RocCurve

Struct RocCurve 

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pub struct RocCurve<T: Scalar> {
    pub points: Vec<RocPoint<T>>,
    /* private fields */
}
Expand description

Represents a full roc curve

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§points: Vec<RocPoint<T>>

Roc curve points

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impl<T: Scalar> RocCurve<T>

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pub fn compute( scores: &Vec<T>, labels: &Vec<bool>, ) -> Result<RocCurve<T>, EvalError>

Computes the roc curve from the provided data

§Arguments
  • scores - vector of scores
  • labels - vector of labels
§Errors

An invalid input error will be returned if either scores or labels are empty or contain a single data point, or if their lengths do not match. An undefined metric error will be returned if scores contain any value that is not finite or if labels are all constant.

§Examples
use eval_metrics::classification::RocCurve;
let scores = vec![0.4, 0.7, 0.1, 0.3, 0.9];
let labels = vec![false, true, false, true, true];
let roc = RocCurve::compute(&scores, &labels)?;
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pub fn auc(&self) -> T

Computes AUC from the roc curve

Trait Implementations§

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impl<T: Clone + Scalar> Clone for RocCurve<T>

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fn clone(&self) -> RocCurve<T>

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

Performs copy-assignment from source. Read more
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impl<T: Debug + Scalar> Debug for RocCurve<T>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for RocCurve<T>

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impl<T> RefUnwindSafe for RocCurve<T>
where T: RefUnwindSafe,

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impl<T> Send for RocCurve<T>
where T: Send,

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impl<T> Sync for RocCurve<T>
where T: Sync,

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impl<T> Unpin for RocCurve<T>
where T: Unpin,

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impl<T> UnwindSafe for RocCurve<T>
where T: UnwindSafe,

Blanket 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> CloneToUninit for T
where T: Clone,

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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
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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> 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, 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.