SARIMA++

server/src/services/analytic_service/analytic_unit/anomaly_analytic_unit.rs

@@ -9,8 +9,26 @@ use subbeat::metric::MetricResult;
 
 use chrono::prelude::*;
 
+
+// TODO: move to config
+const DETECTION_STEP: u64 = 10;
+
+// offset from intex in timrange in seconds
+fn get_value_with_offset(ts: &Vec<(u64, f64)>, index: usize, offset: u64) -> anyhow::Result<f64> {
+    // TODO: implement
+    if index == 0 {
+        return Err(anyhow::format_err!("index should be > 0"));
+    }
+    return Ok(0.0);
+    // let step =
+    // let index_candidate =
+    // let intex_candidate =
+}
+
+
+
 struct SARIMA {
-    pub ts: Vec<f64>,
+    pub ts: Vec<(u64, f64)>,
     pub seasonality: u64,
 }
 
@@ -22,8 +40,26 @@ impl SARIMA {
         };
     }
 
-    pub fn learn(&mut self, ts: &Vec<(u64, f64)>) {
+    pub fn learn(&mut self, ts: &Vec<(u64, f64)>) -> anyhow::Result<()> {
+
+        if ts.len() < 2 {
+            return Err(anyhow::format_err!("to short timeserie to learn from"));
+        }
+        // TODO: ensure capacity with seasonality size
+        let res_ts = Vec::<(u64, f64)>::new();
+        let from = ts[0].0;
+        let to = ts.last().unwrap().0;
+        
+        if to - from != 3 * self.seasonality {
+            return Err(anyhow::format_err!("timeserie to learn from should be 3 * sasonality"));
+        }
+
         // TODO: compute avg based on seasonality
+
+        self.ts = res_ts;
+
+        return Ok(());
+        
     }
     pub fn predict(&self, timestamp: u64, value: f64) -> (f64, f64, f64) {
         // TODO: implement
@@ -37,20 +73,7 @@ impl SARIMA {
     // TODO: don't count NaNs in model
 }
 
-// TODO: move to config
-const DETECTION_STEP: u64 = 10;
 
-// offset from intex in timrange in seconds
-fn get_value_with_offset(ts: &Vec<(u64, f64)>, index: usize, offset: u64) -> anyhow::Result<f64> {
-    // TODO: implement
-    if index == 0 {
-        return Err(anyhow::format_err!("index should be > 0"));
-    }
-    return Ok(0.0);
-    // let step =
-    // let index_candidate =
-    // let intex_candidate =
-}
 
 pub struct AnomalyAnalyticUnit {
     config: AnomalyConfig,