lens-core 1.0.0

High-performance code search engine with LSP integration and benchmarking
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
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::sync::Arc;
use parking_lot::RwLock;
use anyhow::Result;
use prometheus::{Registry, Opts, Counter, Histogram, Gauge, register_counter, register_histogram, register_gauge};
use std::sync::OnceLock;

/// Comprehensive metrics collection for Lens system
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SystemMetrics {
    pub search_metrics: SearchMetrics,
    pub performance_metrics: PerformanceMetrics,
    pub quality_metrics: QualityMetrics,
    pub system_health: SystemHealth,
    pub timestamp: String,
}

/// Search-specific metrics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SearchMetrics {
    pub total_queries: u64,
    pub successful_queries: u64,
    pub failed_queries: u64,
    pub average_results_per_query: f64,
    pub query_distribution: HashMap<String, u64>,
    pub language_distribution: HashMap<String, u64>,
}

/// Performance metrics with SLA tracking
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PerformanceMetrics {
    pub latency_p50_ms: f64,
    pub latency_p95_ms: f64,
    pub latency_p99_ms: f64,
    pub throughput_qps: f64,
    pub memory_usage_mb: f64,
    pub cpu_utilization_percent: f64,
    pub cache_hit_rate: f64,
    pub lsp_latency_ms: f64,
}

/// Quality metrics for search relevance
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityMetrics {
    pub success_at_1: f64,
    pub success_at_10: f64,
    pub success_at_20: f64,
    pub ndcg_at_10: f64,
    pub ndcg_at_50: f64,
    pub mrr: f64,
    pub sla_recall_at_50: f64,
    pub witness_coverage: f64,
    pub span_accuracy: f64,
}

/// System health indicators
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SystemHealth {
    pub status: HealthStatus,
    pub lsp_servers_active: u32,
    pub index_size_mb: f64,
    pub error_rate: f64,
    pub uptime_seconds: u64,
    pub last_index_update: String,
}

/// Health status enumeration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum HealthStatus {
    Healthy,
    Degraded,
    Unhealthy,
}

/// Real-time metrics collector
pub struct MetricsCollector {
    metrics: Arc<RwLock<SystemMetrics>>,
    query_latencies: Arc<RwLock<Vec<f64>>>,
    query_counts: Arc<RwLock<HashMap<String, u64>>>,
}

impl MetricsCollector {
    /// Create new metrics collector
    pub fn new() -> Self {
        let initial_metrics = SystemMetrics {
            search_metrics: SearchMetrics {
                total_queries: 0,
                successful_queries: 0,
                failed_queries: 0,
                average_results_per_query: 0.0,
                query_distribution: HashMap::new(),
                language_distribution: HashMap::new(),
            },
            performance_metrics: PerformanceMetrics {
                latency_p50_ms: 0.0,
                latency_p95_ms: 0.0,
                latency_p99_ms: 0.0,
                throughput_qps: 0.0,
                memory_usage_mb: 0.0,
                cpu_utilization_percent: 0.0,
                cache_hit_rate: 0.0,
                lsp_latency_ms: 0.0,
            },
            quality_metrics: QualityMetrics {
                success_at_1: 0.0,
                success_at_10: 0.0,
                success_at_20: 0.0,
                ndcg_at_10: 0.0,
                ndcg_at_50: 0.0,
                mrr: 0.0,
                sla_recall_at_50: 0.0,
                witness_coverage: 0.0,
                span_accuracy: 0.0,
            },
            system_health: SystemHealth {
                status: HealthStatus::Healthy,
                lsp_servers_active: 0,
                index_size_mb: 0.0,
                error_rate: 0.0,
                uptime_seconds: 0,
                last_index_update: chrono::Utc::now().format("%Y-%m-%dT%H:%M:%S%.3fZ").to_string(),
            },
            timestamp: chrono::Utc::now().format("%Y-%m-%dT%H:%M:%S%.3fZ").to_string(),
        };

        Self {
            metrics: Arc::new(RwLock::new(initial_metrics)),
            query_latencies: Arc::new(RwLock::new(Vec::new())),
            query_counts: Arc::new(RwLock::new(HashMap::new())),
        }
    }

