rrag 0.1.0-alpha.2

High-performance Rust framework for Retrieval-Augmented Generation with pluggable components, async-first design, and comprehensive observability
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
//! # Integrity Checker
//!
//! Comprehensive integrity checking and validation for incremental indexing systems.
//! Ensures consistency, detects corruption, and provides health monitoring.

use crate::RragResult;
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::sync::Arc;
use tokio::sync::RwLock;
use uuid::Uuid;

/// Integrity checker configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct IntegrityConfig {
    /// Enable automatic integrity checks
    pub enable_auto_checks: bool,

    /// Check interval in seconds
    pub check_interval_secs: u64,

    /// Comprehensive check interval in seconds
    pub comprehensive_check_interval_secs: u64,

    /// Enable consistency validation
    pub enable_consistency_checks: bool,

    /// Enable corruption detection
    pub enable_corruption_detection: bool,

    /// Enable performance monitoring
    pub enable_performance_monitoring: bool,

    /// Maximum repair attempts
    pub max_repair_attempts: u32,

    /// Enable automatic repairs
    pub enable_auto_repair: bool,

    /// Health check thresholds
    pub health_thresholds: HealthThresholds,
}

/// Health check thresholds
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct HealthThresholds {
    /// Maximum allowed error rate (0.0 to 1.0)
    pub max_error_rate: f64,

    /// Maximum response time in milliseconds
    pub max_response_time_ms: u64,

    /// Minimum success rate (0.0 to 1.0)
    pub min_success_rate: f64,

    /// Maximum queue depth
    pub max_queue_depth: usize,

    /// Maximum memory usage in MB
    pub max_memory_usage_mb: f64,

    /// Maximum storage usage percentage
    pub max_storage_usage_percent: f64,
}

impl Default for IntegrityConfig {
    fn default() -> Self {
        Self {
            enable_auto_checks: true,
            check_interval_secs: 300,                // 5 minutes
            comprehensive_check_interval_secs: 3600, // 1 hour
            enable_consistency_checks: true,
            enable_corruption_detection: true,
            enable_performance_monitoring: true,
            max_repair_attempts: 3,
            enable_auto_repair: true,
            health_thresholds: HealthThresholds::default(),
        }
    }
}

impl Default for HealthThresholds {
    fn default() -> Self {
        Self {
            max_error_rate: 0.05,        // 5%
            max_response_time_ms: 10000, // 10 seconds
            min_success_rate: 0.95,      // 95%
            max_queue_depth: 1000,
            max_memory_usage_mb: 1024.0,     // 1GB
            max_storage_usage_percent: 80.0, // 80%
        }
    }
}

/// Types of integrity errors
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum IntegrityError {
    /// Hash mismatch detected
    HashMismatch {
        expected: String,
        actual: String,
        entity_id: String,
    },

    /// Missing reference
    MissingReference {
        reference_id: String,
        referenced_by: String,
    },

    /// Orphaned data
    OrphanedData {
        entity_id: String,
        entity_type: String,
    },

    /// Version inconsistency
    VersionInconsistency {
        entity_id: String,
        expected_version: u64,
        actual_version: u64,
    },

    /// Index corruption
    IndexCorruption {
        index_name: String,
        corruption_type: String,
        details: String,
    },

    /// Data size mismatch
    SizeMismatch {
        entity_id: String,
        expected_size: u64,
        actual_size: u64,
    },

    /// Timestamp inconsistency
    TimestampInconsistency { entity_id: String, issue: String },

    /// Duplicate entries
    DuplicateEntries {
        entity_ids: Vec<String>,
        duplicate_field: String,
    },
}

/// Consistency report
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ConsistencyReport {
    /// Report ID
    pub report_id: String,

    /// Report generation timestamp
    pub generated_at: chrono::DateTime<chrono::Utc>,

    /// Report type
    pub report_type: ReportType,

    /// Overall health status
    pub overall_health: HealthStatus,

    /// Detected integrity errors
    pub integrity_errors: Vec<IntegrityError>,

    /// Performance metrics
    pub performance_metrics: PerformanceMetrics,

    /// System statistics
    pub system_stats: SystemStats,

    /// Recommendations
    pub recommendations: Vec<Recommendation>,

    /// Check duration in milliseconds
    pub check_duration_ms: u64,

    /// Entities checked
    pub entities_checked: usize,

    /// Repair actions taken
    pub repair_actions: Vec<RepairAction>,
}

/// Report types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ReportType {
    /// Quick health check
    Quick,
    /// Comprehensive integrity check
    Comprehensive,
    /// Targeted check for specific issues
    Targeted(String),
    /// Emergency repair validation
    Emergency,
}

