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MiniBatchDictionaryLearning

Struct MiniBatchDictionaryLearning 

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pub struct MiniBatchDictionaryLearning {
    pub components: Array2<f64>,
    pub n_components: usize,
    pub alpha: f64,
    pub batch_size: usize,
    pub n_iter: usize,
}
Expand description

Fitted MiniBatchDictionaryLearning.

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§components: Array2<f64>

Dictionary (n_components × d).

§n_components: usize

Kept rank.

§alpha: f64

L1 penalty α used.

§batch_size: usize

Batch size.

§n_iter: usize

Iterations run.

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impl MiniBatchDictionaryLearning

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pub fn fit(x: ArrayView2<'_, f64>, n_components: usize) -> Result<Self>

Fit with sklearn defaults alpha = 1.0, batch_size = 3, max_iter = 100, tol = 1e-3.

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pub fn fit_with( x: ArrayView2<'_, f64>, n_components: usize, alpha: f64, batch_size: usize, max_iter: usize, tol: f64, seed: u64, ) -> Result<Self>

Full-configuration fit.

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impl Clone for MiniBatchDictionaryLearning

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fn clone(&self) -> MiniBatchDictionaryLearning

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 MiniBatchDictionaryLearning

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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 MiniBatchDictionaryLearning

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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 PartialEq for MiniBatchDictionaryLearning

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fn eq(&self, other: &MiniBatchDictionaryLearning) -> 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 MiniBatchDictionaryLearning

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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 MiniBatchDictionaryLearning

Auto Trait 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> 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> 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 = !

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, !>

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.