⚡️ Speed up method `OtherArch.__str__` by 16% by codeflash-ai[bot] · Pull Request #39 · codeflash-ai/openai-python
The optimized code applies two key performance improvements:
1. **Added `__slots__`**: The `__slots__ = ('name',)` declaration restricts the class to only store the `name` attribute, eliminating the instance `__dict__`. This reduces memory overhead and makes attribute access faster since Python doesn't need to perform dictionary lookups.
2. **String concatenation over f-strings**: Changed `f"other:{self.name}"` to `"other:" + self.name`. While f-strings are generally more readable, for simple string concatenation with just two parts, direct concatenation is slightly faster as it avoids the formatting machinery overhead.
The line profiler shows the `__str__` method improved from 223,388 nanoseconds to 212,075 nanoseconds (about 5% faster per call), and the overall runtime improved by 15% from 417ns to 361ns.
These optimizations are particularly effective for:
- **High-frequency string operations**: The test cases show this optimization benefits scenarios with 1000+ instances being stringified
- **Simple attribute access patterns**: Classes with few attributes benefit most from `__slots__`
- **Memory-constrained environments**: `__slots__` reduces per-instance memory usage
The optimizations maintain full compatibility - all test cases from basic ASCII strings to Unicode characters, edge cases with special characters, and large-scale operations continue to work identically.