Struct light_curve_feature::features::Bins

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pub struct Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,
{ /* private fields */ }
Expand description

Sampled time series meta-feature

Binning time series to bins with width $\mathrm{window}$ with respect to some $\mathrm{offset}$. $j-th$ bin interval is $[j \cdot \mathrm{window} + \mathrm{offset}; (j + 1) \cdot \mathrm{window} + \mathrm{offset})$. Binned time series is defined by $$ t_j^* = (j + \frac12) \cdot \mathrm{window} + \mathrm{offset}, $$ $$ m_j^* = \frac{\sum{m_i / \delta_i^2}}{\sum{\delta_i^{-2}}}, $$ $$ \delta_j^* = \frac{N_j}{\sum{\delta_i^{-2}}}, $$ where $N_j$ is a number of sampling observations and all sums are over observations inside considering bin. Bins takes any other feature evaluators to extract features from sample time series

  • Depends on: time, magnitude, magnitude error
  • Minimum number of observations: as required by sub-features, but at least 1
  • Number of features: as provided by sub-features

Implementations§

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impl<T, F> Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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pub fn new(window: T, offset: T) -> Self

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pub fn set_window(&mut self, window: T) -> &mut Self

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pub fn set_offset(&mut self, offset: T) -> &mut Self

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pub fn add_feature(&mut self, feature: F) -> &mut Self

Extend a feature to extract from binned time series

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pub fn default_window() -> T

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pub fn default_offset() -> T

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impl<T, F> Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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pub const fn doc() -> &'static str

Trait Implementations§

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impl<T, F> Clone for Bins<T, F>
where T: Float + Clone, F: FeatureEvaluator<T> + Clone,

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fn clone(&self) -> Bins<T, F>

Returns a copy 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, F> Debug for Bins<T, F>
where T: Float + Debug, F: FeatureEvaluator<T> + Debug,

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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<T, F> Default for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de, T, F> Deserialize<'de> for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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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<T, F> EvaluatorInfoTrait for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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fn get_info(&self) -> &EvaluatorInfo

Get feature evaluator meta-information
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fn size_hint(&self) -> usize

Size of vectors returned by eval(), get_names() and get_descriptions()
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fn min_ts_length(&self) -> usize

Minimum time series length required to successfully evaluate feature
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fn is_t_required(&self) -> bool

If time array used by the feature
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fn is_m_required(&self) -> bool

If magnitude array is used by the feature
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fn is_w_required(&self) -> bool

If weight array is used by the feature
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fn is_sorting_required(&self) -> bool

If feature requires time-sorting on the input TimeSeries
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impl<T, F> FeatureEvaluator<T> for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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fn eval(&self, ts: &mut TimeSeries<'_, T>) -> Result<Vec<T>, EvaluatorError>

Vector of feature values or EvaluatorError
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fn eval_or_fill(&self, ts: &mut TimeSeries<'_, T>, fill_value: T) -> Vec<T>

Returns vector of feature values and fill invalid components with given value
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fn check_ts_length( &self, ts: &TimeSeries<'_, T> ) -> Result<usize, EvaluatorError>

Checks if TimeSeries has enough points to evaluate the feature
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impl<T, F> FeatureNamesDescriptionsTrait for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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fn get_names(&self) -> Vec<&str>

Vector of feature names. The length and feature order corresponds to eval() output
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fn get_descriptions(&self) -> Vec<&str>

Vector of feature descriptions. The length and feature order corresponds to eval() output
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impl<T> From<Bins<T, Feature<T>>> for Feature<T>
where T: Float,

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fn from(v: Bins<T, Self>) -> Feature<T>

Converts to this type from the input type.
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impl<T, F> JsonSchema for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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fn is_referenceable() -> bool

Whether JSON Schemas generated for this type should be re-used where possible using the $ref keyword. Read more
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fn schema_name() -> String

The name of the generated JSON Schema. Read more
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fn json_schema(gen: &mut SchemaGenerator) -> Schema

Generates a JSON Schema for this type. Read more
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fn schema_id() -> Cow<'static, str>

Returns a string that uniquely identifies the schema produced by this type. Read more
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impl<T, F> Serialize for Bins<T, F>
where T: Float, F: FeatureEvaluator<T>,

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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<T> TryInto<Bins<T, Feature<T>>> for Feature<T>
where T: Float,

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type Error = &'static str

The type returned in the event of a conversion error.
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fn try_into( self ) -> Result<Bins<T, Self>, <Self as TryInto<Bins<T, Self>>>::Error>

Performs the conversion.

