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https://github.com/laysakura/fid-rs
High performance FID (Fully Indexable Dictionary) library
https://github.com/laysakura/fid-rs
fid fully-indexable-dictionary rust succinct-bit-vector succinct-data-structure
Last synced: 17 days ago
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High performance FID (Fully Indexable Dictionary) library
- Host: GitHub
- URL: https://github.com/laysakura/fid-rs
- Owner: laysakura
- License: apache-2.0
- Created: 2019-04-20T13:30:52.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2024-04-14T22:12:11.000Z (7 months ago)
- Last Synced: 2024-04-15T12:50:10.658Z (7 months ago)
- Topics: fid, fully-indexable-dictionary, rust, succinct-bit-vector, succinct-data-structure
- Language: Rust
- Homepage: https://crates.io/crates/fid-rs
- Size: 5.43 MB
- Stars: 23
- Watchers: 2
- Forks: 4
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE-APACHE
Awesome Lists containing this project
README
# fid-rs
High performance FID (Fully Indexable Dictionary) library.
[Master API Docs](https://laysakura.github.io/fid-rs/fid_rs/)
|
[Released API Docs](https://docs.rs/crate/fid-rs)
|
[Benchmark Results](https://laysakura.github.io/fid-rs/criterion/report/)
|
[Changelog](https://github.com/laysakura/fid-rs/blob/master/CHANGELOG.md)
[](https://github.com/laysakura/fid-rs/actions)
[](https://travis-ci.com/laysakura/fid-rs)
[](https://crates.io/crates/fid-rs)
[](https://crates.io/crates/fid-rs)
[](https://github.com/laysakura/fid-rs#rust-version-supports)
[](https://github.com/laysakura/fid-rs/blob/master/LICENSE-MIT)
[](https://github.com/laysakura/fid-rs/blob/master/LICENSE-APACHE)
## Quickstart
To use fid-rs, add the following to your `Cargo.toml` file:
```toml
[dependencies]
fid-rs = "0.1" # NOTE: Replace to latest minor version.
```
### Usage Overview
```rust
use fid_rs::Fid;
let fid = Fid::from("0100_1"); // Tips: Fid::from::<&str>() ignores '_'.
// Basic operations ---------------------
assert_eq!(fid[0], false); // [0]1001; 0th bit is '0' (false)
assert_eq!(fid[1], true); // 0[1]001; 1st bit is '1' (true)
assert_eq!(fid[4], true); // 0100[1]; 4th bit is '1' (true)
assert_eq!(fid.rank(0), 0); // [0]1001; Range [0, 0] has no '1'
assert_eq!(fid.rank(3), 1); // [0100]1; Range [0, 3] has 1 '1'
assert_eq!(fid.rank(4), 2); // [01001]; Range [0, 4] has 2 '1's
assert_eq!(fid.select(0), Some(0)); // []01001; Minimum i where range [0, i] has 0 '1's is i=0
assert_eq!(fid.select(1), Some(1)); // 0[1]001; Minimum i where range [0, i] has 1 '1's is i=1
assert_eq!(fid.select(2), Some(4)); // 0100[1]; Minimum i where range [0, i] has 2 '1's is i=4
assert_eq!(fid.select(3), None); // There is no i where range [0, i] has 3 '1's
// rank0, select0 -----------------------
assert_eq!(fid.rank0(0), 1); // [0]1001; Range [0, 0] has no '0'
assert_eq!(fid.rank0(3), 3); // [0100]1; Range [0, 3] has 3 '0's
assert_eq!(fid.rank0(4), 3); // [01001]; Range [0, 4] has 3 '0's
assert_eq!(fid.select0(0), Some(0)); // []01001; Minimum i where range [0, i] has 0 '0's is i=0
assert_eq!(fid.select0(1), Some(0)); // [0]1001; Minimum i where range [0, i] has 1 '0's is i=0
assert_eq!(fid.select0(2), Some(2)); // 01[0]01; Minimum i where range [0, i] has 2 '0's is i=2
assert_eq!(fid.select0(4), None); // There is no i where range [0, i] has 4 '0's
```
### Constructors
```rust
use fid_rs::Fid;
// Most human-friendly way: Fid::from::<&str>()
let fid = Fid::from("0100_1");
// Complex construction in simple way: Fid::from::<&[bool]>()
let mut arr = [false; 5];
arr[1] = true;
arr[4] = true;
let fid = Fid::from(&arr[..]);
```
### Iterator
```rust
use fid_rs::Fid;
let fid = Fid::from("0100_1");
for bit in fid.iter() {
println!("{}", bit);
}
// =>
// false
// true
// false
// false
// true
```
### Utility Methods
```rust
use fid_rs::Fid;
let fid = Fid::from("0100_1");
assert_eq!(fid.len(), 5);
```
## Features
- **Arbitrary length support with minimum working memory**: fid-rs provides virtually _arbitrary size_ of FID. It is carefully designed to use as small memory space as possible.
- **Parallel build of FID**: Build operations (`Fid::from()`) takes _O(N)_ time. It is parallelized and achieves nearly optimal scale-out.
- **No memory copy while/after build operations**: After internally creating bit vector representation, any operation does not do memory copy.
- **Latest benchmark results are always accessible**: fid-rs is continuously benchmarked in Travis CI using [Criterion.rs](https://crates.io/crates/criterion). Graphical benchmark results are published [here](https://laysakura.github.io/fid-rs/criterion/report/).
### Complexity
When the length of a `Fid` is _N_:
| Operation | Time-complexity | Space-complexity |
|-----------|-----------------|------------------|
| [Fid::from::<&str>()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#implementations) | _O(N)_ | _N + o(N)_ |
| [Fid::from::<&[bool]>()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#implementations) | _O(N)_ | _N + o(N)_ |
| [Index<u64>](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#impl-Index) | _O(1)_ | _0_ |
| [Fid::rank()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#method.rank) | _O(1)_ | _O(1)_ |
| [Fid::rank0()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#method.rank0) | _O(1)_ | _O(1)_ |
| [Fid::select()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#method.select) | _O(log N)_ | _O(1)_ |
| [Fid::select0()](https://laysakura.github.io/fid-rs/fid_rs/fid/struct.Fid.html#method.select0) | _O(log N)_ | _O(1)_ |
(Actually, `select()`'s time-complexity can be _O(1)_ with complex implementation but fid-rs, like many other libraries, uses binary search of `rank()`'s result).
## Versions
fid-rs uses [semantic versioning](http://semver.org/spec/v2.0.0.html).
Since current major version is _0_, minor version update might involve breaking public API change (although it is carefully avoided).
## Rust Version Supports
fid-rs is continuously tested with these Rust versions in Travis CI:
- 1.33.0
- Latest stable version
- Beta version
- Nightly build
So it expectedly works with Rust 1.33.0 and any newer versions.
Older versions may also work, but are not tested or guaranteed.
## Contributing
Any kind of pull requests are appreciated.
### Guidelines
- `README.md` is generated from `$ cargo readme` command. Do not manually update `README.md` but edit `src/lib.rs` and then `$ cargo readme > README.md`.
- Travis CI automatically does the following commit & push to your pull-requests:
- `$ cargo readme > README.md`
- `$ cargo fmt --all`
## License
MIT OR Apache-2.0