fxmarty-amdandAndreas Karatzas
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7aea73d83d
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[ROCm][Quark][6/N] Use MXFP4 linear kernel abstraction for aiter backend (#49348)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 21:35:57 -05:00 |
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Yan Ma
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73af7a362a
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[XPU] Add online fp8 quantization test (#44513)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-07-28 10:34:33 +08:00 |
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fxmarty-amd
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53f6dd5c6f
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[CI][ROCm] Fix test_ocp_mx_wikitext_correctness reference value (#49690)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-07-27 21:47:07 +00:00 |
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1053e248f0
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[ROCm][Quantization][5/N] Refactor quark_moe w8a8-int8 w/ oracle (#46765)
Signed-off-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 16:01:34 -05:00 |
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bc3629b1c4
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[ROCm][CI] Skip three torchao tests of gfx950 until torchao==0.18 is released (#49732)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-07-27 09:36:38 +00:00 |
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5d07e268b1
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[Quantization][INC]Add MXFP8 Linear Support (#47514)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Yi Liu <yi4.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-27 14:26:31 +08:00 |
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Harry MellorandAndreas Karatzas
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ca0defa343
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Make bare hugging_face imports forbidden (#49726)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-25 04:18:39 -07:00 |
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Harry Mellor
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84d26b9ee3
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[Model] Remove Plamo2 (#49729)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-07-24 13:54:24 -07:00 |
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80c9d5d5e0
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[ROCm][Quantization] Add Quark W4A8 (INT4-FP8) MoE CI coverage (#48050)
Signed-off-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-23 21:56:40 -05:00 |
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Matej Sirovatka
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b07ec92faa
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[Bugfix] Make shared NVFP4 MoE scales writable (#49489)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-07-22 19:17:53 -07:00 |
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ec59c1579f
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[MoE Refactor] Migrate MoeWNA16Method quantization method over to using the new MK oracle scheme. (#44120)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-21 19:20:30 -07:00 |
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Simon Mo
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72d16aee15
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[CI] Exercise FA3 FP8 attention on SM90 (#49231)
Signed-off-by: Simon Mo <simon@inferact.ai>
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2026-07-21 10:26:55 +08:00 |
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wangqianandOpenAI Codex
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0a5069e4e3
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[Bugfix][Gemma4] Fix ModelOpt mixed-precision MoE config mapping (#48563)
Signed-off-by: wangqian <601731555@qq.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-20 06:39:28 -07:00 |
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1dcbbd9cac
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[CI] Move compatible 1xL4 jobs to H200 35GB MIG (#43024)
Signed-off-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-19 19:21:25 -07:00 |
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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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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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6e073440b1
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[ROCm][CI] Remove mxfp4 test skips after amd-quark 0.12 release (#47330)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-15 01:25:05 +00:00 |
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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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Jason Li
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d99adcebdc
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[BugFix] Fix ModelOpt quantization inference for fused siblings (#47445)
Signed-off-by: jasonlizhengjian <jasonlizhengjian@gmail.com>
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2026-07-08 03:19:42 +05:00 |
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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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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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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>
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2026-06-29 09:29:39 -07:00 |
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HDCharles
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379acd4e4f
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[Bugfix][Quantization] Fix W8A8 int-quantized scheme selection regression (#46860)
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
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2026-06-29 15:55:42 +00:00 |
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Yuwen Zhou
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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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