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⚡ [performance] Optimize task and step fetching to eliminate N+1 queries#614

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perf-optimize-task-fetching-17682937582860378622
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⚡ [performance] Optimize task and step fetching to eliminate N+1 queries#614
safal207 wants to merge 1 commit into
mainfrom
perf-optimize-task-fetching-17682937582860378622

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@safal207

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💡 What:

  • Refactored TaskManager.get_status to use a LEFT JOIN between tasks and steps tables, reducing the number of queries from 2 to 1 for a single task lookup.
  • Added an optional include_steps parameter to TaskManager.list_tasks. When enabled, it fetches all steps for all tasks in a single additional query using a WHERE task_id IN (...) clause, rather than requiring N additional queries if steps were fetched per task.
  • Implemented efficient dictionary-based grouping for batch results.

🎯 Why:
Fetching task steps inside a loop (or in multiple separate calls) created an N+1 query pattern, which leads to significant database overhead as the number of tasks grows. These optimizations ensure constant-time query complexity relative to the number of tasks for these common operations.

📊 Measured Improvement:

  • Baseline (N+1): 0.0317 seconds for 50 tasks (2N+1 queries).
  • Optimized (Batch): 0.0049 seconds for 50 tasks (2 queries total).
  • Result: ~5x speedup for task list fetching with steps.

Correctness was verified by comparing the output of the N+1 pattern against the optimized batch pattern, ensuring identical data structures.


PR created automatically by Jules for task 17682937582860378622 started by @safal207

Refactored TaskManager.get_status to use a LEFT JOIN, reducing queries from 2 to 1.
Enhanced TaskManager.list_tasks with an include_steps parameter that uses batch fetching (IN clause), reducing queries from 1+N to 2 for task lists.
Measured ~5x speedup for 50 tasks in benchmark.

Co-authored-by: safal207 <55020240+safal207@users.noreply.github.com>
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