pub struct ShapSummary {
pub total_positive_contribution: f64,
pub total_negative_contribution: f64,
pub num_important_features: usize,
pub importance_distribution: HashMap<String, f64>,
pub explanation_completeness: f64,
}Expand description
SHAP analysis summary
Fields§
§total_positive_contribution: f64Total positive contribution
total_negative_contribution: f64Total negative contribution
num_important_features: usizeNumber of important features (above threshold)
importance_distribution: HashMap<String, f64>Feature importance distribution
explanation_completeness: f64Model explanation completeness (0.0 to 1.0)
Trait Implementations§
Source§impl Clone for ShapSummary
impl Clone for ShapSummary
Source§fn clone(&self) -> ShapSummary
fn clone(&self) -> ShapSummary
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for ShapSummary
impl Debug for ShapSummary
Source§impl<'de> Deserialize<'de> for ShapSummary
impl<'de> Deserialize<'de> for ShapSummary
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Auto Trait Implementations§
impl Freeze for ShapSummary
impl RefUnwindSafe for ShapSummary
impl Send for ShapSummary
impl Sync for ShapSummary
impl Unpin for ShapSummary
impl UnsafeUnpin for ShapSummary
impl UnwindSafe for ShapSummary
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
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> ConfigSerializable for Twhere
T: Serialize + for<'de> Deserialize<'de>,
impl<T> ConfigSerializable for Twhere
T: Serialize + for<'de> Deserialize<'de>,
Source§fn save_to_file(&self, path: &Path) -> Result<(), TrustformersError>
fn save_to_file(&self, path: &Path) -> Result<(), TrustformersError>
Save to file
Source§fn load_from_file(path: &Path) -> Result<Self, TrustformersError>where
Self: Sized,
fn load_from_file(path: &Path) -> Result<Self, TrustformersError>where
Self: Sized,
Load from file
impl<T> DeserializeOwned for Twhere
T: for<'de> Deserialize<'de>,
Source§impl<T> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
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>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
impl<T> Read<Exclusive, BecauseExclusive> for Twhere
T: ?Sized,
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.