pub struct LimeAnalysisResult {
pub timestamp: DateTime<Utc>,
pub local_coefficients: HashMap<String, f64>,
pub feature_names: Vec<String>,
pub local_r_squared: f64,
pub intercept: f64,
pub feature_importance: Vec<FeatureImportance>,
pub perturbation_analysis: PerturbationAnalysis,
pub neighborhood_stats: NeighborhoodStats,
pub local_fidelity: f64,
}Expand description
LIME (Local Interpretable Model-agnostic Explanations) analysis result
Fields§
§timestamp: DateTime<Utc>Analysis timestamp
local_coefficients: HashMap<String, f64>Local model coefficients
feature_names: Vec<String>Feature names
local_r_squared: f64Local model R-squared
intercept: f64Local model intercept
feature_importance: Vec<FeatureImportance>Feature importance scores
perturbation_analysis: PerturbationAnalysisPerturbation analysis
neighborhood_stats: NeighborhoodStatsLocal neighborhood statistics
local_fidelity: f64Model fidelity in local region
Trait Implementations§
Source§impl Clone for LimeAnalysisResult
impl Clone for LimeAnalysisResult
Source§fn clone(&self) -> LimeAnalysisResult
fn clone(&self) -> LimeAnalysisResult
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 LimeAnalysisResult
impl Debug for LimeAnalysisResult
Source§impl<'de> Deserialize<'de> for LimeAnalysisResult
impl<'de> Deserialize<'de> for LimeAnalysisResult
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 LimeAnalysisResult
impl RefUnwindSafe for LimeAnalysisResult
impl Send for LimeAnalysisResult
impl Sync for LimeAnalysisResult
impl Unpin for LimeAnalysisResult
impl UnsafeUnpin for LimeAnalysisResult
impl UnwindSafe for LimeAnalysisResult
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
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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>,
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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>
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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>
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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
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
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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.