Struct rand_distr::Zipf

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pub struct Zipf<F>
where F: Float, Standard: Distribution<F>,
{ /* private fields */ }
Expand description

Samples integers according to the Zipf distribution.

The samples follow Zipf’s law: The frequency of each sample from a finite set of size n is inversely proportional to a power of its frequency rank (with exponent s).

For large n, this converges to the Zeta distribution.

For s = 0, this becomes a uniform distribution.

Example

use rand::prelude::*;
use rand_distr::Zipf;

let val: f64 = thread_rng().sample(Zipf::new(10, 1.5).unwrap());
println!("{}", val);

Implementation details

Implemented via rejection sampling, due to Jason Crease1.

Implementations§

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impl<F> Zipf<F>
where F: Float, Standard: Distribution<F>,

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pub fn new(n: u64, s: F) -> Result<Zipf<F>, ZipfError>

Construct a new Zipf distribution for a set with n elements and a frequency rank exponent s.

For large n, rounding may occur to fit the number into the float type.

Trait Implementations§

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impl<F> Clone for Zipf<F>
where F: Float + Clone, Standard: Distribution<F>,

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fn clone(&self) -> Zipf<F>

Returns a copy of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<F> Debug for Zipf<F>
where F: Float + Debug, Standard: Distribution<F>,

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl<F> Distribution<F> for Zipf<F>
where F: Float, Standard: Distribution<F>,

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fn sample<R: Rng + ?Sized>(&self, rng: &mut R) -> F

Generate a random value of T, using rng as the source of randomness.
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fn sample_iter<R>(self, rng: R) -> DistIter<Self, R, T>
where R: Rng, Self: Sized,

Create an iterator that generates random values of T, using rng as the source of randomness. Read more
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fn map<F, S>(self, func: F) -> DistMap<Self, F, T, S>
where F: Fn(T) -> S, Self: Sized,

Create a distribution of values of ‘S’ by mapping the output of Self through the closure F Read more
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impl<F> Copy for Zipf<F>
where F: Float + Copy, Standard: Distribution<F>,

Auto Trait Implementations§

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impl<F> RefUnwindSafe for Zipf<F>
where F: RefUnwindSafe,

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impl<F> Send for Zipf<F>
where F: Send,

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impl<F> Sync for Zipf<F>
where F: Sync,

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impl<F> Unpin for Zipf<F>
where F: Unpin,

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impl<F> UnwindSafe for Zipf<F>
where F: UnwindSafe,

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V