cherry pick fix retry scenario for query to table materialization (#36912)

[stankiewicz]

• fix retry scenario for query to table materialization

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[gemini-code-assist]

Summary of Changes

Hello @stankiewicz, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request enhances the robustness of BigQuery query-to-table materialization within Apache Beam. It addresses a potential issue where retries could lead to incorrect states due to leftover temporary tables. By adding a mechanism to explicitly remove these temporary tables before each materialization attempt, the change ensures a clean and consistent execution environment, thereby improving the reliability of data processing pipelines.

Highlights

• Retry Scenario Fix: Implemented a fix for retry scenarios during BigQuery query-to-table materialization to ensure correctness by proactively removing any temporary tables that might have been left from previous failed attempts.
• Temporary Table Cleanup: Introduced a new method removeDestinationIfExists in BigQueryStorageQuerySource to identify and delete temporary BigQuery tables.
• Integration with BigQueryIO: Integrated the temporary table cleanup logic into BigQueryIO's query processing, ensuring that the cleanup occurs before attempting to get the target table.

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[damccorm]

Thanks!