    /// Record a search query
    pub fn record_query(&self, query_type: &str, language: Option<&str>, latency_ms: f64, success: bool, result_count: usize) {
        let mut metrics = self.metrics.write();
        let mut latencies = self.query_latencies.write();
        let mut counts = self.query_counts.write();

        // Update basic counters
        metrics.search_metrics.total_queries += 1;
        if success {
            metrics.search_metrics.successful_queries += 1;
        } else {
            metrics.search_metrics.failed_queries += 1;
        }

        // Update latency tracking
        latencies.push(latency_ms);

        // Update query distribution
        *metrics.search_metrics.query_distribution.entry(query_type.to_string()).or_insert(0) += 1;
        *counts.entry(query_type.to_string()).or_insert(0) += 1;

        // Update language distribution
        if let Some(lang) = language {
            *metrics.search_metrics.language_distribution.entry(lang.to_string()).or_insert(0) += 1;
        }

        // Update average results per query (rolling average)
        let total_results = metrics.search_metrics.average_results_per_query * (metrics.search_metrics.total_queries - 1) as f64;
        metrics.search_metrics.average_results_per_query = (total_results + result_count as f64) / metrics.search_metrics.total_queries as f64;

        // Update timestamp
        metrics.timestamp = chrono::Utc::now().format("%Y-%m-%dT%H:%M:%S%.3fZ").to_string();
    }

    /// Calculate and update performance percentiles
    pub fn update_performance_metrics(&self) {
        let mut metrics = self.metrics.write();
        let latencies = self.query_latencies.read();

        if latencies.is_empty() {
            return;
        }

        let mut sorted_latencies = latencies.clone();
        sorted_latencies.sort_by(|a, b| a.partial_cmp(b).unwrap());

        // Calculate percentiles
        let len = sorted_latencies.len();
        metrics.performance_metrics.latency_p50_ms = sorted_latencies[len * 50 / 100];
        metrics.performance_metrics.latency_p95_ms = sorted_latencies[len * 95 / 100];
        metrics.performance_metrics.latency_p99_ms = sorted_latencies[len * 99 / 100];

        // Calculate throughput (queries per second over last measurement period)
        if metrics.search_metrics.total_queries > 0 {
            let elapsed_seconds = 60.0; // Simplified - would track actual elapsed time
            metrics.performance_metrics.throughput_qps = metrics.search_metrics.total_queries as f64 / elapsed_seconds;
        }

        // Update system resource metrics (would integrate with actual system monitoring)
        metrics.performance_metrics.memory_usage_mb = Self::get_memory_usage();
        metrics.performance_metrics.cpu_utilization_percent = Self::get_cpu_usage();
    }

    /// Update quality metrics from benchmark results
    pub fn update_quality_metrics(&self, quality_update: QualityMetricsUpdate) {
        let mut metrics = self.metrics.write();
        
        metrics.quality_metrics.success_at_1 = quality_update.success_at_1;
        metrics.quality_metrics.success_at_10 = quality_update.success_at_10;
        metrics.quality_metrics.success_at_20 = quality_update.success_at_20;
        metrics.quality_metrics.ndcg_at_10 = quality_update.ndcg_at_10;
        metrics.quality_metrics.ndcg_at_50 = quality_update.ndcg_at_50;
        metrics.quality_metrics.mrr = quality_update.mrr;
        metrics.quality_metrics.sla_recall_at_50 = quality_update.sla_recall_at_50;
        metrics.quality_metrics.witness_coverage = quality_update.witness_coverage;
        metrics.quality_metrics.span_accuracy = quality_update.span_accuracy;
        
        metrics.timestamp = chrono::Utc::now().format("%Y-%m-%dT%H:%M:%S%.3fZ").to_string();
    }

    /// Update system health status
    pub fn update_system_health(&self, health_update: SystemHealthUpdate) {
        let mut metrics = self.metrics.write();
        
        metrics.system_health.lsp_servers_active = health_update.lsp_servers_active;
        metrics.system_health.index_size_mb = health_update.index_size_mb;
        metrics.system_health.error_rate = health_update.error_rate;
        
