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TransferFunction

datasynth_core::models::causal_dag

Enum TransferFunction

pub enum TransferFunction {
    Linear {
        coefficient: f64,
        intercept: f64,
    },
    Exponential {
        base: f64,
        rate: f64,
    },
    Logistic {
        capacity: f64,
        midpoint: f64,
        steepness: f64,
    },
    InverseLogistic {
        capacity: f64,
        midpoint: f64,
        steepness: f64,
    },
    Step {
        threshold: f64,
        magnitude: f64,
    },
    Threshold {
        threshold: f64,
        magnitude: f64,
        saturation: f64,
    },
    Decay {
        initial: f64,
        decay_rate: f64,
    },
    Piecewise {
        points: Vec<(f64, f64)>,
    },
}

Variants§

Linear

output = input * coefficient + intercept

Fields

§coefficient: f64

§intercept: f64

Exponential

output = base * (1 + rate)^input

Fields

§base: f64

§rate: f64

Logistic

output = capacity / (1 + e^(-steepness * (input - midpoint)))

Fields

§capacity: f64

§midpoint: f64

§steepness: f64

InverseLogistic

output = capacity / (1 + e^(steepness * (input - midpoint)))

Fields

§capacity: f64

§midpoint: f64

§steepness: f64

Step

output = magnitude when input crosses threshold, else 0

Fields

§threshold: f64

§magnitude: f64

Threshold

output = magnitude when input > threshold, scaling linearly above

Fields

§threshold: f64

§magnitude: f64

§saturation: f64

Decay

output = initial * e^(-decay_rate * input)

Fields

§initial: f64

§decay_rate: f64

Piecewise

Lookup table with linear interpolation between points.

Fields

§points: Vec<(f64, f64)>

Implementations§

impl TransferFunction

pub fn compute(&self, input: f64) -> f64

Compute the output value for a given input.

Trait Implementations§

impl Clone for TransferFunction

fn clone(&self) -> TransferFunction

Returns a duplicate of the value. Read more

1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

impl Debug for TransferFunction

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for TransferFunction

fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

impl Serialize for TransferFunction

fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

impl Freeze for TransferFunction

impl RefUnwindSafe for TransferFunction

impl Send for TransferFunction

impl Sync for TransferFunction

impl Unpin for TransferFunction

impl UnsafeUnpin for TransferFunction

impl UnwindSafe for TransferFunction

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more

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

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T> Instrument for T

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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

fn into(self) -> U

Calls U::from(self).

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

impl<T> Same for T

type Output = T

Should always be Self

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.

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

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more

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

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V

impl<T> WithSubscriber for T

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,