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[Bugfix] Fix the issue where tool calling does not work when using fast detokenization with dsv32 (#33964)
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It seems users can be confused about vLLM's performance when running
with very small amounts of CPU cores available. We are missing a clear
overview of what vLLM's process architecture is, so I added this along with
some diagrams in arch_overview.md, and included a section on CPU resource
recommendations in optimization.md
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Signed-off-by: Andreas Karatzas <akaratza@amd.com>