SIML ("Single-Instruction, Multiple-LINGO") is a library containing implementations of a fast SIMD algorithm for calculating the LINGO chemical similarity metric (described in an upcoming publication). This method, currently implemented for x86 CPUs (non-vectorized) and NVIDIA GPUs, is several times faster than existing LINGO implementations for the CPU, and two orders of magnitude faster when run on a GPU.