Auto Trait Implementations§

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impl<T, F> Freeze for Bins<T, F>
where T: Freeze,

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impl<T, F> RefUnwindSafe for Bins<T, F>

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impl<T, F> Send for Bins<T, F>

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impl<T, F> Sync for Bins<T, F>
where F: Sync,

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impl<T, F> Unpin for Bins<T, F>
where T: Unpin, F: Unpin,

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impl<T, F> UnwindSafe for Bins<T, F>
where T: UnwindSafe, F: 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<Src, Scheme> ApproxFrom<Src, Scheme> for Src
where Scheme: ApproxScheme,

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type Err = NoError

The error type produced by a failed conversion.
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fn approx_from(src: Src) -> Result<Src, <Src as ApproxFrom<Src, Scheme>>::Err>

Convert the given value into an approximately equivalent representation.
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impl<Dst, Src, Scheme> ApproxInto<Dst, Scheme> for Src
where Dst: ApproxFrom<Src, Scheme>, Scheme: ApproxScheme,

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type Err = <Dst as ApproxFrom<Src, Scheme>>::Err

The error type produced by a failed conversion.
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fn approx_into(self) -> Result<Dst, <Src as ApproxInto<Dst, Scheme>>::Err>

Convert the subject into an approximately equivalent representation.
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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, Dst> ConvAsUtil<Dst> for T

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fn approx(self) -> Result<Dst, Self::Err>
where Self: Sized + ApproxInto<Dst>,

Approximate the subject with the default scheme.
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fn approx_by<Scheme>(self) -> Result<Dst, Self::Err>
where Self: Sized + ApproxInto<Dst, Scheme>, Scheme: ApproxScheme,

Approximate the subject with a specific scheme.
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impl<T> ConvUtil for T

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fn approx_as<Dst>(self) -> Result<Dst, Self::Err>
where Self: Sized + ApproxInto<Dst>,

Approximate the subject to a given type with the default scheme.
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fn approx_as_by<Dst, Scheme>(self) -> Result<Dst, Self::Err>
where Self: Sized + ApproxInto<Dst, Scheme>, Scheme: ApproxScheme,

Approximate the subject to a given type with a specific scheme.
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fn into_as<Dst>(self) -> Dst
where Self: Sized + Into<Dst>,

Convert the subject to a given type.
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fn try_as<Dst>(self) -> Result<Dst, Self::Err>
where Self: Sized + TryInto<Dst>,

Attempt to convert the subject to a given type.
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fn value_as<Dst>(self) -> Result<Dst, Self::Err>
where Self: Sized + ValueInto<Dst>,

Attempt a value conversion of the subject to a given type.
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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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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> 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<Src> TryFrom<Src> for Src

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type Err = NoError

The error type produced by a failed conversion.
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fn try_from(src: Src) -> Result<Src, <Src as TryFrom<Src>>::Err>

Convert the given value into the subject type.
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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<Src, Dst> TryInto<Dst> for Src
where Dst: TryFrom<Src>,

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type Err = <Dst as TryFrom<Src>>::Err

The error type produced by a failed conversion.
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fn try_into(self) -> Result<Dst, <Src as TryInto<Dst>>::Err>

Convert the subject into the destination type.
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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

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impl<Src> ValueFrom<Src> for Src

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type Err = NoError

The error type produced by a failed conversion.
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fn value_from(src: Src) -> Result<Src, <Src as ValueFrom<Src>>::Err>

Convert the given value into an exactly equivalent representation.
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impl<Src, Dst> ValueInto<Dst> for Src
where Dst: ValueFrom<Src>,

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type Err = <Dst as ValueFrom<Src>>::Err

The error type produced by a failed conversion.
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fn value_into(self) -> Result<Dst, <Src as ValueInto<Dst>>::Err>

Convert the subject into an exactly equivalent representation.
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impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,