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[Feature]: make transaction execution thread-safe #19613

@yihuang

Description

@yihuang

Summary

When experimenting with parallel transaction execution, I noticed several race conditions in current transaction execution flow.

Problem Definition

there are a few race conditions when trying to execute transactions in parallel.

Proposed Feature

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