Struct TimeCrystal 

pub struct TimeCrystal {
    pub id: Uuid,
    pub name: String,
    pub period: TemporalPeriod,
    pub occurrences: Vec<TemporalOccurrence>,
    pub distribution: Vec<f32>,
    pub confidence: f32,
    pub created_at: DateTime<Utc>,
    pub updated_at: DateTime<Utc>,
}

A time crystal capturing periodic behavior patterns.

Named after the physics concept of time crystals that exhibit periodic structure in time rather than space.

Fields

id: Uuid

Unique identifier.

name: String

Pattern name/description.

period: TemporalPeriod

The periodic interval of this pattern.

occurrences: Vec<TemporalOccurrence>

Observed occurrences within the period.

distribution: Vec<f32>

Computed distribution over the period.

confidence: f32

Confidence in this pattern (0.0 to 1.0).

created_at: DateTime<Utc>

When this crystal was created.

updated_at: DateTime<Utc>

When this crystal was last updated.

Implementations

impl TimeCrystal

pub fn new(name: impl Into<String>, period: TemporalPeriod) -> Self

Create a new time crystal for a given period.

pub fn record(&mut self, timestamp: DateTime<Utc>, value: f32)

Record an occurrence at a specific time.

pub fn record_now(&mut self, value: f32)

Record an occurrence now.

pub fn predict(&self, timestamp: &DateTime<Utc>) -> f32

Get the expected value at a given time.

pub fn predict_now(&self) -> f32

Get the expected value now.

pub fn best_time(&self) -> usize

Find the best time within the period for high values.

pub fn is_anomalous( &self, timestamp: &DateTime<Utc>, value: f32, threshold: f32, ) -> bool

Check if current time is anomalous compared to pattern.

pub fn period_description(&self) -> String

Get the period description.

Trait Implementations

impl Clone for TimeCrystal

fn clone(&self) -> TimeCrystal

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for TimeCrystal

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for TimeCrystal

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for TimeCrystal

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.