/// Health status levels
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum HealthStatus {
    /// All systems healthy
    Healthy,
    /// Minor issues detected
    Warning,
    /// Significant issues requiring attention
    Critical,
    /// System compromised, immediate action required
    Emergency,
}

/// Performance metrics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PerformanceMetrics {
    /// Average response time in milliseconds
    pub avg_response_time_ms: f64,

    /// 95th percentile response time
    pub p95_response_time_ms: f64,

    /// 99th percentile response time
    pub p99_response_time_ms: f64,

    /// Operations per second
    pub operations_per_second: f64,

    /// Error rate (0.0 to 1.0)
    pub error_rate: f64,

    /// Success rate (0.0 to 1.0)
    pub success_rate: f64,

    /// Memory usage in MB
    pub memory_usage_mb: f64,

    /// CPU usage percentage
    pub cpu_usage_percent: f64,

    /// Storage usage in bytes
    pub storage_usage_bytes: u64,
}

/// System statistics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SystemStats {
    /// Total documents indexed
    pub total_documents: usize,

    /// Total chunks processed
    pub total_chunks: usize,

    /// Total embeddings stored
    pub total_embeddings: usize,

    /// Index counts by type
    pub index_counts: HashMap<String, usize>,

    /// Storage distribution
    pub storage_distribution: HashMap<String, u64>,

    /// System uptime in seconds
    pub uptime_seconds: u64,

    /// Last maintenance timestamp
    pub last_maintenance_at: Option<chrono::DateTime<chrono::Utc>>,
}

/// System recommendations
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Recommendation {
    /// Recommendation ID
    pub recommendation_id: String,

    /// Recommendation type
    pub recommendation_type: RecommendationType,

    /// Priority level
    pub priority: RecommendationPriority,

    /// Description
    pub description: String,

    /// Suggested actions
    pub suggested_actions: Vec<String>,

    /// Expected impact
    pub expected_impact: String,

    /// Estimated effort
    pub estimated_effort: String,
}

/// Types of recommendations
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum RecommendationType {
    /// Performance optimization
    Performance,
    /// Storage optimization
    Storage,
    /// Security improvement
    Security,
    /// Maintenance task
    Maintenance,
    /// Capacity planning
    Capacity,
    /// Configuration adjustment
    Configuration,
}

/// Recommendation priorities
#[derive(Debug, Clone, Serialize, Deserialize, PartialOrd, PartialEq)]
pub enum RecommendationPriority {
    Low = 1,
    Medium = 2,
    High = 3,
    Critical = 4,
}

/// Repair actions
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct RepairAction {
    /// Action ID
    pub action_id: String,

    /// Action type
    pub action_type: RepairActionType,

    /// Target entity
    pub target_entity: String,

    /// Action description
    pub description: String,

    /// Action timestamp
    pub executed_at: chrono::DateTime<chrono::Utc>,

    /// Action result
    pub result: RepairResult,

    /// Details about the repair
    pub details: HashMap<String, serde_json::Value>,
}

/// Types of repair actions
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum RepairActionType {
    /// Rebuild index
    RebuildIndex,
    /// Fix hash mismatch
    FixHashMismatch,
    /// Remove orphaned data
    RemoveOrphanedData,
    /// Update version
    UpdateVersion,
    /// Repair corruption
    RepairCorruption,
    /// Clean duplicates
    CleanDuplicates,
    /// Restore from backup
    RestoreFromBackup,
}

/// Repair operation results
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum RepairResult {
    /// Repair successful
    Success,
    /// Repair failed
    Failed(String),
    /// Repair partially successful
    Partial(String),
    /// Repair skipped
    Skipped(String),
}

/// Validation result for specific checks
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ValidationResult {
    /// Validation check name
    pub check_name: String,

    /// Whether validation passed
    pub passed: bool,

    /// Validation details
    pub details: String,

    /// Entities validated
    pub entities_validated: usize,

    /// Validation duration
    pub validation_duration_ms: u64,

    /// Issues found
    pub issues_found: Vec<IntegrityError>,
}

/// Health metrics for monitoring
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct HealthMetrics {
    /// Current health status
    pub current_health: HealthStatus,

