pub struct GpConstantSquaredExponentialSurrogate(pub GaussianProcess<f64, ConstantMean, SquaredExponentialCorr>);
Expand description

GP surrogate with Constant regression model and SquaredExponential correlation model.

See GaussianProcess

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§0: GaussianProcess<f64, ConstantMean, SquaredExponentialCorr>

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impl Clone for GpConstantSquaredExponentialSurrogate

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fn clone(&self) -> GpConstantSquaredExponentialSurrogate

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 Debug for GpConstantSquaredExponentialSurrogate

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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 Display for GpConstantSquaredExponentialSurrogate

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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 GpParameterized for GpConstantSquaredExponentialSurrogate

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fn theta(&self) -> &Array1<f64>

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fn variance(&self) -> f64

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fn noise_variance(&self) -> f64

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fn likelihood(&self) -> f64

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impl GpSurrogate for GpConstantSquaredExponentialSurrogate

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fn predict(&self, x: &ArrayView2<'_, f64>) -> Result<Array2<f64>>

Predict output values at n points given as (n, xdim) matrix.
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fn predict_var(&self, x: &ArrayView2<'_, f64>) -> Result<Array2<f64>>

Predict variance values at n points given as (n, xdim) matrix.
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fn predict_values(&self, x: &ArrayView2<'_, f64>) -> Result<Array2<f64>>

👎Deprecated since 0.17.0: renamed predict
Predict output values at n points given as (n, xdim) matrix.
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impl GpSurrogateExt for GpConstantSquaredExponentialSurrogate

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fn predict_gradients(&self, x: &ArrayView2<'_, f64>) -> Result<Array2<f64>>

Predict derivatives at n points and return (n, xdim) matrix where each column is the partial derivatives wrt the ith component
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fn predict_var_gradients(&self, x: &ArrayView2<'_, f64>) -> Result<Array2<f64>>

Predict derivatives of the variance at n points and return (n, xdim) matrix where each column is the partial derivatives wrt the ith component
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fn sample(&self, x: &ArrayView2<'_, f64>, n_traj: usize) -> Result<Array2<f64>>

Sample trajectories
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impl FullGpSurrogate for GpConstantSquaredExponentialSurrogate

Auto Trait 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> Pointable for T

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const ALIGN: usize = _

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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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> ToString for T
where T: Display + ?Sized,

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default fn to_string(&self) -> String

Converts the given value to a String. 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

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impl<T> SendAlias for T

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impl<T> SendSyncUnwindSafe for T
where T: Send + Sync + UnwindSafe + ?Sized,

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impl<T> SyncAlias for T