pub struct ClassificationMetrics {
pub accuracy: f64,
pub precision: f64,
pub recall: f64,
pub f1_score: f64,
pub auc: f64,
pub confusion_matrix: Array2<f64>,
pub class_accuracies: Vec<f64>,
pub class_labels: Vec<String>,
pub average_loss: f64,
}Expand description
Metrics for evaluating classification performance
Fields§
§accuracy: f64Accuracy (ratio of correctly classified samples)
precision: f64Precision (ratio of correctly predicted positive observations to the total predicted positives)
recall: f64Recall (ratio of correctly predicted positive observations to all actual positives)
f1_score: f64F1 score (harmonic mean of precision and recall)
auc: f64Area under the ROC curve
confusion_matrix: Array2<f64>Confusion matrix
class_accuracies: Vec<f64>Per-class accuracy values
class_labels: Vec<String>Class labels
average_loss: f64Average loss value
Trait Implementations§
Source§impl Clone for ClassificationMetrics
impl Clone for ClassificationMetrics
Source§fn clone(&self) -> ClassificationMetrics
fn clone(&self) -> ClassificationMetrics
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for ClassificationMetrics
impl RefUnwindSafe for ClassificationMetrics
impl Send for ClassificationMetrics
impl Sync for ClassificationMetrics
impl Unpin for ClassificationMetrics
impl UnwindSafe for ClassificationMetrics
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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>
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impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.