[Feature] Support persist data to avoid load data from source repeatedly

[Stefanietry]

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• I searched in the issues and found nothing similar.

Motivation

In the UpdateAction mode, it avoids redundant calculations during the process of computing dataSplits and performing join concatenation by persisting the source data.

Solution

No response

Anything else?

No response

Are you willing to submit a PR?

• I'm willing to submit a PR!