CentroidTracker

Struct CentroidTracker 

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pub struct CentroidTracker<T: Clone + Eq + Hash> { /* private fields */ }
Expand description

Centroid tracker for efficient incremental mode computation

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impl<T: Clone + Eq + Hash> CentroidTracker<T>

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pub fn new(num_features: usize) -> Self

Create a new centroid tracker with the given number of features

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pub fn add_point(&mut self, point_idx: usize, values: &[T]) -> Result<()>

Add a data point to this centroid

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pub fn remove_point(&mut self, point_idx: usize) -> Result<()>

Remove a data point from this centroid

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pub fn get_centroid(&self) -> Result<Vec<T>>

Get the current centroid (modes for each feature)

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pub fn is_empty(&self) -> bool

Check if the centroid is empty (no points assigned)

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pub fn clear(&mut self)

Clear all assignments

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pub fn init_with_points<I>( &mut self, data: ArrayView2<'_, T>, point_indices: I, ) -> Result<()>
where I: IntoIterator<Item = usize>,

Initialize with a set of data points

Trait Implementations§

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impl<T: Clone + Clone + Eq + Hash> Clone for CentroidTracker<T>

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fn clone(&self) -> CentroidTracker<T>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug + Clone + Eq + Hash> Debug for CentroidTracker<T>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for CentroidTracker<T>

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impl<T> RefUnwindSafe for CentroidTracker<T>
where T: RefUnwindSafe,

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impl<T> Send for CentroidTracker<T>
where T: Send,

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impl<T> Sync for CentroidTracker<T>
where T: Sync,

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impl<T> Unpin for CentroidTracker<T>
where T: Unpin,

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impl<T> UnwindSafe for CentroidTracker<T>
where T: UnwindSafe,

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<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> 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> IntoEither for T

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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 more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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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, 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