        // Determine overall health status
        metrics.system_health.status = if health_update.error_rate > 0.1 {
            HealthStatus::Unhealthy
        } else if health_update.error_rate > 0.05 {
            HealthStatus::Degraded
        } else {
            HealthStatus::Healthy
        };
        
        if let Some(last_update) = health_update.last_index_update {
            metrics.system_health.last_index_update = last_update;
        }
    }

    /// Get current metrics snapshot
    pub fn get_metrics(&self) -> SystemMetrics {
        self.metrics.read().clone()
    }

    /// Reset metrics (for benchmark runs)
    pub fn reset(&self) {
        let mut metrics = self.metrics.write();
        let mut latencies = self.query_latencies.write();
        let mut counts = self.query_counts.write();

        metrics.search_metrics = SearchMetrics {
            total_queries: 0,
            successful_queries: 0,
            failed_queries: 0,
            average_results_per_query: 0.0,
            query_distribution: HashMap::new(),
            language_distribution: HashMap::new(),
        };

        latencies.clear();
        counts.clear();
        
        metrics.timestamp = chrono::Utc::now().format("%Y-%m-%dT%H:%M:%S%.3fZ").to_string();
    }

    /// Generate comprehensive metrics report
    pub fn generate_report(&self) -> MetricsReport {
        let metrics = self.get_metrics();
        self.update_performance_metrics();
        
        MetricsReport {
            metrics,
            sla_compliance: self.check_sla_compliance(),
            performance_grade: self.calculate_performance_grade(),
            recommendations: self.generate_recommendations(),
        }
    }

    fn check_sla_compliance(&self) -> SlaCompliance {
        let metrics = self.metrics.read();
        
        SlaCompliance {
            latency_p95_compliant: metrics.performance_metrics.latency_p95_ms <= 2000.0,
            success_rate_compliant: metrics.search_metrics.successful_queries as f64 / metrics.search_metrics.total_queries as f64 >= 0.95,
            availability_compliant: matches!(metrics.system_health.status, HealthStatus::Healthy),
        }
    }

    fn calculate_performance_grade(&self) -> PerformanceGrade {
        let metrics = self.metrics.read();
        
        let latency_score = if metrics.performance_metrics.latency_p95_ms <= 150.0 {
            100.0
        } else if metrics.performance_metrics.latency_p95_ms <= 500.0 {
            80.0
        } else if metrics.performance_metrics.latency_p95_ms <= 1000.0 {
            60.0
        } else {
            40.0
        };

        let success_rate = if metrics.search_metrics.total_queries > 0 {
            (metrics.search_metrics.successful_queries as f64 / metrics.search_metrics.total_queries as f64) * 100.0
        } else {
            100.0
        };

        let overall_score = (latency_score + success_rate) / 2.0;
        
        if overall_score >= 90.0 {
            PerformanceGrade::Excellent
        } else if overall_score >= 80.0 {
            PerformanceGrade::Good
        } else if overall_score >= 70.0 {
            PerformanceGrade::Fair
        } else {
            PerformanceGrade::Poor
        }
    }

    fn generate_recommendations(&self) -> Vec<String> {
        let metrics = self.metrics.read();
        let mut recommendations = Vec::new();

        if metrics.performance_metrics.latency_p95_ms > 500.0 {
            recommendations.push("Consider optimizing query processing for better latency".to_string());
        }

        if metrics.performance_metrics.cache_hit_rate < 0.8 {
            recommendations.push("Improve caching strategy to increase hit rate".to_string());
        }

        if metrics.search_metrics.failed_queries as f64 / metrics.search_metrics.total_queries as f64 > 0.05 {
            recommendations.push("Investigate and reduce query failure rate".to_string());
        }

        recommendations
    }

    // Placeholder system monitoring functions
    fn get_memory_usage() -> f64 {
        // Would integrate with actual system monitoring
        0.0
    }

    fn get_cpu_usage() -> f64 {
        // Would integrate with actual system monitoring
        0.0
    }
}

/// Update structure for quality metrics
#[derive(Debug, Clone)]
pub struct QualityMetricsUpdate {
    pub success_at_1: f64,
    pub success_at_10: f64,
    pub success_at_20: f64,
    pub ndcg_at_10: f64,
    pub ndcg_at_50: f64,
    pub mrr: f64,
    pub sla_recall_at_50: f64,
    pub witness_coverage: f64,
    pub span_accuracy: f64,
}

