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Signed-off-by: whx-sjtu <2952154980@qq.com>

Signed-off-by: linhaifeng <1371675203@qq.com>

Signed-off-by: yisheng <yi.sheng@intel.com>

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

This PR completes the removal of the deprecated vllm:time_per_output_token_seconds
metric that was deprecated in v0.11, hidden in v0.12, scheduled for removal in v0.13,
but delayed until v0.15.
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Haiku 4.5 <noreply@anthropic.com>

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

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>

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

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

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

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

Signed-off-by: Jackmin801 <ongjackm@gmail.com>
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Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>

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

[Attention][MLA] Make FLASHINFER_MLA the default MLA backend on Blackwell, and TRTLLM the default prefill (#32615)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

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

Signed-off-by: Tomas Ruiz <tomas.ruiz.te@gmail.com>

Signed-off-by: lon <114724657+longregen@users.noreply.github.com>
Signed-off-by: Russell Bryant <russell.bryant@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Russell Bryant <russell.bryant@gmail.com>

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>

Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>

[BUGFIX] Fix `test_mla_backends.py`. Scale MLA projection weights to prevent numerical instability  (#32529)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>

Signed-off-by: Qiang Li <qiang.li2@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>

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Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>

Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>

Add a new metric to track the number of requests that had their KV blocks
expire. The scenario is particularly important to surface and track as it is a
vital indicator of the health of the deployment.

Currently we're resorting to track these failures through unstructured log
parsing (which is, among other thing, error string dependent); current main:

> Releasing expired KV blocks for request cmpl-071d which were retrieved by 0 decode worker(s) within 0 seconds.
Signed-off-by: NickLucche <nlucches@redhat.com>

Signed-off-by: Daniel Mescheder <dmesch@amazon.com>
Co-authored-by: Daniel Mescheder <dmesch@amazon.com>

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Signed-off-by: Andreas Karatzas <akaratza@amd.com>

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Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>

Signed-off-by: HyunKyun Moon <mhg5303@gmail.com>
Signed-off-by: Hyunkyun Moon <mhg5303@gmail.com>
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Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>

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

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