Add python side input pattern
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Summary of Changes
Hello @Arunodoy18, I'm Gemini Code Assist[^1]! 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 Apache Beam's capabilities across both its Python and Java SDKs. It provides a valuable new Python example for managing dynamic side inputs that update periodically, which is crucial for scenarios requiring fresh reference data. Concurrently, it refines the BigQueryIO connector in Java by improving the configuration and validation for streaming writes, particularly with the STORAGE_API_AT_LEAST_ONCE method, and by explicitly supporting Change Data Capture (CDC) operations. Additionally, new file system utilities are introduced to better handle special characters in file paths. These changes collectively improve the flexibility, robustness, and ease of use for developers building data pipelines with Apache Beam.
Highlights
- New Python Side Input Pattern: Introduced a new Python example (
side_input_slow_update_global_window) demonstrating how to implement a periodically updating side input usingPeriodicSequenceand global windows in Apache Beam. This pattern is useful for scenarios where side input data needs to be refreshed dynamically. - BigQueryIO Write Method Enhancements: Extended validation and configuration for BigQueryIO's
STORAGE_API_AT_LEAST_ONCEwrite method, ensuring proper handling oftriggeringFrequencyfor unbounded PCollections and removing a redundant warning. - BigQueryIO CDC Support: Enabled Change Data Capture (CDC) functionality for BigQueryIO's
STORAGE_WRITE_APIby passing theusesCdcflag, and added a test to preventIllegalStateExceptionwhen using CDC with this write method. - Glob Wildcard Utilities: Added
escapeGlobWildcardsandunescapeGlobWildcardsutility methods to the JavaFileSystemsclass for robust handling of file paths containing glob characters, ensuring they can be treated as literals.
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I have done some changes in this issues. Please review this and let me know any changes is needed. Thank you mate.
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Reminder, please take a look at this pr: @damccorm @Abacn @Abacn
Assigning new set of reviewers because Pr has gone too long without review. If you would like to opt out of this review, comment assign to next reviewer:
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