pub struct ShapAnalysisResult {
pub timestamp: DateTime<Utc>,
pub shap_values: HashMap<String, f64>,
pub feature_names: Vec<String>,
pub base_value: f64,
pub prediction: f64,
pub feature_contributions: Vec<FeatureContribution>,
pub top_positive_features: Vec<FeatureContribution>,
pub top_negative_features: Vec<FeatureContribution>,
pub interaction_values: Option<HashMap<(String, String), f64>>,
pub summary: ShapSummary,
}Expand description
SHAP (SHapley Additive exPlanations) analysis result
Fields§
§timestamp: DateTime<Utc>Analysis timestamp
shap_values: HashMap<String, f64>SHAP values for each feature
feature_names: Vec<String>Feature names
base_value: f64Base value (expected model output)
prediction: f64Model prediction
feature_contributions: Vec<FeatureContribution>Feature contributions (sorted by importance)
top_positive_features: Vec<FeatureContribution>Top positive features
top_negative_features: Vec<FeatureContribution>Top negative features
interaction_values: Option<HashMap<(String, String), f64>>SHAP interaction values (if computed)
summary: ShapSummarySummary statistics
Trait Implementations§
Source§impl Clone for ShapAnalysisResult
impl Clone for ShapAnalysisResult
Source§fn clone(&self) -> ShapAnalysisResult
fn clone(&self) -> ShapAnalysisResult
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 ShapAnalysisResult
impl Debug for ShapAnalysisResult
Source§impl<'de> Deserialize<'de> for ShapAnalysisResult
impl<'de> Deserialize<'de> for ShapAnalysisResult
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 ShapAnalysisResult
impl RefUnwindSafe for ShapAnalysisResult
impl Send for ShapAnalysisResult
impl Sync for ShapAnalysisResult
impl Unpin for ShapAnalysisResult
impl UnsafeUnpin for ShapAnalysisResult
impl UnwindSafe for ShapAnalysisResult
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
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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
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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
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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
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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
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.