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)]
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)]
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)]
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)]
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)]
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)]
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)]
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)]
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)]
453pub enum QualityIssueSeverity {
454    Low,
455    Medium,
456    High,
457    Critical,
458}
459
460// Implementation for key data structures
461
462impl RealtimeMetrics {
463    pub fn new() -> Self {
464        Self {
465            timestamp: SystemTime::now()
466                .duration_since(std::time::UNIX_EPOCH)
467                .unwrap()
468                .as_secs(),
469            device_metrics: DeviceMetrics::default(),
470            circuit_metrics: CircuitMetrics::default(),
471            resource_metrics: ResourceMetrics::default(),
472            quality_metrics: QualityMetrics::default(),
473            throughput_metrics: ThroughputMetrics::default(),
474        }
475    }
476
477    pub fn update_timestamp(&mut self) {
478        self.timestamp = SystemTime::now()
479            .duration_since(std::time::UNIX_EPOCH)
480            .unwrap()
481            .as_secs();
482    }
483}
484
485impl HistoricalData {
486    pub fn new() -> Self {
487        Self {
488            time_series: HashMap::new(),
489            performance_evolution: PerformanceEvolution::default(),
490            comparative_analysis: ComparativeAnalysis::default(),
491            benchmark_results: BenchmarkResults::default(),
492        }
493    }
494}
495
496impl StatisticalAnalysisResults {
497    pub fn new() -> Self {
498        Self {
499            descriptive_stats: DescriptiveStatistics::default(),
500            distribution_analysis: DistributionAnalysis::default(),
501            correlation_analysis: CorrelationAnalysis::default(),
502            hypothesis_tests: HypothesisTestResults::default(),
503            confidence_intervals: ConfidenceIntervals::default(),
504        }
505    }
506}
507
508impl PerformancePredictions {
509    pub fn new() -> Self {
510        Self {
511            short_term: PredictionResults::default(),
512            medium_term: PredictionResults::default(),
513            long_term: PredictionResults::default(),
514            accuracy_metrics: PredictionAccuracy::default(),
515            model_performance: ModelPerformance::default(),
516        }
517    }
518}
519
520impl DataCollector {
521    pub fn new(config: PerformanceDashboardConfig) -> Self {
522        Self {
523            config,
524            collection_tasks: HashMap::new(),
525            data_pipeline: DataPipeline::new(),
526            quality_monitor: DataQualityMonitor::new(),
527        }
528    }
529
530    pub async fn start_collection(&mut self) -> DeviceResult<()> {
531        // Start collection tasks
532        self.setup_collection_tasks().await?;
533
534        // Start data pipeline
535        self.data_pipeline.start().await?;
536
537        // Start quality monitoring
538        self.quality_monitor.start_monitoring().await?;
539
540        Ok(())
541    }
542
543    pub async fn stop_collection(&mut self) -> DeviceResult<()> {
544        // Stop collection tasks
545        for task in self.collection_tasks.values_mut() {
546            task.enabled = false;
547        }
548
549        // Stop data pipeline
550        self.data_pipeline.stop().await?;
551
552        // Stop quality monitoring
553        self.quality_monitor.stop_monitoring().await?;
554
555        Ok(())
556    }
557
558    async fn setup_collection_tasks(&mut self) -> DeviceResult<()> {
559        // Setup device metrics collection
560        self.collection_tasks.insert(
561            "device_metrics".to_string(),
562            CollectionTask {
563                task_id: "device_metrics".to_string(),
564                collection_type: CollectionType::DeviceMetrics,
565                interval: Duration::from_secs(self.config.collection_interval),
566                enabled: true,
567                last_collection: None,
568            },
569        );
570
571        // Setup other collection tasks similarly
572        Ok(())
573    }
574}
575
576impl DataPipeline {
577    pub fn new() -> Self {
