quantrs2_device/performance_analytics_dashboard/
data.rs

1//! Data Management for Performance Analytics Dashboard
2//!
3//! This module contains all data structures, metrics, and data management
4//! functionality for the dashboard.
5
6use super::config::{AggregationLevel, PerformanceDashboardConfig};
7use crate::{DeviceError, DeviceResult};
8use scirs2_core::ndarray::Array2;
9use serde::{Deserialize, Serialize};
10use std::collections::HashMap;
11use std::time::{Duration, SystemTime};
12use tokio::sync::mpsc;
13
14/// Comprehensive dashboard data structure
15#[derive(Debug, Clone, Serialize, Deserialize)]
16pub struct DashboardData {
17    /// Current real-time metrics
18    pub realtime_metrics: RealtimeMetrics,
19    /// Historical performance data
20    pub historical_data: HistoricalData,
21    /// Statistical analysis results
22    pub statistical_analysis: StatisticalAnalysisResults,
23    /// Trend analysis results
24    pub trend_analysis: TrendAnalysisResults,
25    /// Anomaly detection results
26    pub anomaly_detection: AnomalyDetectionResults,
27    /// Performance predictions
28    pub predictions: PerformancePredictions,
29    /// Alert status
30    pub alert_status: AlertStatus,
31    /// System health indicators
32    pub system_health: SystemHealthIndicators,
33}
34
35/// Real-time metrics
36#[derive(Debug, Clone, Serialize, Deserialize)]
37pub struct RealtimeMetrics {
38    /// Current timestamp
39    pub timestamp: u64,
40    /// Device performance metrics
41    pub device_metrics: DeviceMetrics,
42    /// Circuit execution metrics
43    pub circuit_metrics: CircuitMetrics,
44    /// Resource utilization metrics
45    pub resource_metrics: ResourceMetrics,
46    /// Quality metrics
47    pub quality_metrics: QualityMetrics,
48    /// Throughput metrics
49    pub throughput_metrics: ThroughputMetrics,
50}
51
52/// Historical performance data
53#[derive(Debug, Clone, Serialize, Deserialize)]
54pub struct HistoricalData {
55    /// Time series data for different aggregation levels
56    pub time_series: HashMap<AggregationLevel, TimeSeriesData>,
57    /// Performance evolution
58    pub performance_evolution: PerformanceEvolution,
59    /// Comparative analysis
60    pub comparative_analysis: ComparativeAnalysis,
61    /// Benchmark results
62    pub benchmark_results: BenchmarkResults,
63}
64
65/// Statistical analysis results
66#[derive(Debug, Clone, Serialize, Deserialize, Default)]
67pub struct StatisticalAnalysisResults {
68    /// Descriptive statistics
69    pub descriptive_stats: DescriptiveStatistics,
70    /// Distribution analysis
71    pub distribution_analysis: DistributionAnalysis,
72    /// Correlation analysis
73    pub correlation_analysis: CorrelationAnalysis,
74    /// Hypothesis testing results
75    pub hypothesis_tests: HypothesisTestResults,
76    /// Confidence intervals
77    pub confidence_intervals: ConfidenceIntervals,
78}
79
80/// Trend analysis results
81#[derive(Debug, Clone, Serialize, Deserialize)]
82pub struct TrendAnalysisResults {
83    /// Trend direction for each metric
84    pub trend_directions: HashMap<String, TrendDirection>,
85    /// Trend strength
86    pub trend_strengths: HashMap<String, f64>,
87    /// Seasonal patterns
88    pub seasonal_patterns: SeasonalPatterns,
89    /// Change point detection
90    pub change_points: ChangePointDetection,
91    /// Forecasting results
92    pub forecasts: ForecastingResults,
93}
94
95/// Anomaly detection results
96#[derive(Debug, Clone, Serialize, Deserialize)]
97pub struct AnomalyDetectionResults {
98    /// Current anomalies
99    pub current_anomalies: Vec<Anomaly>,
100    /// Anomaly history
101    pub anomaly_history: Vec<HistoricalAnomaly>,
