Struct FairnessMetrics

Source

pub struct FairnessMetrics {
    pub disparate_impact_ratio: f32,
    pub equal_opportunity_diff: f32,
    pub demographic_parity_diff: f32,
    pub group_metrics: HashMap<String, GroupMetrics>,
    pub passed: bool,
}

Expand description

Fairness metrics result

Fields§

§disparate_impact_ratio: f32

Disparate Impact Ratio (should be >= 0.8)

§equal_opportunity_diff: f32

Equal Opportunity Difference (should be <= 0.1)

§demographic_parity_diff: f32

Demographic Parity Difference

§group_metrics: HashMap<String, GroupMetrics>

Per-group metrics

§passed: bool

Overall fairness passed

Implementations§

Source §

impl FairnessMetrics

Source

pub fn new( disparate_impact_ratio: f32, equal_opportunity_diff: f32, demographic_parity_diff: f32, config: &FairnessConfig, ) -> Self

Create new fairness metrics

Source

pub fn add_group(&mut self, group_name: String, metrics: GroupMetrics)

Add metrics for a specific group

Trait Implementations§

Source §

impl Clone for FairnessMetrics

Source §

fn clone(&self) -> FairnessMetrics

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

Source §

impl Debug for FairnessMetrics

Source §

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for FairnessMetrics

Blanket Implementations§

Source §

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

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<T> CloneToUninit for T
where T: Clone,

Source §

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

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

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

Source §

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

Source §