AWS, Rust, Python, High Performance Computing

Performance

Memory hierarchy and computing performance

We discuss code optimization from the point of view of the memory hierarchy. You are probably aware of the disk/RAM hierarchy and the tradeoff between memory and speed. With certain classes of algorithms you can easily take advantage of the cache/RAM hierarchy just by being careful on how you process data. I show a very simple example involving matrix manipulation where you can easily get speedups of up to 40%. And I am pretty sure there are plenty situations where you can do better.

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#Python #Performance