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[oai serving chat] Add argument `--sampling-defaults` and fix `ChatCompletionRequest` defaults (#11304)

Co-authored-by: Lianmin Zheng <15100009+merrymercy@users.noreply.github.com>
Co-authored-by: Hanming Lu <69857889+hanming-lu@users.noreply.github.com>

Co-authored-by: Hanming Lu <69857889+hanming-lu@users.noreply.github.com>

Signed-off-by: Alex Chi Z <iskyzh@gmail.com>
Co-authored-by: Baizhou Zhang <sobereddiezhang@gmail.com>

Fix LoRA support for multimodal models (VLMs) by implementing a consistent pattern for skipping vision components (#11261)

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Co-authored-by: Sehoon Kim <sehoon@x.ai>

Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>

Co-authored-by: sglang-bot <sglang-bot@users.noreply.github.com>

Co-authored-by: Stefan He <11166516+hebiao064@users.noreply.github.com>
Co-authored-by: Liangsheng Yin <95566987+hnyls2002@users.noreply.github.com>
Co-authored-by: Baizhou Zhang <56809903+fridge003@users.noreply.github.com>
Co-authored-by: DarkSharpness <76582120+darksharpness@users.noreply.github.com>
Co-authored-by: ZhengdQin <46387172+zhengdqin@users.noreply.github.com>
Co-authored-by: DarkSharpness <2040703891@qq.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>
Co-authored-by: Zhengda Qin <zhengdqin@gmail.com>
Co-authored-by: Liangsheng Yin <hnyls2002@gmail.com>
Co-authored-by: HAI <hixiao@gmail.com>
Co-authored-by: Baizhou Zhang <sobereddiezhang@gmail.com>

Co-authored-by: HaiShaw <hixiao@gmail.com>

Co-authored-by: HAI <hixiao@gmail.com>

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Co-authored-by: jzhou-xai <jzhou@x.ai>

Co-authored-by: yhyang201 <yhyang201@gmail.com>

Signed-off-by: Shangming Cai <csmthu@gmail.com>

Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>