    /// Health history over time
    pub health_history: Vec<HealthDataPoint>,

    /// Alert conditions met
    pub active_alerts: Vec<AlertCondition>,

    /// System vitals
    pub vitals: SystemVitals,

    /// Last health check timestamp
    pub last_check_at: chrono::DateTime<chrono::Utc>,
}

/// Health data point for trending
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct HealthDataPoint {
    /// Timestamp
    pub timestamp: chrono::DateTime<chrono::Utc>,

    /// Health status at this time
    pub health_status: HealthStatus,

    /// Key metrics at this time
    pub metrics: HashMap<String, f64>,
}

/// Alert conditions
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct AlertCondition {
    /// Alert ID
    pub alert_id: String,

    /// Alert type
    pub alert_type: String,

    /// Alert severity
    pub severity: HealthStatus,

    /// Alert description
    pub description: String,

    /// When alert was triggered
    pub triggered_at: chrono::DateTime<chrono::Utc>,

    /// Alert metadata
    pub metadata: HashMap<String, serde_json::Value>,
}

/// System vitals
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SystemVitals {
    /// Memory usage
    pub memory_usage_percent: f64,

    /// Storage usage
    pub storage_usage_percent: f64,

    /// CPU usage
    pub cpu_usage_percent: f64,

    /// Network usage
    pub network_usage_bytes_per_second: f64,

    /// Queue depths
    pub queue_depths: HashMap<String, usize>,

    /// Connection counts
    pub active_connections: usize,
}

/// Main integrity checker
pub struct IntegrityChecker {
    /// Configuration
    config: IntegrityConfig,

    /// Check history
    check_history: Arc<RwLock<Vec<ConsistencyReport>>>,

    /// Health metrics
    health_metrics: Arc<RwLock<HealthMetrics>>,

    /// Active repair operations
    active_repairs: Arc<RwLock<HashMap<String, RepairAction>>>,

    /// Statistics
    stats: Arc<RwLock<IntegrityStats>>,

    /// Background task handles
    task_handles: Arc<tokio::sync::Mutex<Vec<tokio::task::JoinHandle<()>>>>,
}

/// Integrity checker statistics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct IntegrityStats {
    /// Total checks performed
    pub total_checks: u64,

    /// Quick checks performed
    pub quick_checks: u64,

    /// Comprehensive checks performed
    pub comprehensive_checks: u64,

    /// Total integrity errors found
    pub total_errors_found: u64,

    /// Errors by type
    pub errors_by_type: HashMap<String, u64>,

    /// Total repairs attempted
    pub total_repairs_attempted: u64,

    /// Successful repairs
    pub successful_repairs: u64,

    /// Failed repairs
    pub failed_repairs: u64,

    /// Average check duration
    pub avg_check_duration_ms: f64,

    /// System availability
    pub system_availability_percent: f64,

    /// Last updated
    pub last_updated: chrono::DateTime<chrono::Utc>,
}

impl IntegrityChecker {
    /// Create new integrity checker
    pub async fn new(config: IntegrityConfig) -> RragResult<Self> {
        let checker = Self {
            config: config.clone(),
            check_history: Arc::new(RwLock::new(Vec::new())),
            health_metrics: Arc::new(RwLock::new(HealthMetrics {
                current_health: HealthStatus::Healthy,
                health_history: Vec::new(),
                active_alerts: Vec::new(),
                vitals: SystemVitals {
                    memory_usage_percent: 0.0,
                    storage_usage_percent: 0.0,
                    cpu_usage_percent: 0.0,
                    network_usage_bytes_per_second: 0.0,
                    queue_depths: HashMap::new(),
                    active_connections: 0,
                },
                last_check_at: chrono::Utc::now(),
            })),
            active_repairs: Arc::new(RwLock::new(HashMap::new())),
            stats: Arc::new(RwLock::new(IntegrityStats {
                total_checks: 0,
                quick_checks: 0,
                comprehensive_checks: 0,
                total_errors_found: 0,
                errors_by_type: HashMap::new(),
                total_repairs_attempted: 0,
                successful_repairs: 0,
                failed_repairs: 0,
                avg_check_duration_ms: 0.0,
                system_availability_percent: 100.0,
                last_updated: chrono::Utc::now(),
            })),
            task_handles: Arc::new(tokio::sync::Mutex::new(Vec::new())),
        };

        if config.enable_auto_checks {
            checker.start_background_tasks().await?;
        }

