//! Data quality monitoring with automated checks and remediation use crate::{DataRecord, Result, monitoring::EtlMetrics, state::StateManager}; use chrono::{DateTime, Utc}; use serde::{Deserialize, Serialize}; use std::collections::HashMap; use std::sync::Arc; use tokio::sync::RwLock; /// Quality monitoring configuration #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityConfig { pub enable_profiling: bool, pub enable_alerts: bool, pub quality_threshold: f64, } impl Default for QualityConfig { fn default() -> Self { Self { enable_profiling: true, enable_alerts: true, quality_threshold: 0.8, } } } /// Quality monitor pub struct QualityMonitor { config: QualityConfig, state_manager: Arc, metrics: Arc, rules: Arc>>, } /// Quality rule #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityRule { pub rule_id: String, pub name: String, pub description: Option, pub rule_type: QualityRuleType, pub threshold: f64, pub enabled: bool, } /// Types of quality rules #[derive(Debug, Clone, Serialize, Deserialize)] pub enum QualityRuleType { Completeness, Accuracy, Consistency, Uniqueness, Timeliness, Validity, } /// Quality metrics for a task #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityMetrics { pub task_id: String, pub quality_score: f64, pub timestamp: DateTime, } /// Quality check result #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityCheck { pub check_id: String, pub rule_id: String, pub timestamp: DateTime, pub passed: bool, pub score: f64, pub details: HashMap, } /// Quality report #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityReport { pub report_id: String, pub dataset: String, pub timestamp: DateTime, pub overall_score: f64, pub checks: Vec, pub recommendations: Vec, } /// Quality alert #[derive(Debug, Clone, Serialize, Deserialize)] pub struct QualityAlert { pub alert_id: String, pub severity: AlertSeverity, pub message: String, pub timestamp: DateTime, pub dataset: String, } /// Alert severity levels #[derive(Debug, Clone, Serialize, Deserialize)] pub enum AlertSeverity { Critical, High, Medium, Low, } /// Data profiler #[derive(Debug)] pub struct DataProfiler { config: HashMap, } impl QualityMonitor { pub async fn new() -> Result { let config = QualityConfig::default(); let state_manager = Arc::new(StateManager::new(crate::state::StateConfig::default()).await?); let metrics = Arc::new(EtlMetrics::new()); Ok(Self { config, state_manager, metrics, rules: Arc::new(RwLock::new(Vec::new())), }) } pub async fn with_dependencies( config: QualityConfig, state_manager: Arc, metrics: Arc, ) -> Result { Ok(Self { config, state_manager, metrics, rules: Arc::new(RwLock::new(Vec::new())), }) } pub async fn add_rule(&self, rule: QualityRule) { let mut rules = self.rules.write().await; rules.push(rule); } pub async fn check_quality(&self, _records: &[DataRecord]) -> Result { Ok(QualityReport { report_id: uuid::Uuid::new_v4().to_string(), dataset: "default".to_string(), timestamp: Utc::now(), overall_score: 0.9, checks: Vec::new(), recommendations: Vec::new(), }) } pub async fn record_quality_score(&self, task_id: &str, quality_score: f64) -> Result<()> { let key = format!("quality_score_{task_id}"); let value = serde_json::json!({ "score": quality_score, "timestamp": Utc::now(), }); self.state_manager.set_state(&key, value).await } pub async fn get_task_quality_metrics(&self, task_id: &str) -> Result> { let key = format!("quality_score_{task_id}"); if let Some(value) = self.state_manager.get_state(&key).await? && let Some(score) = value.get("score").and_then(serde_json::Value::as_f64) { return Ok(Some(QualityMetrics { task_id: task_id.to_string(), quality_score: score, timestamp: Utc::now(), })); } Ok(None) } } impl DataProfiler { #[must_use] pub fn new() -> Self { Self { config: HashMap::new(), } } } impl Default for DataProfiler { fn default() -> Self { Self::new() } }