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Gmm

flow_utils::clustering

Struct Gmm

pub struct Gmm;

Expand description

Gaussian Mixture Model clustering

Implementations§

impl Gmm

pub fn fit_from_rows( data_rows: Vec<Vec<f64>>, config: &GmmConfig, ) -> ClusteringResult<GmmResult>

Fit GMM clustering model to data from raw vectors

Helper function to accept Vec<Vec> for version compatibility

§Arguments

data_rows - Input data as rows (n_samples × n_features)
config - Configuration for GMM

§Returns

GmmResult with component assignments and means

pub fn fit( data: &Array2<f64>, config: &GmmConfig, ) -> ClusteringResult<GmmResult>

Perform GMM clustering

§Arguments

data - Input data matrix (n_samples × n_features)
config - Configuration for GMM

§Returns

GmmResult with cluster assignments and means

Auto Trait Implementations§

impl Freeze for Gmm

impl RefUnwindSafe for Gmm

impl Send for Gmm

impl Sync for Gmm

impl Unpin for Gmm

impl UnwindSafe for Gmm

Blanket Implementations§

impl<T> Any for T
where T: 'static + ?Sized,

fn type_id(&self) -> TypeId

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impl<T> Borrow<T> for T
where T: ?Sized,

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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<T> From<T> for T

fn from(t: T) -> T

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impl<T, U> Into<U> for T
where U: From<T>,

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Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> IntoEither for T

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

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

impl<T> Pointable for T

const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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unsafe fn deref<'a>(ptr: usize) -> &'a T

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unsafe fn drop(ptr: usize)

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impl<T, U> TryFrom<U> for T
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type Error = Infallible

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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

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impl<V, T> VZip<V> for T
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fn vzip(self) -> V