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by jameshart 348 days ago
If you hide caching away as an implementation detail behind an abstraction, it comes back and bites you as a leaky abstraction later.

Look at how CPU cache line behaviors radically change the performance of superficially similar algorithms.

Look at how query performance for a database server drops off a cliff the moment the working cache no longer fits in memory.

Hiding complexity can be a simplification, until you exceed the bounds of the simplification and the complexity you hid demands your attention anyway.

1 comments

CPUs are still a great example for how caching simplifies things.

There's a long history in computer architecture of cores and accelerators that don't have a cache but instead rely on explicitly programmed local scratchpads. They are universally more difficult to program than general purpose CPUs because of that.

I’m sure the CPU designers would love it if they didn’t need several different layers of cache. Or no cache at all. Imagine if memory IOPS were as fast as L1 cache, no need for all that dedicated SRAM on the chip or worry about side channel attacks.
Sure, but we were talking about the perspective of software developers. The hardware designers take on complexity so that the software developer's work can be simpler.