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[Spec Decode] Disable Log Prob serialization to CPU for spec decoding for both draft and target models. (#6485)

Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Nick Hill <nickhill@us.ibm.com>

Co-authored-by: caishangming.csm <caishangming.csm@alibaba-inc.com>

[Speculative Decoding] Enabling bonus token in speculative decoding for KV cache based models (#5765)

Co-authored-by: Sirej Dua <sirej.dua@databricks.com>
Co-authored-by: Sirej Dua <Sirej Dua>

 [Speculative Decoding] Support draft model on different tensor-parallel size than target model (#5414)

Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Nick Hill <nickhill@us.ibm.com>
Co-authored-by: Davis Wertheimer <Davis.Wertheimer@ibm.com>

Co-authored-by: Cade Daniel <edacih@gmail.com>
Co-authored-by: Cade Daniel <cade@anyscale.com>

Co-authored-by: Cade Daniel <edacih@gmail.com>

Co-authored-by: Lei Wen <wenlei03@qiyi.com>
Co-authored-by: Cade Daniel <edacih@gmail.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>

Co-authored-by: Lei Wen <wenlei03@qiyi.com>

Co-authored-by: Danny Guinther <dguinther@neuralmagic.com>

Co-authored-by: SangBin Cho <sangcho@sangcho-LT93GQWG9C.local>

[Misc] [Core] Implement RFC "Augment BaseExecutor interfaces to enable hardware-agnostic speculative decoding" (#3837)