rand/README.md

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# Rand
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[![Test Status](https://github.com/rust-random/rand/workflows/Tests/badge.svg?event=push)](https://github.com/rust-random/rand/actions)
[![Crate](https://img.shields.io/crates/v/rand.svg)](https://crates.io/crates/rand)
[![Book](https://img.shields.io/badge/book-master-yellow.svg)](https://rust-random.github.io/book/)
[![API](https://img.shields.io/badge/api-master-yellow.svg)](https://rust-random.github.io/rand/rand)
[![API](https://docs.rs/rand/badge.svg)](https://docs.rs/rand)
Rand is a Rust library supporting random generators:
- A standard RNG trait: [`rand_core::RngCore`](https://docs.rs/rand_core/latest/rand_core/trait.RngCore.html)
- Fast implementations of the best-in-class [cryptographic](https://rust-random.github.io/book/guide-rngs.html#cryptographically-secure-pseudo-random-number-generators-csprngs) and
[non-cryptographic](https://rust-random.github.io/book/guide-rngs.html#basic-pseudo-random-number-generators-prngs) generators: [`rand::rngs`](https://docs.rs/rand/latest/rand/rngs/index.html), and more RNGs: [`rand_chacha`](https://docs.rs/rand_chacha), [`rand_xoshiro`](https://docs.rs/rand_xoshiro/), [`rand_pcg`](https://docs.rs/rand_pcg/), [rngs repo](https://github.com/rust-random/rngs/)
- [`rand::rng`](https://docs.rs/rand/latest/rand/fn.rng.html) is an asymtotically-fast, reasonably secure generator available on all `std` targets
- Secure seeding via the [`getrandom` crate](https://crates.io/crates/getrandom)
Supporting random value generation and random processes:
- [`Standard`](https://docs.rs/rand/latest/rand/distributions/struct.Standard.html) random value generation
- Ranged [`Uniform`](https://docs.rs/rand/latest/rand/distributions/struct.Uniform.html) number generation for many types
- A flexible [`distributions`](https://docs.rs/rand/*/rand/distr/index.html) module
- Samplers for a large number of random number distributions via our own
[`rand_distr`](https://docs.rs/rand_distr) and via
the [`statrs`](https://docs.rs/statrs/0.13.0/statrs/)
- Random processes (mostly choose and shuffle) via [`rand::seq`](https://docs.rs/rand/latest/rand/seq/index.html) traits
All with:
- [Portably reproducible output](https://rust-random.github.io/book/portability.html)
- `#[no_std]` compatibility (partial)
- *Many* performance optimisations
It's also worth pointing out what Rand *is not*:
- Small. Most low-level crates are small, but the higher-level `rand` and
`rand_distr` each contain a lot of functionality.
- Simple (implementation). We have a strong focus on correctness, speed and flexibility, but
not simplicity. If you prefer a small-and-simple library, there are
alternatives including [fastrand](https://crates.io/crates/fastrand)
and [oorandom](https://crates.io/crates/oorandom).
- Slow. We take performance seriously, with considerations also for set-up
time of new distributions, commonly-used parameters, and parameters of the
current sampler.
Documentation:
- [The Rust Rand Book](https://rust-random.github.io/book)
- [API reference (master branch)](https://rust-random.github.io/rand)
- [API reference (docs.rs)](https://docs.rs/rand)
## Usage
Add this to your `Cargo.toml`:
```toml
[dependencies]
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rand = "0.8.5"
```
To get started using Rand, see [The Book](https://rust-random.github.io/book).
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## Versions
Rand is *mature* (suitable for general usage, with infrequent breaking releases
which minimise breakage) but not yet at 1.0. Current versions are:
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- Version 0.8 was released in December 2020 with many small changes.
- Version 0.9 is in development with many small changes.
See the [CHANGELOG](CHANGELOG.md) or [Upgrade Guide](https://rust-random.github.io/book/update.html) for more details.
## Crate Features
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Rand is built with these features enabled by default:
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- `std` enables functionality dependent on the `std` lib
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- `alloc` (implied by `std`) enables functionality requiring an allocator
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- `getrandom` (implied by `std`) is an optional dependency providing the code
behind `rngs::OsRng`
- `std_rng` enables inclusion of `StdRng`, `ThreadRng`
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Optionally, the following dependencies can be enabled:
- `log` enables logging via [log](https://crates.io/crates/log)
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Additionally, these features configure Rand:
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- `small_rng` enables inclusion of the `SmallRng` PRNG
- `nightly` includes some additions requiring nightly Rust
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- `simd_support` (experimental) enables sampling of SIMD values
(uniformly random SIMD integers and floats), requiring nightly Rust
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Note that nightly features are not stable and therefore not all library and
compiler versions will be compatible. This is especially true of Rand's
experimental `simd_support` feature.
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Rand supports limited functionality in `no_std` mode (enabled via
`default-features = false`). In this case, `OsRng` and `from_os_rng` are
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unavailable (unless `getrandom` is enabled), large parts of `seq` are
unavailable (unless `alloc` is enabled), and `ThreadRng` is unavailable.
## Portability and platform support
Many (but not all) algorithms are intended to have reproducible output. Read more in the book: [Portability](https://rust-random.github.io/book/portability.html).
The Rand library supports a variety of CPU architectures. Platform integration is outsourced to [getrandom](https://docs.rs/getrandom/latest/getrandom/).
### WASM support
Seeding entropy from OS on WASM target `wasm32-unknown-unknown` is not
*automatically* supported by `rand` or `getrandom`. If you are fine with
seeding the generator manually, you can disable the `getrandom` feature
and use the methods on the `SeedableRng` trait. To enable seeding from OS,
either use a different target such as `wasm32-wasi` or add a direct
dependency on `getrandom` with the `js` feature (if the target supports
JavaScript). See
[getrandom#WebAssembly support](https://docs.rs/getrandom/latest/getrandom/#webassembly-support).
# License
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Rand is distributed under the terms of both the MIT license and the
Apache License (Version 2.0).
See [LICENSE-APACHE](LICENSE-APACHE) and [LICENSE-MIT](LICENSE-MIT), and
[COPYRIGHT](COPYRIGHT) for details.