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[Python]Enable state cache to 100 MB (#28781)
* change state_cache_mb to 100 MB as default * Address comments * Reword help of pipeline option * Reword help of pipeline option * Fix doc string * reword docstring * Set default in the pipeline options * Reword documentation * Add warning * Address comments * Update CHANGES.md
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