/// Update structure for system health
#[derive(Debug, Clone)]
pub struct SystemHealthUpdate {
    pub lsp_servers_active: u32,
    pub index_size_mb: f64,
    pub error_rate: f64,
    pub last_index_update: Option<String>,
}

/// SLA compliance tracking
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SlaCompliance {
    pub latency_p95_compliant: bool,
    pub success_rate_compliant: bool,
    pub availability_compliant: bool,
}

/// Performance grade enumeration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum PerformanceGrade {
    Excellent,
    Good,
    Fair,
    Poor,
}

/// Comprehensive metrics report
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct MetricsReport {
    pub metrics: SystemMetrics,
    pub sla_compliance: SlaCompliance,
    pub performance_grade: PerformanceGrade,
    pub recommendations: Vec<String>,
}

impl Default for MetricsCollector {
    fn default() -> Self {
        Self::new()
    }
}

/// SLA metrics for benchmarking compliance
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SlaMetrics {
    pub latency_p95_sla_ms: f64,
    pub success_rate_sla: f64,
    pub availability_sla: f64,
    pub current_latency_p95_ms: f64,
    pub current_success_rate: f64,
    pub current_availability: f64,
    pub sla_violations: u64,
}

impl SlaMetrics {
    pub fn new(latency_p95_sla_ms: f64, success_rate_sla: f64, availability_sla: f64) -> Self {
        Self {
            latency_p95_sla_ms,
            success_rate_sla,
            availability_sla,
            current_latency_p95_ms: 0.0,
            current_success_rate: 1.0,
            current_availability: 1.0,
            sla_violations: 0,
        }
    }

    pub fn is_compliant(&self) -> bool {
        self.current_latency_p95_ms <= self.latency_p95_sla_ms &&
        self.current_success_rate >= self.success_rate_sla &&
        self.current_availability >= self.availability_sla
    }
}

/// Performance gate for promotion decisions
#[derive(Debug, Clone)]
pub struct PerformanceGate {
    pub name: String,
    pub threshold: f64,
    pub current_value: f64,
    pub comparison: GateComparison,
    pub passed: bool,
}

#[derive(Debug, Clone)]
pub enum GateComparison {
    LessThan,
    LessThanOrEqual,
    GreaterThan,
    GreaterThanOrEqual,
    Equal,
}

impl PerformanceGate {
    pub fn new(name: String, threshold: f64, comparison: GateComparison) -> Self {
        Self {
            name,
            threshold,
            current_value: 0.0,
            comparison,
            passed: false,
        }
    }

    pub fn evaluate(&mut self, value: f64) -> bool {
        self.current_value = value;
        self.passed = match self.comparison {
            GateComparison::LessThan => value < self.threshold,
            GateComparison::LessThanOrEqual => value <= self.threshold,
            GateComparison::GreaterThan => value > self.threshold,
            GateComparison::GreaterThanOrEqual => value >= self.threshold,
            GateComparison::Equal => (value - self.threshold).abs() < f64::EPSILON,
        };
        self.passed
    }
}

/// Global Prometheus metrics registry
static PROMETHEUS_REGISTRY: OnceLock<PrometheusMetrics> = OnceLock::new();

#[cfg(test)]
use std::sync::Mutex;

#[cfg(test)]
static TEST_METRICS_LOCK: Mutex<()> = Mutex::new(());

/// Prometheus metrics for monitoring
pub struct PrometheusMetrics {
    pub query_counter: Counter,
    pub query_duration: Histogram,
    pub search_latency: Histogram,
    pub memory_usage: Gauge,
    pub cpu_utilization: Gauge,
    pub cache_hit_rate: Gauge,
}

/// Initialize Prometheus metrics for the Lens system
pub fn init_prometheus_metrics() -> Result<()> {
    #[cfg(test)]
    {
        // In tests, prevent concurrent initialization
        let _guard = TEST_METRICS_LOCK.lock().unwrap();
        
