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Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>

Removing the block manager v1. This is the initial piece of prefix-caching-centric design. In order to achieve prefix-caching-centric design, we need to simplify the code path so that we only use v2 block manager (which has much higher performance on prefix caching).

Signed-off-by: Russell Bryant <rbryant@redhat.com>

Co-authored-by: Brendan Wong <bjwpokemon@gmail.com>

Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>

Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Andrew Feldman <afeld2012@gmail.com>

Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>

[Bugfix] Fix #7592 vllm 0.5.4 enable_chunked_prefill throughput is slightly lower than 0.5.3~0.5.0. (#7874)

Co-authored-by: Alexander Matveev <alexm@neuralmagic.com>

[Core] Fix tracking of model forward time to the span traces in case of PP>1 (#7440)

Signed-off-by: Rui Qiao <ruisearch42@gmail.com>

[Core] Subclass ModelRunner to support cross-attention & encoder sequences (towards eventual encoder/decoder model support) (#4942)
Co-authored-by: Andrew Feldman <afeld2012@gmail.com>
Co-authored-by: Nick Hill <nickhill@us.ibm.com>