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SkewedGaussian

Struct SkewedGaussian 

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pub struct SkewedGaussian;
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Skewed Gaussian: a Gaussian modulated by an error-function skew factor.

A · exp(−½((x−c)/σ)²) · (1 + erf(γ·(x−c)/(σ·√2)))

Parameters (in order): [amplitude, center, sigma, gamma]

  • gamma is the skewness: 0 ⇒ symmetric Gaussian, γ>0 ⇒ tail toward high x, γ<0 ⇒ tail toward low x. Uses libm::erf.

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impl Model for SkewedGaussian

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fn jacobian(&self, x: &[f64], params: &[f64]) -> Vec<f64>

Analytical Jacobian of the skewed Gaussian.

Let g = exp(−½(dx/σ)²), β = γ/(σ√2), skew = 1 + erf(β·dx), erf_d = (2/√π)·exp(−(β·dx)²) (the erf derivative factor).

∂f/∂A = g · skew ∂f/∂center = A·g · [ dx/σ² · skew − β · erf_d ] (∂dx/∂c = −1) ∂f/∂sigma = A·g · [ dx²/σ³ · skew − β·dx/σ · erf_d ] ∂f/∂gamma = A·g · [ dx/(σ√2) · erf_d ]

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fn eval(&self, x: &[f64], params: &[f64]) -> f64

Evaluate the model at coordinate x with the given params. Read more
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fn jacobian_into(&self, x: &[f64], params: &[f64], out: &mut [f64])

Fill a pre-allocated slice with Jacobian values (one entry per parameter). Read more
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fn param_names(&self) -> Vec<Cow<'static, str>>

Ordered parameter names, matching the layout expected by eval and jacobian. Read more
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fn eval_slice_into(&self, xs: &[f64], params: &[f64], out: &mut [f64])

Batch evaluation of a 1-D model: fill out[i] = eval([xs[i]], params). Read more
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fn jac_slice_into(&self, xs: &[f64], params: &[f64], out: &mut [f64])

Batch Jacobian for a 1-D model: fill out in row-major layout [i * params.len() + j] = d(model)/d(params[j]) at xs[i]. Read more
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fn n_dims(&self) -> usize

Number of coordinate dimensions consumed from x. Defaults to 1.

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

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fn type_id(&self) -> TypeId

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impl<T> Borrow<T> for T
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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
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fn borrow_mut(&mut self) -> &mut T

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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
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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, U> TryFrom<U> for 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.