578        Self {
579            processing_stages: Vec::new(),
580            output_channels: Vec::new(),
581        }
582    }
583
584    pub async fn start(&self) -> DeviceResult<()> {
585        // Start pipeline processing
586        Ok(())
587    }
588
589    pub async fn stop(&self) -> DeviceResult<()> {
590        // Stop pipeline processing
591        Ok(())
592    }
593}
594
595impl DataQualityMonitor {
596    pub fn new() -> Self {
597        Self {
598            quality_rules: Vec::new(),
599            quality_history: Vec::new(),
600        }
601    }
602
603    pub async fn start_monitoring(&self) -> DeviceResult<()> {
604        // Start quality monitoring
605        Ok(())
606    }
607
608    pub async fn stop_monitoring(&self) -> DeviceResult<()> {
609        // Stop quality monitoring
610        Ok(())
611    }
612}
613
614// Default implementations for key structures
615
616impl Default for DeviceMetrics {
617    fn default() -> Self {
618        Self {
619            fidelity: 0.95,
620            error_rate: 0.01,
621            coherence_time: 100.0,
622            gate_time: 20.0,
623            readout_fidelity: 0.98,
624            cross_talk: 0.01,
625            temperature: 0.01,
626            uptime: 0.99,
627        }
628    }
629}
630
631impl Default for CircuitMetrics {
632    fn default() -> Self {
633        Self {
634            depth: 10.0,
635            gate_count: HashMap::new(),
636            execution_time: 1000.0,
637            success_rate: 0.95,
638            optimization_ratio: 0.8,
639            compilation_time: 100.0,
640        }
641    }
642}
643
644impl Default for ResourceMetrics {
645    fn default() -> Self {
646        Self {
647            cpu_utilization: 0.5,
648            memory_utilization: 0.6,
649            network_utilization: 0.3,
650            quantum_utilization: 0.8,
651            storage_utilization: 0.4,
652            cost_efficiency: 0.7,
653        }
654    }
655}
656
657impl Default for QualityMetrics {
658    fn default() -> Self {
659        Self {
660            overall_quality: 0.9,
661            consistency: 0.85,
662            reliability: 0.95,
663            accuracy: 0.92,
664            precision: 0.88,
665            robustness: 0.87,
666        }
667    }
668}
669
670impl Default for ThroughputMetrics {
671    fn default() -> Self {
672        Self {
673            jobs_per_hour: 100.0,
674            circuits_per_minute: 10.0,
675            gates_per_second: 1000.0,
676            queue_length: 5,
677            average_wait_time: 30.0,
678        }
679    }
680}
681
682// Missing type definitions
683#[derive(Debug, Clone, Serialize, Deserialize)]
684pub struct DescriptiveStatistics {
685    pub metrics_stats: HashMap<String, f64>,
686    pub summary_statistics: SummaryStatistics,
687    pub distribution_summaries: HashMap<String, f64>,
688}
689
690#[derive(Debug, Clone, Serialize, Deserialize)]
691pub struct DistributionAnalysis {
692    pub distribution_fits: HashMap<String, String>,
693    pub goodness_of_fit: HashMap<String, f64>,
694    pub distribution_parameters: HashMap<String, f64>,
695}
696
697#[derive(Debug, Clone, Serialize, Deserialize)]
698pub struct CorrelationAnalysis {
699    pub correlationmatrix: Array2<f64>,
700    pub correlation_significance: HashMap<String, f64>,
701    pub causal_relationships: Vec<String>,
702}
703
704#[derive(Debug, Clone, Serialize, Deserialize)]
705pub struct HypothesisTestResults {
706    pub test_results: HashMap<String, f64>,
707    pub significance_levels: HashMap<String, f64>,
708    pub effect_sizes: HashMap<String, f64>,
709}
710
711#[derive(Debug, Clone, Serialize, Deserialize)]
712pub struct ConfidenceIntervals {
713    pub intervals: HashMap<String, (f64, f64)>,
714    pub confidence_levels: HashMap<String, f64>,
715    pub interval_interpretations: HashMap<String, String>,
716}
717
718#[derive(Debug, Clone, Serialize, Deserialize)]
719pub struct SeasonalPatterns {
720    pub seasonal_components: HashMap<String, Vec<f64>>,
721    pub seasonal_strength: HashMap<String, f64>,
722    pub seasonal_periods: HashMap<String, usize>,
723}
724
725#[derive(Debug, Clone, Serialize, Deserialize)]
726pub struct ChangePointDetection {
727    pub change_points: Vec<u64>,
728    pub change_magnitudes: Vec<f64>,
729    pub change_types: Vec<String>,
730}
731
732#[derive(Debug, Clone, Serialize, Deserialize)]
733pub struct ForecastingResults {
