Join GitHub today
GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together.Sign up
GitHub is where the world builds software
Millions of developers and companies build, ship, and maintain their software on GitHub — the largest and most advanced development platform in the world.
FarmHash, a family of hash functions. Version 1.1 Introduction ============ A general overview of hash functions and their use is available in the file Understanding_Hash_Functions in this directory. It may be helpful to read it before using FarmHash. FarmHash provides hash functions for strings and other data. The functions mix the input bits thoroughly but are not suitable for cryptography. See "Hash Quality," below, for details on how FarmHash was tested and so on. We provide reference implementations in C++, with a friendly MIT license. All members of the FarmHash family were designed with heavy reliance on previous work by Jyrki Alakuijala, Austin Appleby, Bob Jenkins, and others. Recommended Usage ================= Our belief is that the typical hash function is mostly used for in-memory hash tables and similar. That use case allows hash functions that differ on different platforms, and that change from time to time. For this, I recommend using wrapper functions in a .h file with comments such as, "may change from time to time, may differ on different platforms, and may change depending on NDEBUG." Some projects may also require a forever-fixed, portable hash function. Again we recommend using wrapper functions in a .h, but in this case the comments on them would be very different. We have provided a sample of these wrapper functions in src/farmhash.h. Our hope is that most people will need nothing more than src/farmhash.h and src/farmhash.cc. Those two files are a usable and relatively portable library. (One portability snag: if your compiler doesn't have __builtin_expect then you may need to define FARMHASH_NO_BUILTIN_EXPECT.) For those that prefer using a configure script (perhaps because they want to "make install" later), FarmHash has one, but for many people it's best to ignore it. Note that the wrapper functions such as Hash() in src/farmhash.h can select one of several hash functions. The selection is done at compile time, based on your machine architecture (e.g., sizeof(size_t)) and the availability of vector instructions (e.g., SSE4.1). To get the best performance from FarmHash, one will need to think a bit about when to use compiler flags that allow vector instructions and such: -maes, -msse4.2, -mavx, etc., or their equivalents for other compilers. Those are the g++ flags that make g++ emit more types of machine instructions than it otherwise would. For example, if you are confident that you will only be using FarmHash on systems with SSE4.2 and/or AES, you may communicate that to the compiler as explained in src/farmhash.cc. If not, use -maes, -mavx, etc., when you can, and the appropriate choices will be made by via conditional compilation in src/farmhash.cc. It may be beneficial to try -O3 or other compiler flags as well. I also have found feedback-directed optimization (FDO) to improve the speed of FarmHash. The "configure" script: creating config.h ========================================= We provide reference implementations of several FarmHash functions, written in C++. The build system is based on autoconf. It defaults the C++ compiler flags to "-g -O2", which may or may not be best. If you are planning to use the configure script, I generally recommend trying this first, unless you know that your system lacks AVX and/or AESNI: ./configure CXXFLAGS="-g -mavx -maes -O3" make all check If that fails, you can retry with -mavx and/or -maes removed, or with -mavx replaced by -msse4.1 or -msse4.2. Please see below for thoughts on cross-platform testing, if that is a concern. Finally, if you want to install a library, you may use make install Some useful flags for configure include: --enable-optional-builtin-expect: This causes __builtin_expect to be optional. If you don't use this flag, the assumption is that FarmHash will be compiled with compilers that provide __builtin_expect. In practice, some FarmHash variants may be slightly faster if __builtin_expect is available, but it isn't very important and affects speed only. Further Details =============== The above instructions will produce a single source-level library that includes multiple hash functions. It will use conditional compilation, and perhaps GCC's multiversioning, to select among the functions. In addition, "make all check" will create an object file using your chosen compiler, and test it. The object file won't necessarily contain all the code that would be used if you were to compile the code on other platforms. The downside of this is obvious: the paths not tested may not actually work if and when you try them. The FarmHash developers try hard to prevent such problems; please let us know if you find bugs. To aid your cross-platform testing, for each relevant platform you may compile your program that uses farmhash.cc with the preprocessor flag FARMHASHSELFTEST equal to 1. This causes a FarmHash self test to run at program startup; the self test writes output to stdout and then calls std::exit(). You can see this in action by running "make check": see src/farm-test.cc for details. There's also a trivial workaround to force particular functions to be used: modify the wrapper functions in hash.h. You can prevent choices being made via conditional compilation or multiversioning by choosing FarmHash variants with names like farmhashaa::Hash32, farmhashab::Hash64, etc.: those compute the same hash function regardless of conditional compilation, multiversioning, or endianness. Consult their comments and ifdefs to learn their requirements: for example, they are not all guaranteed to work on all platforms. Known Issues ============ 1) FarmHash was developed with little-endian architectures in mind. It should work on big-endian too, but less work has gone into optimizing for those platforms. To make FarmHash work properly on big-endian platforms you may need to modify the wrapper .h file and/or your compiler flags to arrange for FARMHASH_BIG_ENDIAN to be defined, though there is logic that tries to figure it out automatically. 2) FarmHash's implementation is fairly complex. 3) The techniques described in dev/INSTRUCTIONS to let hash function developers regenerate src/*.cc from dev/* are hacky and not so portable. Hash Quality ============ We like to test hash functions with SMHasher, among other things. SMHasher isn't perfect, but it seems to find almost any significant flaw. SMHasher is available at http://code.google.com/p/smhasher/ SMHasher is designed to pass a 32-bit seed to the hash functions it tests. For our functions that accept a seed, we use the given seed directly (padded with zeroes as needed); for our functions that don't accept a seed, we hash the concatenation of the given seed and the input string. Some minor flaws in 32-bit and 64-bit functions are harmless, as we expect the primary use of these functions will be in hash tables. We may have gone slightly overboard in trying to please SMHasher and other similar tests, but we don't want anyone to choose a different hash function because of some minor issue reported by a quality test. If your setup is similar enough to mine, it's easy to use SMHasher and other tools yourself via the "builder" in the dev directory. See dev/INSTRUCTIONS. (Improvements to that directory are a relatively low priority, and code there is never going to be as portable as the other parts of FarmHash.) For more information ==================== http://code.google.com/p/farmhash/ email@example.com Please feel free to send us comments, questions, bug reports, or patches.