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[Perf][Deepseek] optimize gather_and_maybe_dequant_cache kernel's perf for extremely long sequence (#28029)
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Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
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Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>

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Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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Co-authored-by: Xiaozhu Meng <mxz297@gmail.com>
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Signed-off-by: hongchao <hongchao@msh.team>
Signed-off-by: youkaichao <youkaichao@gmail.com>
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Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>

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

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Co-authored-by: HaiShaw <hixiao@gmail.com>
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Co-authored-by: jacobthebanana <50071502+jacobthebanana@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

Co-authored-by: zhaoyang <zhao.yang16@zte.com.cn>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>