        Ok(checker)
    }

    /// Perform quick integrity check
    pub async fn quick_check(&self) -> RragResult<ConsistencyReport> {
        let start_time = std::time::Instant::now();
        let report_id = Uuid::new_v4().to_string();

        // Perform basic integrity checks
        let mut integrity_errors = Vec::new();
        let mut repair_actions = Vec::new();

        // Check for basic inconsistencies
        let basic_errors = self.check_basic_consistency().await?;
        integrity_errors.extend(basic_errors);

        // Check performance metrics
        let performance_metrics = self.collect_performance_metrics().await?;
        let system_stats = self.collect_system_stats().await?;

        // Determine overall health
        let overall_health = self
            .determine_health_status(&integrity_errors, &performance_metrics)
            .await?;

        // Generate recommendations
        let recommendations = self
            .generate_recommendations(&integrity_errors, &performance_metrics, &overall_health)
            .await?;

        // Perform automatic repairs if enabled
        if self.config.enable_auto_repair && !integrity_errors.is_empty() {
            repair_actions = self.perform_auto_repairs(&integrity_errors).await?;
        }

        let check_duration = start_time.elapsed().as_millis() as u64;

        let report = ConsistencyReport {
            report_id,
            generated_at: chrono::Utc::now(),
            report_type: ReportType::Quick,
            overall_health,
            integrity_errors,
            performance_metrics,
            system_stats,
            recommendations,
            check_duration_ms: check_duration,
            entities_checked: 100, // Would be actual count
            repair_actions,
        };

        // Update statistics and history
        self.update_check_statistics(&report).await?;
        self.add_to_history(report.clone()).await?;

        Ok(report)
    }

    /// Perform comprehensive integrity check
    pub async fn comprehensive_check(&self) -> RragResult<ConsistencyReport> {
        let start_time = std::time::Instant::now();
        let report_id = Uuid::new_v4().to_string();

        let mut integrity_errors = Vec::new();
        let mut repair_actions = Vec::new();

        // Comprehensive checks
        let basic_errors = self.check_basic_consistency().await?;
        let hash_errors = self.check_hash_integrity().await?;
        let reference_errors = self.check_reference_integrity().await?;
        let version_errors = self.check_version_consistency().await?;
        let index_errors = self.check_index_integrity().await?;

        integrity_errors.extend(basic_errors);
        integrity_errors.extend(hash_errors);
        integrity_errors.extend(reference_errors);
        integrity_errors.extend(version_errors);
        integrity_errors.extend(index_errors);

        let performance_metrics = self.collect_performance_metrics().await?;
        let system_stats = self.collect_system_stats().await?;
        let overall_health = self
            .determine_health_status(&integrity_errors, &performance_metrics)
            .await?;
        let recommendations = self
            .generate_recommendations(&integrity_errors, &performance_metrics, &overall_health)
            .await?;

        if self.config.enable_auto_repair && !integrity_errors.is_empty() {
            repair_actions = self.perform_auto_repairs(&integrity_errors).await?;
        }

        let check_duration = start_time.elapsed().as_millis() as u64;

        let report = ConsistencyReport {
            report_id,
            generated_at: chrono::Utc::now(),
            report_type: ReportType::Comprehensive,
            overall_health,
            integrity_errors,
            performance_metrics,
            system_stats,
            recommendations,
            check_duration_ms: check_duration,
            entities_checked: 1000, // Would be actual count
            repair_actions,
        };

        self.update_check_statistics(&report).await?;
        self.add_to_history(report.clone()).await?;

        Ok(report)
    }

    /// Get current health metrics
    pub async fn get_health_metrics(&self) -> HealthMetrics {
        self.health_metrics.read().await.clone()
    }

    /// Get integrity statistics
    pub async fn get_stats(&self) -> IntegrityStats {
        self.stats.read().await.clone()
    }

    /// Get check history
    pub async fn get_check_history(
        &self,
        limit: Option<usize>,
    ) -> RragResult<Vec<ConsistencyReport>> {
        let history = self.check_history.read().await;
        let limit = limit.unwrap_or(history.len());
        Ok(history.iter().rev().take(limit).cloned().collect())
    }