102    /// Anomaly patterns
103    pub anomaly_patterns: AnomalyPatterns,
104    /// Root cause analysis
105    pub root_cause_analysis: RootCauseAnalysis,
106}
107
108/// Performance predictions
109#[derive(Debug, Clone, Serialize, Deserialize, Default)]
110pub struct PerformancePredictions {
111    /// Short-term predictions (next hour)
112    pub short_term: PredictionResults,
113    /// Medium-term predictions (next day)
114    pub medium_term: PredictionResults,
115    /// Long-term predictions (next week)
116    pub long_term: PredictionResults,
117    /// Prediction accuracy metrics
118    pub accuracy_metrics: PredictionAccuracy,
119    /// Model performance
120    pub model_performance: ModelPerformance,
121}
122
123/// Alert status
124#[derive(Debug, Clone, Serialize, Deserialize)]
125pub struct AlertStatus {
126    /// Active alerts
127    pub active_alerts: Vec<ActiveAlert>,
128    /// Recently resolved alerts
129    pub recent_alerts: Vec<ResolvedAlert>,
130    /// Alert statistics
131    pub alert_statistics: AlertStatistics,
132    /// Alert trends
133    pub alert_trends: AlertTrends,
134}
135
136/// System health indicators
137#[derive(Debug, Clone, Serialize, Deserialize)]
138pub struct SystemHealthIndicators {
139    /// Overall health score
140    pub overall_health_score: f64,
141    /// Component health scores
142    pub component_health: HashMap<String, f64>,
143    /// Health trends
144    pub health_trends: HealthTrends,
145    /// Performance indicators
146    pub performance_indicators: PerformanceIndicators,
147    /// Capacity utilization
148    pub capacity_utilization: CapacityUtilization,
149}
150
151/// Device performance metrics
152#[derive(Debug, Clone, Serialize, Deserialize)]
153pub struct DeviceMetrics {
154    pub fidelity: f64,
155    pub error_rate: f64,
156    pub coherence_time: f64,
157    pub gate_time: f64,
158    pub readout_fidelity: f64,
159    pub cross_talk: f64,
160    pub temperature: f64,
161    pub uptime: f64,
162}
163
164/// Circuit execution metrics
165#[derive(Debug, Clone, Serialize, Deserialize)]
166pub struct CircuitMetrics {
167    pub depth: f64,
168    pub gate_count: HashMap<String, usize>,
169    pub execution_time: f64,
170    pub success_rate: f64,
171    pub optimization_ratio: f64,
172    pub compilation_time: f64,
173}
174
175/// Resource utilization metrics
176#[derive(Debug, Clone, Serialize, Deserialize)]
177pub struct ResourceMetrics {
178    pub cpu_utilization: f64,
179    pub memory_utilization: f64,
180    pub network_utilization: f64,
181    pub quantum_utilization: f64,
182    pub storage_utilization: f64,
183    pub cost_efficiency: f64,
184}
185
186/// Quality metrics
187#[derive(Debug, Clone, Serialize, Deserialize)]
188pub struct QualityMetrics {
189    pub overall_quality: f64,
190    pub consistency: f64,
191    pub reliability: f64,
192    pub accuracy: f64,
193    pub precision: f64,
194    pub robustness: f64,
195}
196
197/// Throughput metrics
198#[derive(Debug, Clone, Serialize, Deserialize)]
199pub struct ThroughputMetrics {
200    pub jobs_per_hour: f64,
201    pub circuits_per_minute: f64,
202    pub gates_per_second: f64,
203    pub queue_length: usize,
204    pub average_wait_time: f64,
205}
206
207/// Time series data
208#[derive(Debug, Clone, Serialize, Deserialize)]
209pub struct TimeSeriesData {
210    pub timestamps: Vec<u64>,
211    pub values: HashMap<String, Vec<f64>>,
212    pub metadata: TimeSeriesMetadata,
213}
214
215/// Time series metadata
216#[derive(Debug, Clone, Serialize, Deserialize)]
217pub struct TimeSeriesMetadata {
218    pub collection_start: SystemTime,
219    pub collection_end: SystemTime,
220    pub sampling_rate: f64,
