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Choose appropriate bit operations for a given problem

#1
02-14-2023, 07:40 PM
You know bit ops help when you tackle problems with flags or masks in your code. I see you often wondering which one fits best for speed. Then you check the exact need like isolating a single bit. But sometimes you mix them for better results. Or perhaps you test a few on small data first. Also I recall cases where shifts replace multiplies in loops. You gain a lot from that in tight spots. Now consider a problem with many checks on status bits. I think you pick AND to clear unwanted parts fast. Then OR sets new values without touching others. But XOR flips states in one go if needed. Perhaps you use shifts to move bits around for alignment. Also packing data becomes easier with these moves. You avoid slow divisions by shifting left or right instead. I find that works well in embedded tasks you handle.

When you face counting set bits in a number I suggest looping with AND and shifts. You isolate each bit one at a time then add up. But a smarter way uses parallel adds with masks. Then you reduce steps a lot in big integers. Or maybe you apply this in hash tables for quick collisions. I see you benefit from it in graph algorithms too. Now think about swapping two values without extra space. You rely on XOR three times in sequence. But watch for cases where values match to skip work. Perhaps you extend this to rotate bits in registers. Also problems like finding power of two use AND with one less. You confirm it fast without logs or roots. I always test edge cases like zero or all ones.

You deal with bit fields in protocols often. I choose OR to combine options from different sources. Then AND extracts specific fields after masking. But careful overflow happens if shifts go too far. Perhaps you combine with NOT to invert a whole word. Also in compression you toggle bits for entropy coding. You see gains when data repeats patterns a lot. Now for subset checks in sets you use AND on bit vectors. Then compare result to original for matches. I think this scales better than lists in memory tight spots. Or perhaps you optimize matrix multiplies with bit tricks. You reduce operations in sparse cases by skipping zeros.

When you optimize loops with bit ops I notice cache hits improve. But you must align data first with shifts. Perhaps problems in sorting use bit radix for digits. Then you partition fast without comparisons. Also parity checks rely on XOR across all bits. You fold results repeatedly until one bit remains. I find this handy in error detection you implement. Now consider floating point hacks with bit views. You extract exponents via shifts and masks. But watch sign bits to avoid wrong signs. Perhaps you apply this in custom math libs. You gain precision control without full floats.

You explore union find with path compression via bits. I see rank stored in high bits for quick finds. Then you union sets by linking roots only. Or maybe you count trailing zeros with shifts and AND. You locate lowest set bit in one pass. Also in game dev you toggle abilities with XOR. You keep states compact in one int. I always prefer these over arrays for small flags. Now think about multiplication by constants using shifts and adds. You replace expensive ops in hot paths. But verify overflow on large numbers first. Perhaps you chain multiple ops for complex masks. You build them step by step from basics.

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bob
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Choose appropriate bit operations for a given problem - by bob - 02-14-2023, 07:40 PM

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Choose appropriate bit operations for a given problem

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