GitHub - salviati/slash: A locality-sensitive hashing library (original) (raw)

Introduction

slash is a high-performance locality-sensitive hashing (LSH) [1] library, written in C++. It currently implements Spherical LSH (SLSH) [2] which is suitable for high dimensional feature-spaces.

Dependencies

gperftools, sparsehash.

Usage

Simply copy the files lsh.h, slsh.h, querycontext.h, math.h andmath.cc into your source tree. To start using the library, you need to define a class satisfying an interface. (see BitVector64 class defined in bitvector64.h for a working example) and a hash function (see hash.*). The file lsh_test.cccontains a benchmark suite.

License

slash is released under GNU General Public License version 3.

References

[1] A. Gionis, P. Indyk and R. Motwani, ``Similarity Search in High Dimensions via Hashing'', Proc. 25th International Conference on Very Large Data Bases, VLDB1999, pp.518-529, 1999.

[2] `Terasawa, K., Tanaka, Y., 2007. Spherical LSH for Approximate Nearest-Neighbor Search on Unit Hypersphere. Springer. pp. 27–38''.