734    pub forecasts: HashMap<String, Vec<f64>>,
735    pub forecast_intervals: HashMap<String, Vec<(f64, f64)>>,
736    pub forecast_accuracy: HashMap<String, f64>,
737}
738
739#[derive(Debug, Clone, Serialize, Deserialize)]
740pub struct Anomaly {
741    pub timestamp: u64,
742    pub metric_name: String,
743    pub anomaly_score: f64,
744    pub anomaly_type: String,
745    pub description: String,
746}
747
748#[derive(Debug, Clone, Serialize, Deserialize)]
749pub struct HistoricalAnomaly {
750    pub anomaly: Anomaly,
751    pub resolution_time: Option<u64>,
752    pub impact_assessment: String,
753    pub lessons_learned: String,
754}
755
756#[derive(Debug, Clone, Serialize, Deserialize)]
757pub struct AnomalyPatterns {
758    pub recurring_anomalies: Vec<String>,
759    pub anomaly_frequencies: HashMap<String, f64>,
760    pub anomaly_correlations: HashMap<String, f64>,
761}
762
763#[derive(Debug, Clone, Serialize, Deserialize)]
764pub struct RootCauseAnalysis {
765    pub potential_causes: Vec<String>,
766    pub cause_probabilities: HashMap<String, f64>,
767    pub investigation_steps: Vec<String>,
768}
769
770#[derive(Debug, Clone, Serialize, Deserialize)]
771pub struct BenchmarkTrends {
772    pub trend_directions: HashMap<String, String>,
773    pub improvement_rates: HashMap<String, f64>,
774    pub benchmark_stability: HashMap<String, f64>,
775}
776
777#[derive(Debug, Clone, Serialize, Deserialize)]
778pub struct PredictionAccuracy {
779    pub accuracy_metrics: HashMap<String, f64>,
780    pub model_comparison: ModelComparison,
781    pub prediction_reliability: PredictionReliability,
782}
783
784#[derive(Debug, Clone, Serialize, Deserialize)]
785pub struct ModelPerformance {
786    pub model_scores: HashMap<String, f64>,
787    pub feature_importance: HashMap<String, f64>,
788    pub model_diagnostics: ModelDiagnostics,
789}
790
791#[derive(Debug, Clone, Serialize, Deserialize)]
792pub struct ActiveAlert {
793    pub alert_id: String,
794    pub metric_name: String,
795    pub severity: String,
796    pub timestamp: u64,
797    pub description: String,
798}
799
800#[derive(Debug, Clone, Serialize, Deserialize)]
801pub struct ResolvedAlert {
802    pub alert_id: String,
803    pub resolution_time: u64,
804    pub resolution_method: String,
805    pub notes: String,
806}
807
808#[derive(Debug, Clone, Serialize, Deserialize)]
809pub struct AlertStatistics {
810    pub total_alerts: usize,
811    pub alerts_by_severity: HashMap<String, usize>,
812    pub resolution_times: HashMap<String, f64>,
813}
814
815#[derive(Debug, Clone, Serialize, Deserialize)]
816pub struct AlertTrends {
817    pub frequency_trends: HashMap<String, f64>,
818    pub severity_trends: HashMap<String, f64>,
819    pub resolution_trends: HashMap<String, f64>,
820}
821
822#[derive(Debug, Clone, Serialize, Deserialize)]
823pub struct HealthTrends {
824    pub overall_trend: String,
825    pub component_trends: HashMap<String, String>,
826    pub trend_confidence: f64,
827}
828
829#[derive(Debug, Clone, Serialize, Deserialize)]
830pub struct PerformanceIndicators {
831    pub key_indicators: HashMap<String, f64>,
832    pub indicator_status: HashMap<String, String>,
833    pub thresholds: HashMap<String, f64>,
834}
835
836#[derive(Debug, Clone, Serialize, Deserialize)]
837pub struct CapacityUtilization {
838    pub current_capacity: HashMap<String, f64>,
839    pub peak_capacity: HashMap<String, f64>,
840    pub utilization_efficiency: f64,
841}
842
843// Placeholder implementations for complex types
844impl Default for PerformanceEvolution {
845    fn default() -> Self {
846        Self {
847            performance_trends: HashMap::new(),
848            improvement_metrics: ImprovementMetrics::default(),
849            degradation_indicators: DegradationIndicators::default(),
850        }
851    }
852}
853impl Default for ComparativeAnalysis {
854    fn default() -> Self {
855        Self {
856            device_comparisons: Vec::new(),
857            benchmark_comparisons: Vec::new(),
858            historical_comparisons: Vec::new(),
859        }
860    }
861}
862impl Default for BenchmarkResults {
863    fn default() -> Self {
864        Self {
865            standard_benchmarks: HashMap::new(),
866            custom_benchmarks: HashMap::new(),
867            benchmark_trends: BenchmarkTrends::default(),
868        }
869    }
870}
871impl Default for DescriptiveStatistics {
872    fn default() -> Self {
873        Self {