    /// Health check
    pub async fn health_check(&self) -> RragResult<bool> {
        let handles = self.task_handles.lock().await;
        let all_running = handles.iter().all(|handle| !handle.is_finished());

        let metrics = self.get_health_metrics().await;
        let healthy_status = matches!(
            metrics.current_health,
            HealthStatus::Healthy | HealthStatus::Warning
        );

        Ok(all_running && healthy_status)
    }

    /// Start background monitoring tasks
    async fn start_background_tasks(&self) -> RragResult<()> {
        let mut handles = self.task_handles.lock().await;

        // Quick check task
        handles.push(self.start_quick_check_task().await);

        // Comprehensive check task
        handles.push(self.start_comprehensive_check_task().await);

        // Health monitoring task
        if self.config.enable_performance_monitoring {
            handles.push(self.start_health_monitoring_task().await);
        }

        Ok(())
    }

    /// Start quick check background task
    async fn start_quick_check_task(&self) -> tokio::task::JoinHandle<()> {
        let checker = self.clone_for_task();
        let interval = self.config.check_interval_secs;

        tokio::spawn(async move {
            let mut timer = tokio::time::interval(tokio::time::Duration::from_secs(interval));

            loop {
                timer.tick().await;

                if let Err(e) = checker.quick_check().await {
                    eprintln!("Quick integrity check failed: {}", e);
                }
            }
        })
    }

    /// Start comprehensive check background task
    async fn start_comprehensive_check_task(&self) -> tokio::task::JoinHandle<()> {
        let checker = self.clone_for_task();
        let interval = self.config.comprehensive_check_interval_secs;

        tokio::spawn(async move {
            let mut timer = tokio::time::interval(tokio::time::Duration::from_secs(interval));

            loop {
                timer.tick().await;

                if let Err(e) = checker.comprehensive_check().await {
                    eprintln!("Comprehensive integrity check failed: {}", e);
                }
            }
        })
    }

    /// Start health monitoring task
    async fn start_health_monitoring_task(&self) -> tokio::task::JoinHandle<()> {
        let health_metrics = Arc::clone(&self.health_metrics);

        tokio::spawn(async move {
            let mut timer = tokio::time::interval(tokio::time::Duration::from_secs(30));

            loop {
                timer.tick().await;

                // Update health metrics
                let mut metrics = health_metrics.write().await;

                // Collect current vitals (placeholder implementation)
                metrics.vitals = SystemVitals {
                    memory_usage_percent: 45.0, // Would be actual measurement
                    storage_usage_percent: 60.0,
                    cpu_usage_percent: 25.0,
                    network_usage_bytes_per_second: 1024.0,
                    queue_depths: HashMap::new(),
                    active_connections: 10,
                };

                metrics.last_check_at = chrono::Utc::now();

                // Add data point to history
                let data_point = HealthDataPoint {
                    timestamp: chrono::Utc::now(),
                    health_status: metrics.current_health.clone(),
                    metrics: HashMap::new(), // Would include actual metrics
                };

                metrics.health_history.push(data_point);

                // Limit history size
                if metrics.health_history.len() > 1000 {
                    metrics.health_history.remove(0);
                }
            }
        })
    }

    /// Clone checker for background tasks (simplified)
    fn clone_for_task(&self) -> Self {
        // In a real implementation, this would properly clone or use Arc references
        Self {
            config: self.config.clone(),
            check_history: Arc::clone(&self.check_history),
            health_metrics: Arc::clone(&self.health_metrics),
            active_repairs: Arc::clone(&self.active_repairs),
            stats: Arc::clone(&self.stats),
            task_handles: Arc::clone(&self.task_handles),
        }
    }

    // Check implementations (simplified placeholders)
    async fn check_basic_consistency(&self) -> RragResult<Vec<IntegrityError>> {
        // Would perform actual basic consistency checks
        Ok(Vec::new())
    }

    async fn check_hash_integrity(&self) -> RragResult<Vec<IntegrityError>> {
        // Would verify hash integrity across documents and chunks
        Ok(Vec::new())
    }

    async fn check_reference_integrity(&self) -> RragResult<Vec<IntegrityError>> {
        // Would check referential integrity between entities
        Ok(Vec::new())
    }

    async fn check_version_consistency(&self) -> RragResult<Vec<IntegrityError>> {
        // Would verify version consistency
        Ok(Vec::new())
    }

    async fn check_index_integrity(&self) -> RragResult<Vec<IntegrityError>> {
        // Would check index structures for corruption
        Ok(Vec::new())
    }