221    pub data_quality: f64,
222    pub missing_points: usize,
223}
224
225/// Performance evolution tracking
226#[derive(Debug, Clone, Serialize, Deserialize, Default)]
227pub struct PerformanceEvolution {
228    pub performance_trends: HashMap<String, PerformanceTrend>,
229    pub improvement_metrics: ImprovementMetrics,
230    pub degradation_indicators: DegradationIndicators,
231}
232
233/// Performance trend
234#[derive(Debug, Clone, Serialize, Deserialize)]
235pub struct PerformanceTrend {
236    pub metric_name: String,
237    pub trend_direction: TrendDirection,
238    pub trend_strength: f64,
239    pub confidence: f64,
240    pub time_horizon: Duration,
241}
242
243/// Improvement metrics
244#[derive(Debug, Clone, Serialize, Deserialize)]
245pub struct ImprovementMetrics {
246    pub overall_improvement_rate: f64,
247    pub metric_improvements: HashMap<String, f64>,
248    pub improvement_sources: Vec<ImprovementSource>,
249}
250
251/// Improvement source
252#[derive(Debug, Clone, Serialize, Deserialize)]
253pub struct ImprovementSource {
254    pub source_type: String,
255    pub impact_magnitude: f64,
256    pub confidence: f64,
257    pub description: String,
258}
259
260/// Degradation indicators
261#[derive(Debug, Clone, Serialize, Deserialize)]
262pub struct DegradationIndicators {
263    pub degradation_alerts: Vec<DegradationAlert>,
264    pub degradation_rate: f64,
265    pub critical_metrics: Vec<String>,
266}
267
268/// Degradation alert
269#[derive(Debug, Clone, Serialize, Deserialize)]
270pub struct DegradationAlert {
271    pub metric_name: String,
272    pub current_value: f64,
273    pub baseline_value: f64,
274    pub degradation_percentage: f64,
275    pub severity: String,
276}
277
278/// Comparative analysis
279#[derive(Debug, Clone, Serialize, Deserialize, Default)]
280pub struct ComparativeAnalysis {
281    pub device_comparisons: Vec<DeviceComparison>,
282    pub benchmark_comparisons: Vec<BenchmarkComparison>,
283    pub historical_comparisons: Vec<HistoricalComparison>,
284}
285
286/// Device comparison
287#[derive(Debug, Clone, Serialize, Deserialize)]
288pub struct DeviceComparison {
289    pub device_a: String,
290    pub device_b: String,
291    pub performance_differences: HashMap<String, f64>,
292    pub statistical_significance: f64,
293}
294
295/// Benchmark comparison
296#[derive(Debug, Clone, Serialize, Deserialize)]
297pub struct BenchmarkComparison {
298    pub benchmark_name: String,
299    pub current_score: f64,
300    pub reference_score: f64,
301    pub performance_ratio: f64,
302    pub ranking: usize,
303}
304
305/// Historical comparison
306#[derive(Debug, Clone, Serialize, Deserialize)]
307pub struct HistoricalComparison {
308    pub time_period: String,
309    pub current_metrics: HashMap<String, f64>,
310    pub historical_metrics: HashMap<String, f64>,
311    pub change_indicators: HashMap<String, f64>,
312}
313
314/// Benchmark results
315#[derive(Debug, Clone, Serialize, Deserialize, Default)]
316pub struct BenchmarkResults {
317    pub standard_benchmarks: HashMap<String, BenchmarkResult>,
318    pub custom_benchmarks: HashMap<String, BenchmarkResult>,
319    pub benchmark_trends: BenchmarkTrends,
320}
321
322/// Benchmark result
323#[derive(Debug, Clone, Serialize, Deserialize)]
324pub struct BenchmarkResult {
325    pub benchmark_name: String,
326    pub score: f64,
327    pub percentile: f64,
328    pub execution_time: Duration,
329    pub details: HashMap<String, f64>,
330}
331
332/// Trend direction
333#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq)]
334pub enum TrendDirection {
335    Increasing,
336    Decreasing,
337    Stable,
338    Volatile,
339    Cyclical,
340    Improving,
341}
