kevinhongzl opened a new pull request, #62294:
URL: https://github.com/apache/airflow/pull/62294

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   closes: #62027
   
   ### Why this change
   This pull request aims to enhance the performance of the 
`get_task_instances` endpoint, which can be slow with many task records.
   
   ### Proposed solutions
   1. Simplify the query
      - Reduce the number of JOIN clauses
      - Include only columns in TaskInstanceResponse to speed up JOINs
      - Use `selectinload` instead of `joinedload` to avoid record duplication
   2. Defer joins
      - Paginate data before applying joins
      - Skip filters that don't affect the query
   
   ### Benchmark results
   Below are the average times for `get_task_instance` across 5 runs:
   
   | Tests | original | method 1 | method 1 + 2 |
   |---|---|---|---|
   | PostgreSQL (~24 million rows) | 53.2s | 43.2s (-18.8%) | 21.8s (-59.0%) |
   | MySQL (~2 million rows) | 37.0s | 16.8s (-54.6%) | 6.8s (-81.6%) |
   
   ### Additional notes
   My optimization is based on the default sorting order:
   ```sql
   ORDER BY task_instance.start_date DESC, dag_run.run_after DESC, 
task_instance.id DESC
   ```
   Since these columns come from different tables, adding indexes provided only 
marginal benefits. I've tried using indexes, but `using temporary` and `using 
filesort` still occurred during MySQL tests, and the improvement was 
insignificant.
   
   
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