rustytorch/crates/data/rtx-etl/src/quality.rs

//! 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<StateManager>,
    metrics: Arc<EtlMetrics>,
    rules: Arc<RwLock<Vec<QualityRule>>>,
}

/// Quality rule
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityRule {
    pub rule_id: String,
    pub name: String,
    pub description: Option<String>,
    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<Utc>,
}

/// Quality check result
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityCheck {
    pub check_id: String,
    pub rule_id: String,
    pub timestamp: DateTime<Utc>,
    pub passed: bool,
    pub score: f64,
    pub details: HashMap<String, String>,
}

/// Quality report
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityReport {
    pub report_id: String,
    pub dataset: String,
    pub timestamp: DateTime<Utc>,
    pub overall_score: f64,
    pub checks: Vec<QualityCheck>,
    pub recommendations: Vec<String>,
}

/// Quality alert
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityAlert {
    pub alert_id: String,
    pub severity: AlertSeverity,
    pub message: String,
    pub timestamp: DateTime<Utc>,
    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<String, String>,
}

impl QualityMonitor {
    pub async fn new() -> Result<Self> {
        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<StateManager>,
        metrics: Arc<EtlMetrics>,
    ) -> Result<Self> {
        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<QualityReport> {
        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<Option<QualityMetrics>> {
        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()
    }
}