pub struct PatternClusterer { /* private fields */ }Expand description
Pattern clustering using K-means
Groups similar commits into clusters for pattern discovery
Implementations§
Source§impl PatternClusterer
impl PatternClusterer
Sourcepub fn fit(&mut self, features: &[CommitFeatures]) -> Result<()>
pub fn fit(&mut self, features: &[CommitFeatures]) -> Result<()>
Fit clusters to data
Sourcepub fn predict(&self, features: &CommitFeatures) -> Result<usize>
pub fn predict(&self, features: &CommitFeatures) -> Result<usize>
Predict cluster for new features
Sourcepub fn predict_batch(&self, features: &[CommitFeatures]) -> Result<Vec<usize>>
pub fn predict_batch(&self, features: &[CommitFeatures]) -> Result<Vec<usize>>
Predict clusters for multiple features
Sourcepub fn inertia(&self, features: &[CommitFeatures]) -> Result<f32>
pub fn inertia(&self, features: &[CommitFeatures]) -> Result<f32>
Compute inertia (sum of squared distances to centroids)
Trait Implementations§
Auto Trait Implementations§
impl Freeze for PatternClusterer
impl RefUnwindSafe for PatternClusterer
impl Send for PatternClusterer
impl Sync for PatternClusterer
impl Unpin for PatternClusterer
impl UnwindSafe for PatternClusterer
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
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
Source§impl<T> PolicyExt for Twhere
T: ?Sized,
impl<T> PolicyExt 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.