Tag: Benchmarking
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Topics Everyone Is Talking About No316
The World Happiness Report Faces Serious Methodological Flaws • Exploring Dynamic Array Structures in Depth • Hidden Compiler Magic: How Cutlass Changes CUDATriton Performance • Minimum Viable Benchmark: Practical Evaluation for LLMs
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Introduction to benchmarking in Python
Benchmarking is one of the most valuable skills for Python developers aiming to write efficient and scalable code. This post introduces the fundamentals of benchmarking in Python, from basic timing techniques to powerful libraries like timeit and pytest-benchmark.
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Topics Everyone Is Talking About No295
Testing and Benchmarking AI Compilers • SWIM: Outsourced Heartbeats for Smarter Failure Detection • Size of Life
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Empirical comparison of algorithms
This in-depth article explores empirical benchmarking of algorithms in 2025, highlighting advanced statistical rigor, reproducibility techniques, and modern tooling. It includes examples from sorting and machine learning domains, code samples, pseudographic visualizations, and insights into industry-standard frameworks like Ray, Spark, and MLPerf for real-world performance evaluation.