What Makes Code Cache-Friendly or Cache-Unfriendly?
What is the Difference Between "Cache Unfriendly" and "Cache Friendly" Code?
"Cache friendliness" refers to code that maximizes performance by effectively using the computer's memory hierarchy, particularly its caches. "Cache-unfriendly" code, on the other hand, hinders performance by causing cache misses.
How to Write Cache-Efficient Code:
- Exploit Temporal Locality: Access data that has been recently used, increasing the likelihood of finding it in the cache.
- Exploit Spatial Locality: Group related data together in memory to minimize cache lines crossing memory page boundaries, which can trigger multiple cache misses.
- Use Cache-Aligned Data Structures: Choose data structures like std::vector over std::list, as they store elements contiguously, improving cache locality.
- Exploit Data Structure and Algorithm Ordering: Design data structures and algorithms that optimize cache usage. Techniques such as cache blocking and exploiting data order can significantly improve performance.
- Mind Branch Prediction: Avoid unpredictable branches as they hinder prefetching and increase cache misses.
- Minimize Virtual Function Calls: Virtual functions introduce inherent overhead and can cause cache misses during lookups. Use alternative design patterns or consider manual function binding for performance-critical code.
Common Cache-Related Problems:
- False Sharing: Multiprocessors can experience cache misses when multiple threads access data in the same cache line.
- Thrashing: Continuous page faults due to excessive memory usage, leading to slowdowns due to disk access.
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