Benchmarks on blob llm kv cache.

[vegetableysm]

Describe your problem

e.g.

1. Performance test
2. Stability test

[github-actions]

/cc @dashanji @vegetableysm, this issus/pr has had no activity for for a long time, could you folks help to review the status ?
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