⚡️ Speed up method `SyncCursorPage.next_page_info` by 933% by codeflash-ai[bot] · Pull Request #44 · codeflash-ai/openai-python
The optimized code achieves a **933% speedup** by eliminating an expensive `isinstance` check and unnecessary type casting. **Key optimizations:** 1. **Removed `cast(Any, data[-1])`**: The original code unnecessarily cast the last item to `Any`, which adds runtime overhead without providing any functional benefit since we only need to check for the `id` attribute. 2. **Replaced `isinstance(item, CursorPageItem)` with `hasattr(item, "id")`**: The `isinstance` check was the primary bottleneck (90% of execution time in the profiler). Using `hasattr` leverages Python's duck typing approach - we only care if the object has an `id` attribute, not its exact type. This is much faster than class hierarchy checking. 3. **Used `getattr(item, "id", None)` for safe attribute access**: This provides the same null-checking behavior as `item.id is None` but works safely with any object type. **Performance impact by test case type:** - **Empty data cases**: Modest 42% improvement due to reduced import overhead - **Valid cursor items**: 600-650% speedup - benefits from both optimizations - **Invalid/edge cases**: 1400-2800% speedup - these benefit most since they previously triggered the expensive `isinstance` check that always failed - **Large lists**: Similar relative improvements (600-1800%) since the optimization only affects the last item check The optimization maintains identical behavior while being much more efficient for Python's dynamic typing model.