874            metrics_stats: HashMap::new(),
875            summary_statistics: SummaryStatistics::default(),
876            distribution_summaries: HashMap::new(),
877        }
878    }
879}
880impl Default for DistributionAnalysis {
881    fn default() -> Self {
882        Self {
883            distribution_fits: HashMap::new(),
884            goodness_of_fit: HashMap::new(),
885            distribution_parameters: HashMap::new(),
886        }
887    }
888}
889impl Default for CorrelationAnalysis {
890    fn default() -> Self {
891        Self {
892            correlationmatrix: Array2::zeros((0, 0)),
893            correlation_significance: HashMap::new(),
894            causal_relationships: Vec::new(),
895        }
896    }
897}
898impl Default for HypothesisTestResults {
899    fn default() -> Self {
900        Self {
901            test_results: HashMap::new(),
902            significance_levels: HashMap::new(),
903            effect_sizes: HashMap::new(),
904        }
905    }
906}
907impl Default for ConfidenceIntervals {
908    fn default() -> Self {
909        Self {
910            intervals: HashMap::new(),
911            confidence_levels: HashMap::new(),
912            interval_interpretations: HashMap::new(),
913        }
914    }
915}
916impl Default for StatisticalAnalysisResults {
917    fn default() -> Self {
918        Self {
919            descriptive_stats: DescriptiveStatistics::default(),
920            distribution_analysis: DistributionAnalysis::default(),
921            correlation_analysis: CorrelationAnalysis::default(),
922            hypothesis_tests: HypothesisTestResults::default(),
923            confidence_intervals: ConfidenceIntervals::default(),
924        }
925    }
926}
927impl Default for PredictionResults {
928    fn default() -> Self {
929        Self {
930            predictions: HashMap::new(),
931            confidence_intervals: HashMap::new(),
932            model_info: ModelInfo::default(),
933        }
934    }
935}
936impl Default for PredictionAccuracy {
937    fn default() -> Self {
938        Self {
939            accuracy_metrics: HashMap::new(),
940            model_comparison: ModelComparison::default(),
941            prediction_reliability: PredictionReliability::default(),
942        }
943    }
944}
945impl Default for ModelPerformance {
946    fn default() -> Self {
947        Self {
948            model_scores: HashMap::new(),
949            feature_importance: HashMap::new(),
950            model_diagnostics: ModelDiagnostics::default(),
951        }
952    }
953}
954impl Default for PerformancePredictions {
955    fn default() -> Self {
956        Self {
957            short_term: PredictionResults::default(),
958            medium_term: PredictionResults::default(),
959            long_term: PredictionResults::default(),
960            accuracy_metrics: PredictionAccuracy::default(),
961            model_performance: ModelPerformance::default(),
962        }
963    }
964}
965impl Default for ImprovementMetrics {
966    fn default() -> Self {
967        Self {
968            overall_improvement_rate: 0.0,
969            metric_improvements: HashMap::new(),
970            improvement_sources: Vec::new(),
971        }
972    }
973}
974impl Default for DegradationIndicators {
975    fn default() -> Self {
976        Self {
977            degradation_alerts: Vec::new(),
978            degradation_rate: 0.0,
979            critical_metrics: Vec::new(),
980        }
981    }
982}
983impl Default for BenchmarkTrends {
984    fn default() -> Self {
985        Self {
986            trend_directions: HashMap::new(),
987            improvement_rates: HashMap::new(),
988            benchmark_stability: HashMap::new(),
989        }
990    }
991}
992
993// Default implementations for newly defined types
994impl Default for SeasonalPatterns {
995    fn default() -> Self {
996        Self {
997            seasonal_components: HashMap::new(),
998            seasonal_strength: HashMap::new(),
999            seasonal_periods: HashMap::new(),
1000        }
1001    }
1002}
1003impl Default for ChangePointDetection {
1004    fn default() -> Self {
1005        Self {
1006            change_points: Vec::new(),
1007            change_magnitudes: Vec::new(),
1008            change_types: Vec::new(),
1009        }
1010    }
1011}
1012impl Default for ForecastingResults {
1013    fn default() -> Self {
1014        Self {
1015            forecasts: HashMap::new(),
