⚡️ Speed up method PowerpackApi.list_powerpacks_with_pagination by 10%#7
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The optimized code achieves a **9% speedup** through three key performance improvements:
**1. Eliminated Redundant Function Calls**
In `list_powerpacks_with_pagination()`, the original code called `get_attribute_from_path(kwargs, "page_limit", 25)` which performed string splitting and dictionary traversal. The optimized version uses `kwargs.get("page_limit", 25)` - a direct dictionary lookup that's significantly faster.
**2. Avoided Unnecessary Path Operations**
The original code always called `set_attribute_from_path()` to set the page limit, even when it was already correct. The optimized version adds a conditional check to only call this expensive function when needed, reducing overhead in common cases.
**3. Streamlined Path Processing Functions**
- `get_attribute_from_path()`: Split the path once and handle all elements in a single try-catch block, eliminating repeated string operations
- `set_attribute_from_path()`: Simplified object creation logic and removed redundant variable assignments
**Performance Impact by Test Case:**
- Basic pagination scenarios see the most benefit as they typically use default values, avoiding the expensive path operations entirely
- Large-scale pagination maintains good performance due to reduced per-call overhead
- Error cases maintain identical behavior while being slightly faster
The line profiler shows the most significant improvement in the `list_powerpacks_with_pagination` function, where the expensive `get_attribute_from_path` call (70µs) was replaced with a simple dictionary lookup (2.7µs), directly contributing to the overall 9% speedup.
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📄 10% (0.10x) speedup for
PowerpackApi.list_powerpacks_with_paginationinsrc/datadog_api_client/v2/api/powerpack_api.py⏱️ Runtime :
91.8 microseconds→83.7 microseconds(best of30runs)📝 Explanation and details
The optimized code achieves a 9% speedup through three key performance improvements:
1. Eliminated Redundant Function Calls
In
list_powerpacks_with_pagination(), the original code calledget_attribute_from_path(kwargs, "page_limit", 25)which performed string splitting and dictionary traversal. The optimized version useskwargs.get("page_limit", 25)- a direct dictionary lookup that's significantly faster.2. Avoided Unnecessary Path Operations
The original code always called
set_attribute_from_path()to set the page limit, even when it was already correct. The optimized version adds a conditional check to only call this expensive function when needed, reducing overhead in common cases.3. Streamlined Path Processing Functions
get_attribute_from_path(): Split the path once and handle all elements in a single try-catch block, eliminating repeated string operationsset_attribute_from_path(): Simplified object creation logic and removed redundant variable assignmentsPerformance Impact by Test Case:
The line profiler shows the most significant improvement in the
list_powerpacks_with_paginationfunction, where the expensiveget_attribute_from_pathcall (70µs) was replaced with a simple dictionary lookup (2.7µs), directly contributing to the overall 9% speedup.✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
🔎 Concolic Coverage Tests and Runtime
To edit these changes
git checkout codeflash/optimize-PowerpackApi.list_powerpacks_with_pagination-mgbjs60land push.