        // If already initialized in tests, just return success to avoid conflicts
        if PROMETHEUS_REGISTRY.get().is_some() {
            tracing::debug!("📊 Prometheus metrics already initialized in tests - reusing");
            return Ok(());
        }
    }
    let metrics = PrometheusMetrics {
        query_counter: register_counter!(Opts::new(
            "lens_queries_total",
            "Total number of search queries processed"
        ))?,
        
        query_duration: register_histogram!(
            "lens_query_duration_seconds",
            "Duration of search queries in seconds",
            prometheus::exponential_buckets(0.01, 2.0, 10)?
        )?,
        
        search_latency: register_histogram!(
            "lens_search_latency_seconds", 
            "Search latency in seconds",
            prometheus::exponential_buckets(0.001, 2.0, 15)?
        )?,
        
        memory_usage: register_gauge!(Opts::new(
            "lens_memory_usage_bytes",
            "Memory usage in bytes"
        ))?,
        
        cpu_utilization: register_gauge!(Opts::new(
            "lens_cpu_utilization_percent",
            "CPU utilization percentage"
        ))?,
        
        cache_hit_rate: register_gauge!(Opts::new(
            "lens_cache_hit_rate_percent",
            "Cache hit rate percentage"
        ))?,
    };

    PROMETHEUS_REGISTRY.set(metrics)
        .map_err(|_| anyhow::anyhow!("Prometheus metrics already initialized"))?;
    
    tracing::info!("✅ Prometheus metrics initialized successfully");
    Ok(())
}

/// Get the global Prometheus metrics registry
pub fn get_prometheus_metrics() -> Option<&'static PrometheusMetrics> {
    PROMETHEUS_REGISTRY.get()
}

/// Record a search query in Prometheus metrics
pub fn record_prometheus_query(duration_secs: f64) {
    if let Some(metrics) = get_prometheus_metrics() {
        metrics.query_counter.inc();
        metrics.query_duration.observe(duration_secs);
        metrics.search_latency.observe(duration_secs);
    }
}

/// Update system resource metrics
pub fn update_prometheus_system_metrics(memory_bytes: f64, cpu_percent: f64, cache_hit_percent: f64) {
    if let Some(metrics) = get_prometheus_metrics() {
        metrics.memory_usage.set(memory_bytes);
        metrics.cpu_utilization.set(cpu_percent);
        metrics.cache_hit_rate.set(cache_hit_percent);
    }
}

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

    #[test]
    fn test_metrics_collector_new() {
        let collector = MetricsCollector::new();
        let metrics = collector.get_metrics();
        
        assert_eq!(metrics.search_metrics.total_queries, 0);
        assert_eq!(metrics.search_metrics.successful_queries, 0);
        assert_eq!(metrics.search_metrics.failed_queries, 0);
        assert_eq!(metrics.performance_metrics.latency_p50_ms, 0.0);
        assert!(matches!(metrics.system_health.status, HealthStatus::Healthy));
    }

    #[test]
    fn test_metrics_collector_default() {
        let collector = MetricsCollector::default();
        let metrics = collector.get_metrics();
        assert_eq!(metrics.search_metrics.total_queries, 0);
    }

    #[test]
    fn test_record_successful_query() {
        let collector = MetricsCollector::new();
        
        collector.record_query("search", Some("rust"), 50.0, true, 10);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.search_metrics.total_queries, 1);
        assert_eq!(metrics.search_metrics.successful_queries, 1);
        assert_eq!(metrics.search_metrics.failed_queries, 0);
        assert_eq!(metrics.search_metrics.average_results_per_query, 10.0);
        
        // Check query distribution
        assert_eq!(metrics.search_metrics.query_distribution.get("search"), Some(&1));
        // Check language distribution
        assert_eq!(metrics.search_metrics.language_distribution.get("rust"), Some(&1));
    }

    #[test]
    fn test_record_failed_query() {
        let collector = MetricsCollector::new();
        
        collector.record_query("search", None, 100.0, false, 0);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.search_metrics.total_queries, 1);
        assert_eq!(metrics.search_metrics.successful_queries, 0);
        assert_eq!(metrics.search_metrics.failed_queries, 1);
        assert_eq!(metrics.search_metrics.average_results_per_query, 0.0);
    }

