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[Kernel] Add GPTQv2 format support for low-bit or asymmetric quantization, by adapting gptq_gemm (#26092)

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[ROCm][Bugfix][Model] Fix illegal memory access when running qwen3_moe models with  rms_norm (Qwen3-235B-A22B,  Qwen3-30B-A3B, etc.) (#26192)
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Co-authored-by: Pavani Majety <pmajety@nvidia.com>
Co-authored-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
Co-authored-by: David Ben-David <sdavidbd@gmail.com>
Co-authored-by: David Ben-David <davidb@pliops.com>
Co-authored-by: Andrew Xia <axia@mit.edu>
Co-authored-by: Andrew Xia <axia@fb.com>
Co-authored-by: Salvatore Cena <cena@cenas.it>
Co-authored-by: Param <psch@cs.unc.edu>
Co-authored-by: Zhewen Li <zhewenli@meta.com>
Co-authored-by: nadathurv <work.vnadathur@gmail.com>
Co-authored-by: Srreyansh Sethi <107075589+WorldExplored@users.noreply.github.com>
Co-authored-by: Wenlong Wang <wangwenlong2755@gmail.com>
Co-authored-by: billishyahao <bill.he@amd.com>
Co-authored-by: Nathan Scott <natoscott@users.noreply.github.com>
Co-authored-by: Kenichi Maehashi <939877+kmaehashi@users.noreply.github.com>
Co-authored-by: Johnny <johnnync13@gmail.com>
Co-authored-by: Aidyn-A <31858918+Aidyn-A@users.noreply.github.com>
Co-authored-by: Huamin Li <3ericli@gmail.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Hosang <156028780+hyoon1@users.noreply.github.com>
Co-authored-by: Jerry Zhang <jerryzh168@gmail.com>
Co-authored-by: pwschuurman <psch@google.com>
Co-authored-by: Huy Do <huydhn@gmail.com>
Co-authored-by: leo-pony <nengjunma@outlook.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: Andrew Xia <axia@meta.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: ahao-anyscale <ahao@anyscale.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Liu-congo <1502632128@qq.com>
Co-authored-by: HUIJONG JEONG <64083281+huijjj@users.noreply.github.com>
Co-authored-by: Yannick Schnider <Yannick.Schnider1@ibm.com>
Co-authored-by: kyt <eluban4532@gmail.com>
Co-authored-by: Egor <e.a.krivov@gmail.com>
Co-authored-by: Yang Liu <127183760+KKSK-DON@users.noreply.github.com>
Co-authored-by: Paul Pak <52512091+paulpak58@users.noreply.github.com>
Co-authored-by: whx <56632993+whx-sjtu@users.noreply.github.com>
Co-authored-by: Xiang Si <sixiang@google.com>
Co-authored-by: Aleksandr Samarin <samarin_ad@mail.ru>
Co-authored-by: Jun Jiang <jasl9187@hotmail.com>
Co-authored-by: Chendi.Xue <chendi.xue@intel.com>
Co-authored-by: Nikhil G <nrghosh@users.noreply.github.com>

Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Simon Mo <simon.mo@hey.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

[cpu][perf] Accelerate unquantized-linear for AArch64 through oneDNN/ACL and weight prepack (#25948)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>

Signed-off-by: Jun Jiang <jasl9187@hotmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>

Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Liu-congo <1502632128@qq.com>

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>

Signed-off-by: mgoin <mgoin64@gmail.com>

Signed-off-by: Hosang Yoon <hosang.yoon@amd.com>

Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>

Signed-off-by: Johnny <johnnynuca14@gmail.com>
Signed-off-by: johnnynunez <johnnynuca14@gmail.com>
Signed-off-by: Johnny <johnnync13@gmail.com>
Signed-off-by: Salvatore Cena <cena@cenas.it>
Co-authored-by: Aidyn-A <31858918+Aidyn-A@users.noreply.github.com>
Co-authored-by: Salvatore Cena <cena@cenas.it>