PERF: Optimize BlockManager metadata operations and dtype inference#65035

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loryzeta33 wants to merge 3 commits intopandas-dev:mainfrom

loryzeta33:perf/optimize-consolidate-check

Commits on Apr 2, 2026

PERF: Optimize BlockManager metadata operations and dtype inference
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DOC: Add performance report and benchmark script for BlockManager optimizations
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Commits on Apr 3, 2026

Cleanup: Remove documentation and benchmark scripts as requested by maintainers
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