    #[test]
    fn test_multiple_queries_average() {
        let collector = MetricsCollector::new();
        
        collector.record_query("search", Some("rust"), 25.0, true, 5);
        collector.record_query("search", Some("python"), 75.0, true, 15);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.search_metrics.total_queries, 2);
        assert_eq!(metrics.search_metrics.successful_queries, 2);
        assert_eq!(metrics.search_metrics.average_results_per_query, 10.0); // (5+15)/2
        
        assert_eq!(metrics.search_metrics.query_distribution.get("search"), Some(&2));
        assert_eq!(metrics.search_metrics.language_distribution.get("rust"), Some(&1));
        assert_eq!(metrics.search_metrics.language_distribution.get("python"), Some(&1));
    }

    #[test]
    fn test_update_performance_metrics() {
        let collector = MetricsCollector::new();
        
        // Record some queries with latencies
        collector.record_query("search", None, 10.0, true, 5);
        collector.record_query("search", None, 20.0, true, 5);
        collector.record_query("search", None, 30.0, true, 5);
        collector.record_query("search", None, 40.0, true, 5);
        collector.record_query("search", None, 100.0, true, 5);
        
        collector.update_performance_metrics();
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.performance_metrics.latency_p50_ms, 30.0); // median
        assert_eq!(metrics.performance_metrics.latency_p95_ms, 100.0); // 95th percentile
        assert_eq!(metrics.performance_metrics.latency_p99_ms, 100.0); // 99th percentile
        assert!(metrics.performance_metrics.throughput_qps > 0.0);
    }

    #[test]
    fn test_update_performance_metrics_empty() {
        let collector = MetricsCollector::new();
        
        // No queries recorded
        collector.update_performance_metrics();
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.performance_metrics.latency_p50_ms, 0.0);
        assert_eq!(metrics.performance_metrics.latency_p95_ms, 0.0);
        assert_eq!(metrics.performance_metrics.latency_p99_ms, 0.0);
    }

    #[test]
    fn test_update_quality_metrics() {
        let collector = MetricsCollector::new();
        
        let quality_update = QualityMetricsUpdate {
            success_at_1: 0.8,
            success_at_10: 0.9,
            success_at_20: 0.95,
            ndcg_at_10: 0.85,
            ndcg_at_50: 0.88,
            mrr: 0.82,
            sla_recall_at_50: 0.87,
            witness_coverage: 0.91,
            span_accuracy: 0.93,
        };
        
        collector.update_quality_metrics(quality_update);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.quality_metrics.success_at_1, 0.8);
        assert_eq!(metrics.quality_metrics.success_at_10, 0.9);
        assert_eq!(metrics.quality_metrics.ndcg_at_10, 0.85);
        assert_eq!(metrics.quality_metrics.mrr, 0.82);
    }

    #[test]
    fn test_update_system_health_healthy() {
        let collector = MetricsCollector::new();
        
        let health_update = SystemHealthUpdate {
            lsp_servers_active: 4,
            index_size_mb: 1024.0,
            error_rate: 0.01, // Low error rate - should be healthy
            last_index_update: Some("2023-01-01T00:00:00Z".to_string()),
        };
        
        collector.update_system_health(health_update);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.system_health.lsp_servers_active, 4);
        assert_eq!(metrics.system_health.index_size_mb, 1024.0);
        assert_eq!(metrics.system_health.error_rate, 0.01);
        assert!(matches!(metrics.system_health.status, HealthStatus::Healthy));
        assert_eq!(metrics.system_health.last_index_update, "2023-01-01T00:00:00Z");
    }

    #[test]
    fn test_update_system_health_degraded() {
        let collector = MetricsCollector::new();
        
        let health_update = SystemHealthUpdate {
            lsp_servers_active: 2,
            index_size_mb: 512.0,
            error_rate: 0.08, // Medium error rate - should be degraded
            last_index_update: None,
        };
        
        collector.update_system_health(health_update);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.system_health.error_rate, 0.08);
        assert!(matches!(metrics.system_health.status, HealthStatus::Degraded));
    }

