guangstick opened a new pull request #12968:
URL: https://github.com/apache/beam/pull/12968


   In WriteTables and WriteRename, the `createDisposition` is set to 
`CREATE_NEVER` when the pane index is great than 0. 
   
https://github.com/apache/beam/blob/ecedd3e654352f1b51ab2caae0fd4665403bd0eb/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/WriteTables.java#L205-L210
   
https://github.com/apache/beam/blob/ecedd3e654352f1b51ab2caae0fd4665403bd0eb/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/WriteRename.java#L145-L148
   Before actually triggering BQ load, BatchLoads groups all temporary files by 
a singleton key.
   
https://github.com/apache/beam/blob/ecedd3e654352f1b51ab2caae0fd4665403bd0eb/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/BatchLoads.java#L308-L313
   
   This can be problematic when using 
[DynamicDestinations](https://github.com/apache/beam/blob/ecedd3e654352f1b51ab2caae0fd4665403bd0eb/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigquery/DynamicDestinations.java)
 in a streaming pipeline with triggers. Sometimes users would like to create 
tables in the middle of the pipeline based on the data or time. Because of the 
`GroupOntoSingleton`, different BQ destinations are grouped under the same key 
(always `Void`), therefore the pane index is always incremental and new tables 
won't be created even though users have specified `CreateDisposition = 
CREATE_IF_NEEDED`
   
   Proposed Solution: Instead of grouping into a singleton, grouping by 
Bigquery destinations. 
   
   ------------------------
   
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