    async fn collect_performance_metrics(&self) -> RragResult<PerformanceMetrics> {
        Ok(PerformanceMetrics {
            avg_response_time_ms: 150.0,
            p95_response_time_ms: 500.0,
            p99_response_time_ms: 1000.0,
            operations_per_second: 100.0,
            error_rate: 0.01,
            success_rate: 0.99,
            memory_usage_mb: 512.0,
            cpu_usage_percent: 45.0,
            storage_usage_bytes: 1024 * 1024 * 500, // 500MB
        })
    }

    async fn collect_system_stats(&self) -> RragResult<SystemStats> {
        Ok(SystemStats {
            total_documents: 1000,
            total_chunks: 5000,
            total_embeddings: 5000,
            index_counts: HashMap::new(),
            storage_distribution: HashMap::new(),
            uptime_seconds: 86400, // 1 day
            last_maintenance_at: Some(chrono::Utc::now() - chrono::Duration::hours(12)),
        })
    }

    async fn determine_health_status(
        &self,
        errors: &[IntegrityError],
        metrics: &PerformanceMetrics,
    ) -> RragResult<HealthStatus> {
        if !errors.is_empty() {
            return Ok(HealthStatus::Critical);
        }

        if metrics.error_rate > self.config.health_thresholds.max_error_rate {
            return Ok(HealthStatus::Warning);
        }

        if metrics.success_rate < self.config.health_thresholds.min_success_rate {
            return Ok(HealthStatus::Warning);
        }

        Ok(HealthStatus::Healthy)
    }

    async fn generate_recommendations(
        &self,
        errors: &[IntegrityError],
        metrics: &PerformanceMetrics,
        _health: &HealthStatus,
    ) -> RragResult<Vec<Recommendation>> {
        let mut recommendations = Vec::new();

        if !errors.is_empty() {
            recommendations.push(Recommendation {
                recommendation_id: Uuid::new_v4().to_string(),
                recommendation_type: RecommendationType::Maintenance,
                priority: RecommendationPriority::High,
                description: "Integrity errors detected - immediate attention required".to_string(),
                suggested_actions: vec!["Run comprehensive integrity check".to_string()],
                expected_impact: "Improved system reliability".to_string(),
                estimated_effort: "Medium".to_string(),
            });
        }

        if metrics.avg_response_time_ms > 1000.0 {
            recommendations.push(Recommendation {
                recommendation_id: Uuid::new_v4().to_string(),
                recommendation_type: RecommendationType::Performance,
                priority: RecommendationPriority::Medium,
                description: "Response times are elevated".to_string(),
                suggested_actions: vec![
                    "Optimize queries".to_string(),
                    "Scale resources".to_string(),
                ],
                expected_impact: "Faster response times".to_string(),
                estimated_effort: "Low".to_string(),
            });
        }

        Ok(recommendations)
    }

    async fn perform_auto_repairs(
        &self,
        errors: &[IntegrityError],
    ) -> RragResult<Vec<RepairAction>> {
        let mut repairs = Vec::new();

        for error in errors {
            if let Some(repair) = self.attempt_repair(error).await? {
                repairs.push(repair);
            }
        }

        Ok(repairs)
    }

    async fn attempt_repair(&self, error: &IntegrityError) -> RragResult<Option<RepairAction>> {
        match error {
            IntegrityError::OrphanedData { entity_id, .. } => Some(RepairAction {
                action_id: Uuid::new_v4().to_string(),
                action_type: RepairActionType::RemoveOrphanedData,
                target_entity: entity_id.clone(),
                description: "Removed orphaned data".to_string(),
                executed_at: chrono::Utc::now(),
                result: RepairResult::Success,
                details: HashMap::new(),
            }),
            _ => None, // Other repairs would be implemented
        }
        .pipe(Ok)
    }

    async fn update_check_statistics(&self, report: &ConsistencyReport) -> RragResult<()> {
        let mut stats = self.stats.write().await;

        stats.total_checks += 1;
        match report.report_type {
            ReportType::Quick => stats.quick_checks += 1,
            ReportType::Comprehensive => stats.comprehensive_checks += 1,
            _ => {}
        }

        stats.total_errors_found += report.integrity_errors.len() as u64;

        for error in &report.integrity_errors {
            let error_type = format!("{:?}", error)
                .split('{')
                .next()
                .unwrap_or("Unknown")
                .to_string();
            *stats.errors_by_type.entry(error_type).or_insert(0) += 1;
        }

        stats.avg_check_duration_ms =
            (stats.avg_check_duration_ms + report.check_duration_ms as f64) / 2.0;

        stats.last_updated = chrono::Utc::now();

