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@ -20,6 +20,7 @@ You may also find the [Upgrade Guide](https://rust-random.github.io/book/update.
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- Fix portability of `rand::distributions::Slice` (#1469)
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- Rename `rand::distributions` to `rand::distr` (#1470)
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- The `serde1` feature has been renamed `serde` (#1477)
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- Mark `WeightError`, `PoissonError`, `BinomialError` as `#[non_exhaustive]` (#1480).
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## [0.9.0-alpha.1] - 2024-03-18
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- Add the `Slice::num_choices` method to the Slice distribution (#1402)
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@ -26,6 +26,10 @@ use rand::Rng;
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///
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/// `f(k) = n!/(k! (n-k)!) p^k (1-p)^(n-k)` for `k >= 0`.
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///
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/// # Known issues
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///
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/// See documentation of [`Binomial::new`].
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///
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/// # Plot
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///
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/// The following plot of the binomial distribution illustrates the
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@ -54,6 +58,8 @@ pub struct Binomial {
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/// Error type returned from [`Binomial::new`].
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#[derive(Clone, Copy, Debug, PartialEq, Eq)]
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// Marked non_exhaustive to allow a new error code in the solution to #1378.
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#[non_exhaustive]
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pub enum Error {
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/// `p < 0` or `nan`.
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ProbabilityTooSmall,
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@ -76,6 +82,13 @@ impl std::error::Error for Error {}
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impl Binomial {
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/// Construct a new `Binomial` with the given shape parameters `n` (number
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/// of trials) and `p` (probability of success).
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///
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/// # Known issues
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///
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/// Although this method should return an [`Error`] on invalid parameters,
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/// some (extreme) parameter combinations are known to return a [`Binomial`]
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/// object which panics when [sampled](Distribution::sample).
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/// See [#1378](https://github.com/rust-random/rand/issues/1378).
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pub fn new(n: u64, p: f64) -> Result<Binomial, Error> {
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if !(p >= 0.0) {
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return Err(Error::ProbabilityTooSmall);
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@ -23,6 +23,10 @@ use rand::Rng;
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/// This distribution has density function:
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/// `f(k) = λ^k * exp(-λ) / k!` for `k >= 0`.
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///
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/// # Known issues
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///
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/// See documentation of [`Poisson::new`].
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///
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/// # Plot
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///
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/// The following plot shows the Poisson distribution with various values of `λ`.
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@ -56,6 +60,8 @@ where
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/// Error type returned from [`Poisson::new`].
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#[derive(Clone, Copy, Debug, PartialEq, Eq)]
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// Marked non_exhaustive to allow a new error code in the solution to #1312.
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#[non_exhaustive]
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pub enum Error {
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/// `lambda <= 0`
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ShapeTooSmall,
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@ -82,6 +88,15 @@ where
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{
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/// Construct a new `Poisson` with the given shape parameter
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/// `lambda`.
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///
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/// # Known issues
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///
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/// Although this method should return an [`Error`] on invalid parameters,
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/// some (extreme) values of `lambda` are known to return a [`Poisson`]
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/// object which hangs when [sampled](Distribution::sample).
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/// Large (less extreme) values of `lambda` may result in successful
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/// sampling but with reduced precision.
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/// See [#1312](https://github.com/rust-random/rand/issues/1312).
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pub fn new(lambda: F) -> Result<Poisson<F>, Error> {
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if !lambda.is_finite() {
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return Err(Error::NonFinite);
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@ -704,6 +704,8 @@ mod test {
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/// Errors returned by [`WeightedIndex::new`], [`WeightedIndex::update_weights`] and other weighted distributions
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#[derive(Debug, Clone, Copy, PartialEq, Eq)]
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// Marked non_exhaustive to allow a new error code in the solution to #1476.
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#[non_exhaustive]
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pub enum WeightError {
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/// The input weight sequence is empty, too long, or wrongly ordered
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InvalidInput,
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@ -189,6 +189,12 @@ pub trait IndexedRandom: Index<usize> {
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/// if the "nightly" feature is enabled, or `O(length)` space and
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/// `O(length + amount * log length)` time otherwise.
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///
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/// # Known issues
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///
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/// The algorithm currently used to implement this method loses accuracy
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/// when small values are used for weights.
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/// See [#1476](https://github.com/rust-random/rand/issues/1476).
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///
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/// # Example
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///
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/// ```
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