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[Core][Model] Use torch.compile to accelerate layernorm in commandr (#3985)

[WIP][Core][Refactor] move vllm/model_executor/parallel_utils into vllm/distributed and vllm/device_communicators (#3950)

Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>

Co-authored-by: roy <jasonailu87@gmail.com>

Co-authored-by: Egor Tolmachev <t333ga@gmail.com>

Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: HaiShaw <hixiao@gmail.com>
Co-authored-by: AdrianAbeyta <Adrian.Abeyta@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: root <root@gt-pla-u18-08.pla.dcgpu>
Co-authored-by: mawong-amd <156021403+mawong-amd@users.noreply.github.com>
Co-authored-by: ttbachyinsda <ttbachyinsda@outlook.com>
Co-authored-by: guofangze <guofangze@kuaishou.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: jacobthebanana <50071502+jacobthebanana@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>

[Core][Test] move local_rank to the last arg with default value to keep api compatible (#3711)

Co-authored-by: willhe <hexin@xverse.cn>
Co-authored-by: root <root@localhost.localdomain>

Co-authored-by: José Maria Pombal <jose.pombal@unbabel.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>

Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>