    #[test]
    fn test_update_system_health_unhealthy() {
        let collector = MetricsCollector::new();
        
        let health_update = SystemHealthUpdate {
            lsp_servers_active: 0,
            index_size_mb: 0.0,
            error_rate: 0.15, // High error rate - should be unhealthy
            last_index_update: None,
        };
        
        collector.update_system_health(health_update);
        
        let metrics = collector.get_metrics();
        assert_eq!(metrics.system_health.error_rate, 0.15);
        assert!(matches!(metrics.system_health.status, HealthStatus::Unhealthy));
    }

    #[test]
    fn test_reset_metrics() {
        let collector = MetricsCollector::new();
        
        // Record some data
        collector.record_query("search", Some("rust"), 50.0, true, 10);
        collector.record_query("lookup", Some("python"), 75.0, false, 5);
        
        let metrics_before = collector.get_metrics();
        assert_eq!(metrics_before.search_metrics.total_queries, 2);
        
        // Reset
        collector.reset();
        
        let metrics_after = collector.get_metrics();
        assert_eq!(metrics_after.search_metrics.total_queries, 0);
        assert_eq!(metrics_after.search_metrics.successful_queries, 0);
        assert_eq!(metrics_after.search_metrics.failed_queries, 0);
        assert!(metrics_after.search_metrics.query_distribution.is_empty());
        assert!(metrics_after.search_metrics.language_distribution.is_empty());
    }

    #[test]
    fn test_sla_metrics_creation() {
        let sla_metrics = SlaMetrics::new(150.0, 0.95, 0.99);
        
        assert_eq!(sla_metrics.latency_p95_sla_ms, 150.0);
        assert_eq!(sla_metrics.success_rate_sla, 0.95);
        assert_eq!(sla_metrics.availability_sla, 0.99);
        assert_eq!(sla_metrics.current_latency_p95_ms, 0.0);
        assert_eq!(sla_metrics.current_success_rate, 1.0);
        assert_eq!(sla_metrics.current_availability, 1.0);
        assert_eq!(sla_metrics.sla_violations, 0);
    }

    #[test]
    fn test_sla_metrics_compliance_success() {
        let mut sla_metrics = SlaMetrics::new(150.0, 0.95, 0.99);
        sla_metrics.current_latency_p95_ms = 100.0; // Under SLA
        sla_metrics.current_success_rate = 0.97; // Above SLA
        sla_metrics.current_availability = 0.995; // Above SLA
        
        assert!(sla_metrics.is_compliant());
    }

    #[test]
    fn test_sla_metrics_compliance_failure() {
        let mut sla_metrics = SlaMetrics::new(150.0, 0.95, 0.99);
        sla_metrics.current_latency_p95_ms = 200.0; // Over SLA
        sla_metrics.current_success_rate = 0.90; // Under SLA
        sla_metrics.current_availability = 0.98; // Under SLA
        
        assert!(!sla_metrics.is_compliant());
    }

    #[test]
    fn test_performance_gate_less_than() {
        let mut gate = PerformanceGate::new(
            "Latency P95".to_string(),
            150.0,
            GateComparison::LessThan
        );
        
        assert!(gate.evaluate(100.0)); // 100 < 150
        assert!(gate.passed);
        assert_eq!(gate.current_value, 100.0);
        
        assert!(!gate.evaluate(200.0)); // 200 >= 150
        assert!(!gate.passed);
        assert_eq!(gate.current_value, 200.0);
    }

    #[test]
    fn test_performance_gate_greater_than() {
        let mut gate = PerformanceGate::new(
            "Success Rate".to_string(),
            0.95,
            GateComparison::GreaterThan
        );
        
        assert!(gate.evaluate(0.98)); // 0.98 > 0.95
        assert!(gate.passed);
        
        assert!(!gate.evaluate(0.90)); // 0.90 <= 0.95
        assert!(!gate.passed);
    }

    #[test]
    fn test_performance_gate_equal() {
        let mut gate = PerformanceGate::new(
            "Exact Match".to_string(),
            1.0,
            GateComparison::Equal
        );
        
        assert!(gate.evaluate(1.0)); // Exactly 1.0
        assert!(gate.passed);
        
        assert!(!gate.evaluate(1.1)); // Not exactly 1.0
        assert!(!gate.passed);
    }

