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data structure for storing array of strings in a memory

I'm considering of data structure for storing a large array of strings in a memory. Strings will be inserted at the beginning of the programm and will not be added or deleted while programm is running. The crucial point is that search procedure should be as fast as it can be. Saving of memory is not important. I incline to standard structure hash_set from standard library, that allows to search elements in the structure with about constant time. But it's not guaranteed that this time will be short. Will anyone suggest a better standard desicion?

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Try a Prefix Tree

A Trie is better than a Binary Search Tree for searching elements. Compared against a hash table, you could see this question


If lookup time really is the only important thing, then at startup time, once you have all the strings, you could compute a perfect hash over them, and use this as the hashing function for a hashtable.

The problem is how you'd execute the hash - any kind of byte-code-based computation is probably going to be slower than using a fixed hash and dealing with collisions. But if all you care about is lookup speed, then you can require that your process has the necessary privileges to load and execute code. Write the code for the perfect hash, run it through a compiler, load it. Test at runtime whether it's actually faster for these strings than your best known data-agnostic structure (which might be a Trie, a hashtable, a Judy array or a splay tree, depending on implementation details and your typical access patterns), and if not fall back to that. Slow setup, fast lookup.

It's almost never truly the case that speed is the only crucial point.


There is e.g. google-sparsehash. It includes a dense hash set/map (re)implementation that may perform better than the standard library hash set/map. See performance. Make sure that you are using a good hash function. (My subjective vote: murmur2.)

Strings will be inserted at the beginning of the programm and will not be added or deleted while programm is running.

If the strings are immutable - so insertion/deletion is "infrequent", so to speak -, another option is to build a Directed Acyclic Word Graph or a Compact Directed Acyclic Word Graph that might* be faster than a hash table and has a better worst case guarantee.

**Standard disclaimer applies: depending on the use case, implementations, data set, phase of the moon, etc. Theoretical expectations may differ from observed results because of factors not accounted for (e.g. cache and memory latency, time complexity of certain machine instructions, etc.).*


A hash_set with a suitable number of buckets would be ideal, alternatively a vector with the strings in dictionary order, searched used binary search, would be great too.


The two standard data structures for fast string lookup are hash tables and tries, particularly Patricia tries. A good hash implementation and a good trie implementation should give similar performance, as long as the hash implementation is good enough to limit the number of collisions. Since you never modify the set of strings, you could try to build a perfect hash. If performance is more important than development time, try all solutions and benchmark them.

A complementary technique that could save lookups in the string table is to use atoms: each time you read a string that you know you're going to look up in the table, look it up immediately, and store a pointer to it (or an index in the data structure) instead of storing the string. That way, testing the equality of two strings is a simple pointer or integer equality (and you also save memory by storing each string once).


Your best bet would be as follows:

  1. Building your structure:
    1. Insert all your strings (char*s) into an array.
    2. Sort the array lexicographically.
  2. Lookup
    1. Use a binary search on your array.

This maintains cache locality, allows for efficient lookup (Will search in a space of ~4 billion strings with 32 comparisons), and is dead simple to implement. There's no need to get fancy with tries, because they are complicated, and slower than they appear (especially if you have long strings).

Random sidenote: Combined with http://blogs.msdn.com/b/oldnewthing/archive/2005/05/19/420038.aspx, you'll be unstoppable!


Well, assuming you truly want an array and not an associative contaner as you've mentioned, the allocation strategy mentioned in Raymond Chen's Blog would be efficient.

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