Expand description
This crate provides a collection of data structures supported by fast implementations of rank and select queries. The data structures are static, meaning that they cannot be modified after they have been created.
§Data structures
- Bit-Vector with no overhead. The only data structure that can be modified after creation.
- Succinct Bit-Vector supporting fast rank and select queries.
- Elias-Fano encoding of monotone sequences supporting constant-time predecessor queries.
- Two Range Minimum Query structures for constant-time range minimum queries.
§Performance
Performance was benchmarked against publicly available implementations of the same (or similar) data structures on crates.io at the time of writing. The benchmark results can be found in the Github repository. At the time of writing, this crate is among the fastest implementations of all data structures, and the most efficient with regard to memory usage. Some tradeoffs between average time, worst-case time, and available API features should be taken into consideration when selecting among the fastest libraries (see the Github repository for a discussion).
§Intrinsics
This crate uses compiler intrinsics for bit-manipulation. The intrinsics are supported by
all modern x86_64
CPUs, but not by other architectures. The crate will compile on other
architectures using fallback implementations,
but the performance will be significantly worse. It is strongly recommended to
enable the BMI2
and popcnt
target features when using this crate.
The intrinsics in question are popcnt
(supported since SSE4.2
resp. SSE4a
on AMD, 2007-2008),
pdep
(supported with BMI2
since Intel Haswell resp. AMD Excavator, in hardware since AMD Zen 3, 2011-2013),
and tzcnt
(supported with BMI1
since Intel Haswell resp. AMD Jaguar, ca. 2013).
§Safety
This crate uses no unsafe code, with the only exception being compiler intrinsics for bit-manipulation. The intrinsics cannot fail with the provided inputs (provided they are supported by the target machine), so even if they were to be implemented incorrectly, no memory safety issues would arise.
Re-exports§
pub use crate::elias_fano::EliasFanoVec;
pub use bit_vec::fast_rs_vec::RsVec;
pub use bit_vec::BitVec;
pub use rmq::binary_rmq::BinaryRmq;
pub use rmq::fast_rmq::FastRmq;
Modules§
- This module contains a simple bit vector implementation with no overhead and a fast succinct bit vector implementation with rank and select queries.
- Elias-Fano encoding for sorted vectors of u64 values. It reduces the space required to represent all numbers (compression ratio dependent on data) and allows for constant-time predecessor queries.
- Range minimum query data structures. These data structures allow for the calculation of the index of the minimum element in a range of a static array in constant-time. The implementations are located in the
binary_rmq
andfast_rmq
modules.