342
343/// Data collector for dashboard metrics
344pub struct DataCollector {
345    config: PerformanceDashboardConfig,
346    collection_tasks: HashMap<String, CollectionTask>,
347    data_pipeline: DataPipeline,
348    quality_monitor: DataQualityMonitor,
349}
350
351/// Collection task
352pub struct CollectionTask {
353    pub task_id: String,
354    pub collection_type: CollectionType,
355    pub interval: Duration,
356    pub enabled: bool,
357    pub last_collection: Option<SystemTime>,
358}
359
360/// Collection types
361#[derive(Debug, Clone, PartialEq, Eq)]
362pub enum CollectionType {
363    DeviceMetrics,
364    CircuitMetrics,
365    ResourceMetrics,
366    QualityMetrics,
367    ThroughputMetrics,
368    Custom(String),
369}
370
371/// Data pipeline for processing collected data
372pub struct DataPipeline {
373    processing_stages: Vec<ProcessingStage>,
374    output_channels: Vec<mpsc::Sender<ProcessedData>>,
375}
376
377/// Processing stage
378pub struct ProcessingStage {
379    pub stage_name: String,
380    pub processor: Box<dyn DataProcessor + Send + Sync>,
381    pub enabled: bool,
382}
383
384/// Data processor trait
385pub trait DataProcessor {
386    fn process(&self, data: &RawData) -> DeviceResult<ProcessedData>;
387}
388
389/// Raw data from collection
390#[derive(Debug, Clone)]
391pub struct RawData {
392    pub timestamp: SystemTime,
393    pub data_type: String,
394    pub values: HashMap<String, f64>,
395    pub metadata: HashMap<String, String>,
396}
397
398/// Processed data after pipeline
399#[derive(Debug, Clone)]
400pub struct ProcessedData {
401    pub timestamp: SystemTime,
402    pub data_type: String,
403    pub processed_values: HashMap<String, f64>,
404    pub quality_score: f64,
405    pub processing_metadata: HashMap<String, String>,
406}
407
408/// Data quality monitor
409pub struct DataQualityMonitor {
410    quality_rules: Vec<QualityRule>,
411    quality_history: Vec<QualityReport>,
412}
413
414/// Quality rule for data validation
415pub struct QualityRule {
416    pub rule_name: String,
417    pub rule_type: QualityRuleType,
418    pub threshold: f64,
419    pub enabled: bool,
420}
421
422/// Quality rule types
423#[derive(Debug, Clone, PartialEq, Eq)]
424pub enum QualityRuleType {
425    Completeness,
426    Accuracy,
427    Consistency,
428    Timeliness,
429    Validity,
430    Custom(String),
431}
432
433/// Quality report
434#[derive(Debug, Clone)]
435pub struct QualityReport {
436    pub timestamp: SystemTime,
437    pub overall_score: f64,
438    pub rule_scores: HashMap<String, f64>,
439    pub issues: Vec<QualityIssue>,
440}
441
442/// Quality issue
443#[derive(Debug, Clone)]
444pub struct QualityIssue {
445    pub issue_type: String,
446    pub severity: QualityIssueSeverity,
447    pub description: String,
448    pub affected_data: Vec<String>,
449}
450
451/// Quality issue severity
452#[derive(Debug, Clone, PartialEq, Eq)]
453pub enum QualityIssueSeverity {
454    Low,
455    Medium,
456    High,
457    Critical,
458}
459
460// Implementation for key data structures
461
462impl Default for RealtimeMetrics {
463    fn default() -> Self {
464        Self::new()
465    }
466}
467
468impl RealtimeMetrics {
469    pub fn new() -> Self {
470        Self {
471            // SAFETY: SystemTime::now() is always after UNIX_EPOCH
472            timestamp: SystemTime::now()
473                .duration_since(std::time::UNIX_EPOCH)
474                .unwrap_or(Duration::ZERO)
475                .as_secs(),
476            device_metrics: DeviceMetrics::default(),
477            circuit_metrics: CircuitMetrics::default(),
478            resource_metrics: ResourceMetrics::default(),
