Struct AddNoise

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pub struct AddNoise {
    pub name: String,
    pub noise_type: NoiseType,
    pub bounds: Option<(f64, f64)>,
    pub mean: Option<f64>,
    pub std_dev: Option<f64>,
    pub p: f64,
}

Expand description

Augmenter that allows different types of noise injection

Noise types:

Uniform: Adds uniform noise within the given bounds given through the parameter bounds
Gaussian: Adds gaussian noise with the specified mean and standard deviation according to the corresponding parameters
Spike: Adds a spike in the series with a random magnitude (in the range specified by bounds of the standard deviation of the original time series
Slope: Adds a linear slope trend to the series with a random slope in the range specified by bounds

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§name: String§noise_type: NoiseType§bounds: Option<(f64, f64)>§mean: Option<f64>§std_dev: Option<f64>§p: f64

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impl AddNoise

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pub fn new( noise_type: NoiseType, bounds: Option<(f64, f64)>, mean: Option<f64>, std_dev: Option<f64>, ) -> Self

Trait Implementations§

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impl Augmenter for AddNoise

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fn augment_one(&self, x: &[f64]) -> Vec<f64>

Augment one time series Read more

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fn get_probability(&self) -> f64

Get the probability that this augmenter will augment a series in a batch

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fn set_probability(&mut self, probability: f64)

By setting a probability with this function the augmenter will only augment a series in a batch with the specified probability

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fn get_name(&self) -> String

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fn augment_batch(&self, input: &mut Dataset, parallel: bool, per_sample: bool)
where Self: Sync,

Augment a whole batch Read more

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fn supports_per_sample(&self) -> bool

Indicate whether this augmenter supports per-sample chaining. By default, return true. Augmenters that need a batch level view should override this to return false.

Auto Trait Implementations§

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impl UnwindSafe for AddNoise

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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

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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> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided [Span], returning an Instrumented wrapper. Read more

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fn in_current_span(self) -> Instrumented<Self>

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impl<T, U> Into 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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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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