linfa_logistic::error

Enum Error

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pub enum Error {
    LinfaError(Error),
    TooManyClasses,
    TooFewClasses,
    ArgMinError(Error),
    MismatchedShapes(usize, usize),
    InvalidValues,
    InitialParameterFeaturesMismatch {
        rows: usize,
        n_features: usize,
    },
    InitialParameterClassesMismatch {
        cols: usize,
        n_classes: usize,
    },
    InvalidGradientTolerance,
    InvalidAlpha,
    InvalidInitialParameters,
}

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LinfaError(Error)

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TooManyClasses

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TooFewClasses

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ArgMinError(Error)

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MismatchedShapes(usize, usize)

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InvalidValues

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InitialParameterFeaturesMismatch

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§rows: usize
§n_features: usize
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InitialParameterClassesMismatch

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§cols: usize
§n_classes: usize
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InvalidGradientTolerance

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InvalidAlpha

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InvalidInitialParameters

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impl Debug for Error

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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 Error

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

Formats the value using the given formatter. Read more
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impl Error for Error

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fn source(&self) -> Option<&(dyn Error + 'static)>

Returns the lower-level source of this error, if any. Read more
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fn description(&self) -> &str

👎Deprecated since 1.42.0: use the Display impl or to_string()
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fn cause(&self) -> Option<&dyn Error>

👎Deprecated since 1.33.0: replaced by Error::source, which can support downcasting
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fn provide<'a>(&'a self, request: &mut Request<'a>)

🔬This is a nightly-only experimental API. (error_generic_member_access)
Provides type-based access to context intended for error reports. Read more
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impl<C: Ord + Clone, F: Float, D: Data<Elem = F>, T: AsSingleTargets<Elem = C>> Fit<ArrayBase<D, Dim<[usize; 2]>>, T, Error> for ValidLogisticRegression<F>

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fn fit( &self, dataset: &DatasetBase<ArrayBase<D, Ix2>, T>, ) -> Result<Self::Object>

Given a 2-dimensional feature matrix array x with shape (n_samples, n_features) and an array of target classes to predict, create a FittedLinearRegression object which allows making predictions.

The array of target classes y must have exactly two discrete values, (e.g. 0 and 1, “cat” and “dog”, …), which represent the two different classes the model is supposed to predict.

The array y must also have exactly n_samples items, i.e. exactly as many items as there are rows in the feature matrix x.

This method returns an error if any of the preconditions are violated, i.e. any values are Inf or NaN, y doesn’t have as many items as x has rows, or if other parameters (gradient_tolerance, alpha) have been set to inalid values.

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type Object = FittedLogisticRegression<F, C>

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impl<C: Ord + Clone, F: Float, D: Data<Elem = F>, T: AsSingleTargets<Elem = C>> Fit<ArrayBase<D, Dim<[usize; 2]>>, T, Error> for ValidMultiLogisticRegression<F>

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fn fit( &self, dataset: &DatasetBase<ArrayBase<D, Ix2>, T>, ) -> Result<Self::Object>

Given a 2-dimensional feature matrix array x with shape (n_samples, n_features) and an array of target classes to predict, create a MultiFittedLogisticRegression object which allows making predictions. The target classes can have any number of discrete values.

This method returns an error if any of the preconditions are violated, i.e. any values are Inf or NaN, y doesn’t have as many items as x has rows, or if other parameters (gradient_tolerance, alpha) have been set to inalid values. The input features are also strongly recommended to be normalized to ensure numerical stability.

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type Object = MultiFittedLogisticRegression<F, C>

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impl From<Error> for Error

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fn from(source: Error) -> Self

Converts to this type from the input type.
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impl From<Error> for Error

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fn from(source: Error) -> Self

Converts to this type from the input type.

Auto Trait Implementations§

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impl Freeze for Error

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impl RefUnwindSafe for Error

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impl Send for Error

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impl Sync for Error

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impl Unpin for Error

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impl UnwindSafe for Error

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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> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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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<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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unsafe fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToString for T
where T: Display + ?Sized,

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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> DeserializeOwnedAlias for T

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impl<T> SendAlias for T

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impl<T> SerializeAlias for T

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impl<T> SyncAlias for T