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ShapError

Enum ShapError 

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pub enum ShapError {
Show 16 variants DimensionMismatch { expected: String, found: String, }, InvalidFeatureIndex { index: usize, n_features: usize, }, InvalidSampleIndex { index: usize, n_samples: usize, }, InvalidOutputIndex { index: usize, n_outputs: usize, }, EmptyData, EmptyBackground, InvalidConfiguration(String), ModelError(String), MaskerError(String), NumericalError(String), SolverError(String), Unsupported(String), AdditivityError { expected: f64, actual: f64, difference: f64, tolerance: f64, }, MissingMetadata(String), OutputDimensionMismatch { expected: usize, found: usize, }, Other(String),
}
Expand description

Errors that can occur while constructing or evaluating SHAP explainers.

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DimensionMismatch

Two or more arrays have incompatible dimensions.

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§expected: String
§found: String
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InvalidFeatureIndex

A feature index is outside the valid feature range.

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§index: usize
§n_features: usize
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InvalidSampleIndex

A sample index is outside the valid sample range.

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§index: usize
§n_samples: usize
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InvalidOutputIndex

An output index is outside the valid model-output range.

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§index: usize
§n_outputs: usize
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EmptyData

The supplied data contains no samples.

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EmptyBackground

The supplied background dataset contains no samples.

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InvalidConfiguration(String)

An invalid configuration was supplied to an explainer or component.

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ModelError(String)

A model prediction failed.

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MaskerError(String)

A masking operation failed.

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NumericalError(String)

A numerical operation failed.

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SolverError(String)

A linear-system or weighted least-squares solver failed.

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Unsupported(String)

The requested functionality is not supported.

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AdditivityError

An explanation failed the SHAP additivity check.

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§expected: f64
§actual: f64
§difference: f64
§tolerance: f64
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MissingMetadata(String)

A required feature name or other metadata item was missing.

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OutputDimensionMismatch

An operation was requested with incompatible output dimensions.

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§expected: usize
§found: usize
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Other(String)

An underlying error that does not have a more specific SHAP error type.

Trait Implementations§

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impl Clone for ShapError

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fn clone(&self) -> ShapError

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for ShapError

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

Formats the value using the given formatter. Read more
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impl<'de> Deserialize<'de> for ShapError

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Display for ShapError

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

Formats the value using the given formatter. Read more
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impl Error for ShapError

1.30.0 · Source§

fn source(&self) -> Option<&(dyn Error + 'static)>

Returns the lower-level source of this error, if any. Read more
1.0.0 · Source§

fn description(&self) -> &str

👎Deprecated since 1.42.0:

use the Display impl or to_string()

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fn cause(&self) -> Option<&dyn Error>

👎Deprecated since 1.33.0:

replaced by Error::source, which can support downcasting

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fn provide<'a>(&'a self, request: &mut Request<'a>)

🔬This is a nightly-only experimental API. (error_generic_member_access)
Provides type-based access to context intended for error reports. Read more
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impl PartialEq for ShapError

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fn eq(&self, other: &ShapError) -> bool

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl Serialize for ShapError

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl StructuralPartialEq for ShapError

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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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

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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> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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> ToString for T
where T: Display + ?Sized,

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fn to_string(&self) -> String

Converts the given value to a String. 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.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V