That same code in Python will involve vastly more work.Ĭonsider the following program all it does is increment values in a contiguous chunk of memory: Writing x = y + 2 in Rust will often translate directly to the relevant CPU instructions of adding 2 to a value and then shoving the result somewhere. I’ll be using Rust for my example code because a low-level language maps more closely to what the CPU is doing. Let’s see the impact of memory access on performance. When O(N)≠O(N): memory access patterns matter In the real world, access to memory is vastly slower than CPU instructions, and all those O(N) measurements that just focus on CPU operations are insufficient to tell you what real-world performance will be.Īnd that means you need to think about not just your computation, but also how you access memory. Unfortunately, this is not how a CPU works in the real world. This was so fundamental to how we were taught that we didn’t even have to write real code: pseudo-code was sufficient. The basic assumption was that reading or writing to memory took a small, constant amount of time, and so you could focus on how many operations were being done. That’s what I learned long ago in school, anyway, when I took algorithms and data structures classes. If you’re writing high-performance code, what matters is how many CPU instructions you run.
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