Abacn opened a new pull request, #31895:
URL: https://github.com/apache/beam/pull/31895

   Caught by CleanupGCPResource workflow. There are many stale "bq_read_all_" 
datasets in the test project.
   
   There is a consistent temp dataset leaking for Python SDK's 
ReadAllFromBigQuery. Each run will leave an empty dataset prefixed 
"bq_read_all_"
   
   Cause:
   
   * ReadFromBigQuery sets a default dataset of prefix "bq_read_all_"
   
   
https://github.com/apache/beam/blob/faff55c2882a0083a8cb8d1e2cf3ec9d365f677f/sdks/python/apache_beam/io/gcp/bigquery_read_internal.py#L215
   
   * BigQueryWrapper thinks this is a user configured dataset and won't delete 
it 
   
   
https://github.com/apache/beam/blob/faff55c2882a0083a8cb8d1e2cf3ec9d365f677f/sdks/python/apache_beam/io/gcp/bigquery_tools.py#L895
   
   Solution:
   
   Remove the prefix so BigQueryWrapper will use the default temp_dataset_* 
prefix and will delete it when `clean_up_temporary_dataset` called
   
   However, this will now create each dataset for each element. To reduce the 
overload, move create/delete dataset into setup/teardown so that they are per 
worker basis.
   
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