Exponential

Struct Exponential 

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pub struct Exponential { /* private fields */ }
Expand description

A continuous distribution often used to model waiting times between events.

Characterized by the memoryless property.

Mathematical Properties:

  • Support: [0, +∞)
  • PDF: f(x) = λ × exp(-λx) for x ≥ 0
  • Mean: 1 / λ
  • Variance: 1 / λ²
  • Memoryless: P(X > s + t | X > s) = P(X > t)

Example:


// Average wait time of 2 minutes (rate = 0.5 per minute)
let wait_time = sample(addr!("wait"), Exponential::new(0.5).unwrap());

// Service time model
let service = sample(addr!("service_time"), Exponential::new(1.5).unwrap())
    .bind(|time| {
        if time > 5.0 {
            pure("slow")
        } else {
            pure("fast")
        }
    });

// Observe actual waiting time
let observed = observe(addr!("actual_wait"), Exponential::new(0.3).unwrap(), 4.2);

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impl Exponential

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pub fn new(rate: f64) -> FugueResult<Self>

Create a new Exponential distribution with validated parameters.

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pub fn rate(&self) -> f64

Get the rate parameter.

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impl Clone for Exponential

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fn clone(&self) -> Exponential

Returns a duplicate 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 Debug for Exponential

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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 Distribution<f64> for Exponential

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fn sample(&self, rng: &mut dyn RngCore) -> f64

Generate a random sample (with its natural type), T, from the distribution, using the provided random number generator, rng. Read more
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fn log_prob(&self, x: &f64) -> LogF64

Compute the log-probability density (continuous) or mass (discrete) of a value, x, from the distribution. Read more
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fn clone_box(&self) -> Box<dyn Distribution<f64>>

Clone the distribution into a boxed trait object, Box<dyn Distribution<T>>. Read more
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impl Validate for Exponential

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impl Copy for Exponential

Auto Trait Implementations§

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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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