479            quality_metrics: QualityMetrics::default(),
480            throughput_metrics: ThroughputMetrics::default(),
481        }
482    }
483
484    pub fn update_timestamp(&mut self) {
485        // SAFETY: SystemTime::now() is always after UNIX_EPOCH
486        self.timestamp = SystemTime::now()
487            .duration_since(std::time::UNIX_EPOCH)
488            .unwrap_or(Duration::ZERO)
489            .as_secs();
490    }
491}
492
493impl Default for HistoricalData {
494    fn default() -> Self {
495        Self::new()
496    }
497}
498
499impl HistoricalData {
500    pub fn new() -> Self {
501        Self {
502            time_series: HashMap::new(),
503            performance_evolution: PerformanceEvolution::default(),
504            comparative_analysis: ComparativeAnalysis::default(),
505            benchmark_results: BenchmarkResults::default(),
506        }
507    }
508}
509
510impl StatisticalAnalysisResults {
511    pub fn new() -> Self {
512        Self {
513            descriptive_stats: DescriptiveStatistics::default(),
514            distribution_analysis: DistributionAnalysis::default(),
515            correlation_analysis: CorrelationAnalysis::default(),
516            hypothesis_tests: HypothesisTestResults::default(),
517            confidence_intervals: ConfidenceIntervals::default(),
518        }
519    }
520}
521
522impl PerformancePredictions {
523    pub fn new() -> Self {
524        Self {
525            short_term: PredictionResults::default(),
526            medium_term: PredictionResults::default(),
527            long_term: PredictionResults::default(),
528            accuracy_metrics: PredictionAccuracy::default(),
529            model_performance: ModelPerformance::default(),
530        }
531    }
532}
533
534impl DataCollector {
535    pub fn new(config: PerformanceDashboardConfig) -> Self {
536        Self {
537            config,
538            collection_tasks: HashMap::new(),
539            data_pipeline: DataPipeline::new(),
540            quality_monitor: DataQualityMonitor::new(),
541        }
542    }
543
544    pub async fn start_collection(&mut self) -> DeviceResult<()> {
545        // Start collection tasks
546        self.setup_collection_tasks().await?;
547
548        // Start data pipeline
549        self.data_pipeline.start().await?;
550
551        // Start quality monitoring
552        self.quality_monitor.start_monitoring().await?;
553
554        Ok(())
555    }
556
557    pub async fn stop_collection(&mut self) -> DeviceResult<()> {
558        // Stop collection tasks
559        for task in self.collection_tasks.values_mut() {
560            task.enabled = false;
561        }
562
563        // Stop data pipeline
564        self.data_pipeline.stop().await?;
565
566        // Stop quality monitoring
567        self.quality_monitor.stop_monitoring().await?;
568
569        Ok(())
570    }
571
572    async fn setup_collection_tasks(&mut self) -> DeviceResult<()> {
573        // Setup device metrics collection
574        self.collection_tasks.insert(
575            "device_metrics".to_string(),
576            CollectionTask {
577                task_id: "device_metrics".to_string(),
578                collection_type: CollectionType::DeviceMetrics,
579                interval: Duration::from_secs(self.config.collection_interval),
580                enabled: true,
581                last_collection: None,
582            },
583        );
584
585        // Setup other collection tasks similarly
586        Ok(())
587    }
588}
589
590impl Default for DataPipeline {
591    fn default() -> Self {
592        Self::new()
593    }
594}
595
596impl DataPipeline {
597    pub const fn new() -> Self {
598        Self {