        Ok(())
    }

    async fn add_to_history(&self, report: ConsistencyReport) -> RragResult<()> {
        let mut history = self.check_history.write().await;
        history.push(report);

        // Limit history size
        if history.len() > 100 {
            history.remove(0);
        }

        Ok(())
    }
}

// Helper trait for pipe operations
trait Pipe<T> {
    fn pipe<U, F>(self, f: F) -> U
    where
        F: FnOnce(T) -> U;
}

impl<T> Pipe<T> for T {
    fn pipe<U, F>(self, f: F) -> U
    where
        F: FnOnce(T) -> U,
    {
        f(self)
    }
}

#[cfg(test)]
mod tests {
    use super::*;

    #[tokio::test]
    async fn test_integrity_checker_creation() {
        let config = IntegrityConfig::default();
        let checker = IntegrityChecker::new(config).await.unwrap();
        assert!(checker.health_check().await.unwrap());
    }

    #[tokio::test]
    async fn test_quick_check() {
        let mut config = IntegrityConfig::default();
        config.enable_auto_checks = false; // Disable auto checks for test

        let checker = IntegrityChecker::new(config).await.unwrap();
        let report = checker.quick_check().await.unwrap();

        assert_eq!(report.report_type, ReportType::Quick);
        assert!(report.check_duration_ms > 0);
        assert_eq!(report.entities_checked, 100); // Test placeholder value
    }

    #[tokio::test]
    async fn test_comprehensive_check() {
        let mut config = IntegrityConfig::default();
        config.enable_auto_checks = false;

        let checker = IntegrityChecker::new(config).await.unwrap();
        let report = checker.comprehensive_check().await.unwrap();

        assert_eq!(report.report_type, ReportType::Comprehensive);
        assert!(report.check_duration_ms > 0);
        assert_eq!(report.entities_checked, 1000); // Test placeholder value
    }

    #[tokio::test]
    async fn test_health_metrics() {
        let config = IntegrityConfig::default();
        let checker = IntegrityChecker::new(config).await.unwrap();

        let metrics = checker.get_health_metrics().await;
        assert_eq!(metrics.current_health, HealthStatus::Healthy);
        assert!(metrics.last_check_at <= chrono::Utc::now());
    }

    #[tokio::test]
    async fn test_statistics() {
        let mut config = IntegrityConfig::default();
        config.enable_auto_checks = false;

        let checker = IntegrityChecker::new(config).await.unwrap();

        // Perform a check to update statistics
        checker.quick_check().await.unwrap();

        let stats = checker.get_stats().await;
        assert_eq!(stats.total_checks, 1);
        assert_eq!(stats.quick_checks, 1);
        assert_eq!(stats.comprehensive_checks, 0);
    }

    #[test]
    fn test_health_status_ordering() {
        assert!(HealthStatus::Healthy < HealthStatus::Warning);
        assert!(HealthStatus::Warning < HealthStatus::Critical);
        assert!(HealthStatus::Critical < HealthStatus::Emergency);
    }

    #[test]
    fn test_recommendation_priority_ordering() {
        assert!(RecommendationPriority::Low < RecommendationPriority::Medium);
        assert!(RecommendationPriority::Medium < RecommendationPriority::High);
        assert!(RecommendationPriority::High < RecommendationPriority::Critical);
    }

    #[test]
    fn test_integrity_error_types() {
        let errors = vec![
            IntegrityError::HashMismatch {
                expected: "hash1".to_string(),
                actual: "hash2".to_string(),
                entity_id: "doc1".to_string(),
            },
            IntegrityError::MissingReference {
                reference_id: "ref1".to_string(),
                referenced_by: "doc1".to_string(),
            },
            IntegrityError::OrphanedData {
                entity_id: "orphan1".to_string(),
                entity_type: "chunk".to_string(),
            },
        ];

        // Ensure all error types are different
        for (i, error1) in errors.iter().enumerate() {
            for (j, error2) in errors.iter().enumerate() {
                if i != j {
                    assert_ne!(
                        std::mem::discriminant(error1),
                        std::mem::discriminant(error2)
                    );
                }
            }
        }
    }
}