Skip to main content

StreamingAnalyzer

Struct StreamingAnalyzer 

Source
pub struct StreamingAnalyzer<F: Float + Debug> { /* private fields */ }
Expand description

Core streaming time series analyzer

This is the main interface for streaming time series analysis, providing a unified API for real-time analysis capabilities.

Implementations§

Source§

impl<F: Float + Debug + Clone + FromPrimitive> StreamingAnalyzer<F>

Source

pub fn new(config: StreamConfig) -> Result<Self>

Create new streaming analyzer with default configuration

Source

pub fn add_observation(&mut self, value: F) -> Result<()>

Add new observation to the analyzer

Source

pub fn get_stats(&self) -> &OnlineStats<F>

Get current statistics

Source

pub fn get_ewma(&self) -> Option<F>

Get current EWMA value

Source

pub fn detect_change(&self) -> bool

Check for change points

Source

pub fn get_change_signal(&self) -> (F, F)

Get change detection signal value

Source

pub fn get_buffer(&self) -> &VecDeque<F>

Get recent observations buffer

Source

pub fn get_config(&self) -> &StreamConfig

Get configuration

Source

pub fn time_since_update(&self) -> Duration

Get time since last update

Source

pub fn reset(&mut self)

Reset the analyzer state

Source

pub fn cleanup_memory(&mut self)

Perform automatic memory cleanup if threshold is reached

Source

pub fn get_change_points(&self) -> Vec<ChangePoint>

Get change points (compatibility method)

Source

pub fn is_outlier(&self, value: F) -> bool

Check if a value is an outlier (simple implementation)

Source

pub fn forecast(&self, _steps: usize) -> Result<Array1<F>>

Simple forecast method (compatibility)

Source

pub fn observation_count(&self) -> usize

Get observation count

Source

pub fn buffer_size(&self) -> usize

Get buffer size

Source

pub fn time_since_last_update(&self) -> Duration

Get time since last update (alias for compatibility)

Trait Implementations§

Source§

impl<F: Debug + Float + Debug> Debug for StreamingAnalyzer<F>

Source§

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl<F> Freeze for StreamingAnalyzer<F>
where F: Freeze,

§

impl<F> RefUnwindSafe for StreamingAnalyzer<F>
where F: RefUnwindSafe,

§

impl<F> Send for StreamingAnalyzer<F>
where F: Send,

§

impl<F> Sync for StreamingAnalyzer<F>
where F: Sync,

§

impl<F> Unpin for StreamingAnalyzer<F>
where F: Unpin,

§

impl<F> UnsafeUnpin for StreamingAnalyzer<F>
where F: UnsafeUnpin,

§

impl<F> UnwindSafe for StreamingAnalyzer<F>
where F: UnwindSafe,

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

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

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

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

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

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

Initializes a with the given initializer. Read more
Source§

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

Dereferences the given pointer. Read more
Source§

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

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

Source§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
Source§

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
Source§

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
Source§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

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

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<S, T> Upcast<T> for S
where T: UpcastFrom<S> + ?Sized, S: ?Sized,

Source§

fn upcast(&self) -> &T
where Self: ErasableGeneric, T: ErasableGeneric<Repr = Self::Repr>,

Perform a zero-cost type-safe upcast to a wider ref type within the Wasm bindgen generics type system. Read more
Source§

fn upcast_into(self) -> T
where Self: Sized + ErasableGeneric, T: ErasableGeneric<Repr = Self::Repr>,

Perform a zero-cost type-safe upcast to a wider type within the Wasm bindgen generics type system. Read more
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V

Source§

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