599            processing_stages: Vec::new(),
600            output_channels: Vec::new(),
601        }
602    }
603
604    pub async fn start(&self) -> DeviceResult<()> {
605        // Start pipeline processing
606        Ok(())
607    }
608
609    pub async fn stop(&self) -> DeviceResult<()> {
610        // Stop pipeline processing
611        Ok(())
612    }
613}
614
615impl Default for DataQualityMonitor {
616    fn default() -> Self {
617        Self::new()
618    }
619}
620
621impl DataQualityMonitor {
622    pub const fn new() -> Self {
623        Self {
624            quality_rules: Vec::new(),
625            quality_history: Vec::new(),
626        }
627    }
628
629    pub async fn start_monitoring(&self) -> DeviceResult<()> {
630        // Start quality monitoring
631        Ok(())
632    }
633
634    pub async fn stop_monitoring(&self) -> DeviceResult<()> {
635        // Stop quality monitoring
636        Ok(())
637    }
638}
639
640// Default implementations for key structures
641
642impl Default for DeviceMetrics {
643    fn default() -> Self {
644        Self {
645            fidelity: 0.95,
646            error_rate: 0.01,
647            coherence_time: 100.0,
648            gate_time: 20.0,
649            readout_fidelity: 0.98,
650            cross_talk: 0.01,
651            temperature: 0.01,
652            uptime: 0.99,
653        }
654    }
655}
656
657impl Default for CircuitMetrics {
658    fn default() -> Self {
659        Self {
660            depth: 10.0,
661            gate_count: HashMap::new(),
662            execution_time: 1000.0,
663            success_rate: 0.95,
664            optimization_ratio: 0.8,
665            compilation_time: 100.0,
666        }
667    }
668}
669
670impl Default for ResourceMetrics {
671    fn default() -> Self {
672        Self {
673            cpu_utilization: 0.5,
674            memory_utilization: 0.6,
675            network_utilization: 0.3,
676            quantum_utilization: 0.8,
677            storage_utilization: 0.4,
678            cost_efficiency: 0.7,
679        }
680    }
681}
682
683impl Default for QualityMetrics {
684    fn default() -> Self {
685        Self {
686            overall_quality: 0.9,
687            consistency: 0.85,
688            reliability: 0.95,
689            accuracy: 0.92,
690            precision: 0.88,
691            robustness: 0.87,
692        }
693    }
694}
695
696impl Default for ThroughputMetrics {
697    fn default() -> Self {
698        Self {
699            jobs_per_hour: 100.0,
700            circuits_per_minute: 10.0,
701            gates_per_second: 1000.0,
702            queue_length: 5,
703            average_wait_time: 30.0,
704        }
705    }
706}
707
708// Missing type definitions
709#[derive(Debug, Clone, Serialize, Deserialize, Default)]
710pub struct DescriptiveStatistics {
711    pub metrics_stats: HashMap<String, f64>,
712    pub summary_statistics: SummaryStatistics,
713    pub distribution_summaries: HashMap<String, f64>,
714}
715
716#[derive(Debug, Clone, Serialize, Deserialize, Default)]
717pub struct DistributionAnalysis {
718    pub distribution_fits: HashMap<String, String>,
719    pub goodness_of_fit: HashMap<String, f64>,
720    pub distribution_parameters: HashMap<String, f64>,
721}
722
723#[derive(Debug, Clone, Serialize, Deserialize)]
724pub struct CorrelationAnalysis {
725    pub correlationmatrix: Array2<f64>,
726    pub correlation_significance: HashMap<String, f64>,
727    pub causal_relationships: Vec<String>,
728}
729
730#[derive(Debug, Clone, Serialize, Deserialize, Default)]
731pub struct HypothesisTestResults {
732    pub test_results: HashMap<String, f64>,
733    pub significance_levels: HashMap<String, f64>,
734    pub effect_sizes: HashMap<String, f64>,
