⚡️ Speed up method GraphicsContextPdf.pop by 19%
#232
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📄 19% (0.19x) speedup for
GraphicsContextPdf.popinlib/matplotlib/backends/backend_pdf.py⏱️ Runtime :
409 microseconds→344 microseconds(best of54runs)📝 Explanation and details
The optimized version achieves a 19% speedup by eliminating the expensive
super().copy_properties(other)call and replacing it with direct attribute assignments.Key optimization: Instead of calling the parent class method which involves method resolution overhead, the optimized code directly copies all 18 base class properties through simple attribute assignments (
self._alpha = other._alpha, etc.). The line profiler shows thesuper().copy_properties(other)call consumed 71.3% of the original function's time (1.43ms out of 2.00ms).Why this works: Python method calls, especially
super()calls, have significant overhead due to method resolution protocol (MRP) lookup. Direct attribute access bypasses this entirely - each assignment is just a dictionary lookup and store operation on the object's__dict__.Performance characteristics:
Trade-offs: The code is now more explicit but less maintainable since it manually lists all base class attributes rather than delegating to the parent implementation. However, given that
GraphicsContextBaseattributes are stable in mature libraries like matplotlib, this is likely acceptable for the significant performance gain.✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-GraphicsContextPdf.pop-miyo7qqkand push.