//! Behaviour Vector Engine. //! //! Raw events are folded into a compact per-process vector that decays over //! time. Raw events themselves are short-lived; the vector is what persists. use crate::event::EventKind; /// Half-life of behavioural memory (simulated ms). const HALF_LIFE_MS: f32 = 60_000.0; #[derive(Clone, Copy, Debug, Default)] pub struct BehaviorVector { pub network: f32, pub filesystem: f32, pub memory: f32, pub privilege: f32, pub injection: f32, pub persistence: f32, } impl BehaviorVector { /// Exponential decay toward zero. pub fn decay(&mut self, dt_ms: u64) { let f = 0.5f32.powf(dt_ms as f32 / HALF_LIFE_MS); self.network *= f; self.filesystem *= f; self.memory *= f; self.privilege *= f; self.injection *= f; self.persistence *= f; } /// Fold one event into the vector. pub fn apply(&mut self, kind: EventKind) { use EventKind::*; match kind { NetworkConnect => self.network += 1.0, FileWrite => self.filesystem += 1.0, RwxAlloc => self.memory += 3.0, UnsignedModuleLoad => self.memory += 2.0, PrivilegeEscalation => self.privilege += 3.0, CredentialAccess => self.privilege += 4.0, RemoteThreadInjection => self.injection += 4.0, PersistenceWrite => self.persistence += 3.0, TempExecution => self.filesystem += 2.0, DeletedExecutable => self.memory += 2.0, _ => {} } } /// Rough single-number summary (used only for display). pub fn magnitude(&self) -> f32 { (self.network.powi(2) + self.filesystem.powi(2) + self.memory.powi(2) + self.privilege.powi(2) + self.injection.powi(2) + self.persistence.powi(2)) .sqrt() } } #[cfg(test)] mod tests { use super::*; #[test] fn decay_halves_after_half_life() { let mut v = BehaviorVector::default(); v.apply(EventKind::NetworkConnect); v.apply(EventKind::NetworkConnect); assert!((v.network - 2.0).abs() < 1e-6); v.decay(60_000); assert!((v.network - 1.0).abs() < 1e-3); } #[test] fn injection_weighs_more_than_file_io() { let mut a = BehaviorVector::default(); let mut b = BehaviorVector::default(); a.apply(EventKind::RemoteThreadInjection); b.apply(EventKind::FileWrite); assert!(a.magnitude() > b.magnitude()); } }