GitLab

Integrates the block-quantized kernels introduced in
https://github.com/vllm-project/vllm/pull/11868

 for use in linear
layers.
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>

Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>

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

Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>

Signed-off-by: youkaichao <youkaichao@gmail.com>

Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>

[Kernel] optimize moe_align_block_size for cuda graph and large num_experts (e.g. DeepSeek-V3) (#12222)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>

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

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

Signed-off-by: Wallas Santos <wallashss@ibm.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>

Signed-off-by: Lu Fang <lufang@fb.com>

Signed-off-by: wchen61 <wchen61@foxmail.com>

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>

Signed-off-by: mgoin <michael@neuralmagic.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
Co-authored-by: robertgshaw2-neuralmagic <rshaw@neuralmagic.com>

2.修复medusa推理时内存访问越界问题
3.benchmark_moe添加deepseek_v2模型

Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>

Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>

Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>

Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

Signed-off-by: xffxff <1247714429@qq.com>

Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>

Signed-off-by: Sanket Kale <sanketk.kale@fujitsu.com>
Co-authored-by: Sanket Kale <sanketk.kale@fujitsu.com>
Co-authored-by: mgoin <michael@neuralmagic.com>

Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>

Signed-off-by: ElizaWszola <eliza@neuralmagic.com>

Signed-off-by: Manjul Mohan <manjul.mohan@ibm.com>
Signed-off-by: B-201 <Joy25810@foxmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: ismael-dm <ismaeldm99@gmail.com>
Signed-off-by: Andrew Nesbitt <andrewnez@gmail.com>
Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: yan ma <yan.ma@intel.com>
Signed-off-by: Angus Wang <wangjadehao@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: rickyx <rickyx@anyscale.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Mengqing Cao <cmq0113@163.com>
Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
Co-authored-by: Manjul Mohan manjul.mohan@ibm.com <manjulmohan@ltcd97-lp2.aus.stglabs.ibm.com>
Co-authored-by: B-201 <Joy25810@foxmail.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: ismael-dm <ismaeldm99@gmail.com>
Co-authored-by: Andrew Nesbitt <andrewnez@gmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: Yan Ma <yan.ma@intel.com>
Co-authored-by: Angus Wang <wangjadehao@gmail.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Ricky Xu <rickyx@anyscale.com>
Co-authored-by: Kevin H. Luu <kevin@anyscale.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
Co-authored-by: Travis Johnson <tsjohnso@us.ibm.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>