Suggestions to improve this C++ algorithm's efficiency?

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1. How can I refactor this Python code for better performance?
2. Is there a more efficient way to write this JavaScript function?
3. Can you help me debug this Java class?
4. Suggestions to improve this C++ algorithm's efficiency?