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cProfile, pstats), explaining their usage and output.timeit - Measure execution time of small code snippets, Python Software Foundation, 2024 - Official documentation for Python's timeit module, detailing its use for micro-benchmarking.line_profiler GitHub Repository, pyutils, 2024 - The official repository for line_profiler, providing installation instructions, usage examples, and detailed documentation for line-by-line code analysis.snakeviz GitHub Repository, jiffyclub, 2024 - The official repository for snakeviz, a tool for visualizing Python cProfile statistics, making performance bottlenecks easier to identify.© 2025 ApX Machine LearningEngineered with