1016            forecast_intervals: HashMap::new(),
1017            forecast_accuracy: HashMap::new(),
1018        }
1019    }
1020}
1021impl Default for Anomaly {
1022    fn default() -> Self {
1023        Self {
1024            timestamp: 0,
1025            metric_name: String::new(),
1026            anomaly_score: 0.0,
1027            anomaly_type: String::new(),
1028            description: String::new(),
1029        }
1030    }
1031}
1032impl Default for HistoricalAnomaly {
1033    fn default() -> Self {
1034        Self {
1035            anomaly: Anomaly::default(),
1036            resolution_time: None,
1037            impact_assessment: String::new(),
1038            lessons_learned: String::new(),
1039        }
1040    }
1041}
1042impl Default for AnomalyPatterns {
1043    fn default() -> Self {
1044        Self {
1045            recurring_anomalies: Vec::new(),
1046            anomaly_frequencies: HashMap::new(),
1047            anomaly_correlations: HashMap::new(),
1048        }
1049    }
1050}
1051impl Default for RootCauseAnalysis {
1052    fn default() -> Self {
1053        Self {
1054            potential_causes: Vec::new(),
1055            cause_probabilities: HashMap::new(),
1056            investigation_steps: Vec::new(),
1057        }
1058    }
1059}
1060impl Default for ActiveAlert {
1061    fn default() -> Self {
1062        Self {
1063            alert_id: String::new(),
1064            metric_name: String::new(),
1065            severity: String::new(),
1066            timestamp: 0,
1067            description: String::new(),
1068        }
1069    }
1070}
1071impl Default for ResolvedAlert {
1072    fn default() -> Self {
1073        Self {
1074            alert_id: String::new(),
1075            resolution_time: 0,
1076            resolution_method: String::new(),
1077            notes: String::new(),
1078        }
1079    }
1080}
1081impl Default for AlertStatistics {
1082    fn default() -> Self {
1083        Self {
1084            total_alerts: 0,
1085            alerts_by_severity: HashMap::new(),
1086            resolution_times: HashMap::new(),
1087        }
1088    }
1089}
1090impl Default for AlertTrends {
1091    fn default() -> Self {
1092        Self {
1093            frequency_trends: HashMap::new(),
1094            severity_trends: HashMap::new(),
1095            resolution_trends: HashMap::new(),
1096        }
1097    }
1098}
1099impl Default for HealthTrends {
1100    fn default() -> Self {
1101        Self {
1102            overall_trend: String::new(),
1103            component_trends: HashMap::new(),
1104            trend_confidence: 0.0,
1105        }
1106    }
1107}
1108impl Default for PerformanceIndicators {
1109    fn default() -> Self {
1110        Self {
1111            key_indicators: HashMap::new(),
1112            indicator_status: HashMap::new(),
1113            thresholds: HashMap::new(),
1114        }
1115    }
1116}
1117impl Default for CapacityUtilization {
1118    fn default() -> Self {
1119        Self {
1120            current_capacity: HashMap::new(),
1121            peak_capacity: HashMap::new(),
1122            utilization_efficiency: 0.0,
1123        }
1124    }
1125}
1126
1127// Additional placeholder types
1128#[derive(Debug, Clone, Serialize, Deserialize, Default)]
1129pub struct SummaryStatistics {
1130    pub mean: f64,
1131    pub std: f64,
1132    pub min: f64,
1133    pub max: f64,
1134}
1135#[derive(Debug, Clone, Serialize, Deserialize, Default)]
1136pub struct ModelInfo {
1137    pub model_type: String,
1138    pub parameters: HashMap<String, f64>,
1139}
1140#[derive(Debug, Clone, Serialize, Deserialize, Default)]
1141pub struct ModelComparison {
1142    pub models: Vec<String>,
1143    pub scores: Vec<f64>,
1144}
1145#[derive(Debug, Clone, Serialize, Deserialize, Default)]
1146pub struct PredictionReliability {
1147    pub reliability_score: f64,
1148    pub uncertainty: f64,
1149}
1150#[derive(Debug, Clone, Serialize, Deserialize, Default)]
1151pub struct ModelDiagnostics {
1152    pub residual_analysis: HashMap<String, f64>,
1153    pub validation_metrics: HashMap<String, f64>,
1154}
1155#[derive(Debug, Clone, Serialize, Deserialize)]
1156pub struct PredictionResults {
1157    pub predictions: HashMap<String, f64>,
1158    pub confidence_intervals: HashMap<String, (f64, f64)>,
1159    pub model_info: ModelInfo,
1160}
quantrs2_device/performance_analytics_dashboard/data.rs

quantrs2_device/performance_analytics_dashboard/
data.rs