735}
736
737#[derive(Debug, Clone, Serialize, Deserialize, Default)]
738pub struct ConfidenceIntervals {
739    pub intervals: HashMap<String, (f64, f64)>,
740    pub confidence_levels: HashMap<String, f64>,
741    pub interval_interpretations: HashMap<String, String>,
742}
743
744#[derive(Debug, Clone, Serialize, Deserialize, Default)]
745pub struct SeasonalPatterns {
746    pub seasonal_components: HashMap<String, Vec<f64>>,
747    pub seasonal_strength: HashMap<String, f64>,
748    pub seasonal_periods: HashMap<String, usize>,
749}
750
751#[derive(Debug, Clone, Serialize, Deserialize, Default)]
752pub struct ChangePointDetection {
753    pub change_points: Vec<u64>,
754    pub change_magnitudes: Vec<f64>,
755    pub change_types: Vec<String>,
756}
757
758#[derive(Debug, Clone, Serialize, Deserialize, Default)]
759pub struct ForecastingResults {
760    pub forecasts: HashMap<String, Vec<f64>>,
761    pub forecast_intervals: HashMap<String, Vec<(f64, f64)>>,
762    pub forecast_accuracy: HashMap<String, f64>,
763}
764
765#[derive(Debug, Clone, Serialize, Deserialize)]
766pub struct Anomaly {
767    pub timestamp: u64,
768    pub metric_name: String,
769    pub anomaly_score: f64,
770    pub anomaly_type: String,
771    pub description: String,
772}
773
774#[derive(Debug, Clone, Serialize, Deserialize, Default)]
775pub struct HistoricalAnomaly {
776    pub anomaly: Anomaly,
777    pub resolution_time: Option<u64>,
778    pub impact_assessment: String,
779    pub lessons_learned: String,
780}
781
782#[derive(Debug, Clone, Serialize, Deserialize, Default)]
783pub struct AnomalyPatterns {
784    pub recurring_anomalies: Vec<String>,
785    pub anomaly_frequencies: HashMap<String, f64>,
786    pub anomaly_correlations: HashMap<String, f64>,
787}
788
789#[derive(Debug, Clone, Serialize, Deserialize, Default)]
790pub struct RootCauseAnalysis {
791    pub potential_causes: Vec<String>,
792    pub cause_probabilities: HashMap<String, f64>,
793    pub investigation_steps: Vec<String>,
794}
795
796#[derive(Debug, Clone, Serialize, Deserialize, Default)]
797pub struct BenchmarkTrends {
798    pub trend_directions: HashMap<String, String>,
799    pub improvement_rates: HashMap<String, f64>,
800    pub benchmark_stability: HashMap<String, f64>,
801}
802
803#[derive(Debug, Clone, Serialize, Deserialize, Default)]
804pub struct PredictionAccuracy {
805    pub accuracy_metrics: HashMap<String, f64>,
806    pub model_comparison: ModelComparison,
807    pub prediction_reliability: PredictionReliability,
808}
809
810#[derive(Debug, Clone, Serialize, Deserialize, Default)]
811pub struct ModelPerformance {
812    pub model_scores: HashMap<String, f64>,
813    pub feature_importance: HashMap<String, f64>,
814    pub model_diagnostics: ModelDiagnostics,
815}
816
817#[derive(Debug, Clone, Serialize, Deserialize, Default)]
818pub struct ActiveAlert {
819    pub alert_id: String,
820    pub metric_name: String,
821    pub severity: String,
822    pub timestamp: u64,
823    pub description: String,
824}
825
826#[derive(Debug, Clone, Serialize, Deserialize, Default)]
827pub struct ResolvedAlert {
828    pub alert_id: String,
829    pub resolution_time: u64,
830    pub resolution_method: String,
831    pub notes: String,
832}
833
834#[derive(Debug, Clone, Serialize, Deserialize, Default)]
835pub struct AlertStatistics {
836    pub total_alerts: usize,
837    pub alerts_by_severity: HashMap<String, usize>,
838    pub resolution_times: HashMap<String, f64>,
839}
840
841#[derive(Debug, Clone, Serialize, Deserialize, Default)]
842pub struct AlertTrends {
843    pub frequency_trends: HashMap<String, f64>,
844    pub severity_trends: HashMap<String, f64>,