    #[test]
    fn test_performance_gate_less_than_or_equal() {
        let mut gate = PerformanceGate::new(
            "Memory Usage".to_string(),
            100.0,
            GateComparison::LessThanOrEqual
        );
        
        assert!(gate.evaluate(100.0)); // 100 <= 100
        assert!(gate.passed);
        
        assert!(gate.evaluate(50.0)); // 50 <= 100
        assert!(gate.passed);
        
        assert!(!gate.evaluate(150.0)); // 150 > 100
        assert!(!gate.passed);
    }

    #[test]
    fn test_performance_gate_greater_than_or_equal() {
        let mut gate = PerformanceGate::new(
            "Throughput".to_string(),
            10.0,
            GateComparison::GreaterThanOrEqual
        );
        
        assert!(gate.evaluate(10.0)); // 10 >= 10
        assert!(gate.passed);
        
        assert!(gate.evaluate(15.0)); // 15 >= 10
        assert!(gate.passed);
        
        assert!(!gate.evaluate(5.0)); // 5 < 10
        assert!(!gate.passed);
    }

    #[test]
    fn test_health_status_variants() {
        // Test serialization/deserialization would work
        let healthy = HealthStatus::Healthy;
        let degraded = HealthStatus::Degraded;
        let unhealthy = HealthStatus::Unhealthy;
        
        // Basic enum variant checks
        assert!(matches!(healthy, HealthStatus::Healthy));
        assert!(matches!(degraded, HealthStatus::Degraded));
        assert!(matches!(unhealthy, HealthStatus::Unhealthy));
    }

    #[test]
    fn test_performance_grade_variants() {
        let excellent = PerformanceGrade::Excellent;
        let good = PerformanceGrade::Good;
        let fair = PerformanceGrade::Fair;
        let poor = PerformanceGrade::Poor;
        
        assert!(matches!(excellent, PerformanceGrade::Excellent));
        assert!(matches!(good, PerformanceGrade::Good));
        assert!(matches!(fair, PerformanceGrade::Fair));
        assert!(matches!(poor, PerformanceGrade::Poor));
    }

    #[test]
    fn test_system_metrics_timestamp_updates() {
        let collector = MetricsCollector::new();
        
        let initial_metrics = collector.get_metrics();
        let initial_timestamp = initial_metrics.timestamp.clone();
        
        // Wait a moment and record a query
        std::thread::sleep(std::time::Duration::from_millis(10));
        collector.record_query("search", None, 50.0, true, 1);
        
        let updated_metrics = collector.get_metrics();
        assert_ne!(initial_timestamp, updated_metrics.timestamp);
    }

    #[test]
    fn test_query_distribution_multiple_types() {
        let collector = MetricsCollector::new();
        
        collector.record_query("search", None, 50.0, true, 5);
        collector.record_query("lookup", None, 30.0, true, 3);
        collector.record_query("search", None, 70.0, true, 7);
        collector.record_query("browse", None, 40.0, true, 2);
        
        let metrics = collector.get_metrics();
        
        assert_eq!(metrics.search_metrics.query_distribution.get("search"), Some(&2));
        assert_eq!(metrics.search_metrics.query_distribution.get("lookup"), Some(&1));
        assert_eq!(metrics.search_metrics.query_distribution.get("browse"), Some(&1));
        assert_eq!(metrics.search_metrics.total_queries, 4);
        
        // Average results: (5+3+7+2)/4 = 4.25
        assert!((metrics.search_metrics.average_results_per_query - 4.25).abs() < f64::EPSILON);
    }

    #[test]
    fn test_language_distribution() {
        let collector = MetricsCollector::new();
        
        collector.record_query("search", Some("rust"), 50.0, true, 5);
        collector.record_query("search", Some("python"), 30.0, true, 3);
        collector.record_query("search", Some("rust"), 70.0, true, 7);
        collector.record_query("search", None, 40.0, true, 2); // No language
        
        let metrics = collector.get_metrics();
        
        assert_eq!(metrics.search_metrics.language_distribution.get("rust"), Some(&2));
        assert_eq!(metrics.search_metrics.language_distribution.get("python"), Some(&1));
        // No language queries don't add to language distribution
        assert_eq!(metrics.search_metrics.language_distribution.len(), 2);
    }
}