845    pub resolution_trends: HashMap<String, f64>,
846}
847
848#[derive(Debug, Clone, Serialize, Deserialize)]
849pub struct HealthTrends {
850    pub overall_trend: String,
851    pub component_trends: HashMap<String, String>,
852    pub trend_confidence: f64,
853}
854
855#[derive(Debug, Clone, Serialize, Deserialize, Default)]
856pub struct PerformanceIndicators {
857    pub key_indicators: HashMap<String, f64>,
858    pub indicator_status: HashMap<String, String>,
859    pub thresholds: HashMap<String, f64>,
860}
861
862#[derive(Debug, Clone, Serialize, Deserialize)]
863pub struct CapacityUtilization {
864    pub current_capacity: HashMap<String, f64>,
865    pub peak_capacity: HashMap<String, f64>,
866    pub utilization_efficiency: f64,
867}
868
869// Placeholder implementations for complex types
870impl Default for CorrelationAnalysis {
871    fn default() -> Self {
872        Self {
873            correlationmatrix: Array2::zeros((0, 0)),
874            correlation_significance: HashMap::new(),
875            causal_relationships: Vec::new(),
876        }
877    }
878}
879impl Default for ImprovementMetrics {
880    fn default() -> Self {
881        Self {
882            overall_improvement_rate: 0.0,
883            metric_improvements: HashMap::new(),
884            improvement_sources: Vec::new(),
885        }
886    }
887}
888impl Default for DegradationIndicators {
889    fn default() -> Self {
890        Self {
891            degradation_alerts: Vec::new(),
892            degradation_rate: 0.0,
893            critical_metrics: Vec::new(),
894        }
895    }
896}
897
898// Default implementations for newly defined types
899impl Default for Anomaly {
900    fn default() -> Self {
901        Self {
902            timestamp: 0,
903            metric_name: String::new(),
904            anomaly_score: 0.0,
905            anomaly_type: String::new(),
906            description: String::new(),
907        }
908    }
909}
910impl Default for HealthTrends {
911    fn default() -> Self {
912        Self {
913            overall_trend: String::new(),
914            component_trends: HashMap::new(),
915            trend_confidence: 0.0,
916        }
917    }
918}
919impl Default for CapacityUtilization {
920    fn default() -> Self {
921        Self {
922            current_capacity: HashMap::new(),
923            peak_capacity: HashMap::new(),
924            utilization_efficiency: 0.0,
925        }
926    }
927}
928
929// Additional placeholder types
930#[derive(Debug, Clone, Serialize, Deserialize, Default)]
931pub struct SummaryStatistics {
932    pub mean: f64,
933    pub std: f64,
934    pub min: f64,
935    pub max: f64,
936}
937#[derive(Debug, Clone, Serialize, Deserialize, Default)]
938pub struct ModelInfo {
939    pub model_type: String,
940    pub parameters: HashMap<String, f64>,
941}
942#[derive(Debug, Clone, Serialize, Deserialize, Default)]
943pub struct ModelComparison {
944    pub models: Vec<String>,
945    pub scores: Vec<f64>,
946}
947#[derive(Debug, Clone, Serialize, Deserialize, Default)]
948pub struct PredictionReliability {
949    pub reliability_score: f64,
950    pub uncertainty: f64,
951}
952#[derive(Debug, Clone, Serialize, Deserialize, Default)]
953pub struct ModelDiagnostics {
954    pub residual_analysis: HashMap<String, f64>,
955    pub validation_metrics: HashMap<String, f64>,
956}
957#[derive(Debug, Clone, Serialize, Deserialize, Default)]
958pub struct PredictionResults {
959    pub predictions: HashMap<String, f64>,
960    pub confidence_intervals: HashMap<String, (f64, f64)>,
961    pub model_info: ModelInfo,
962}
quantrs2_device/performance_analytics_dashboard/data.rs

quantrs2_device/performance_analytics_dashboard/
data.rs
