1#![allow(dead_code)]
7
8use scirs2_core::ndarray::{Array1, Array2};
9use serde::{Deserialize, Serialize};
10use std::collections::{BTreeMap, HashMap, VecDeque};
11use std::sync::{Arc, Mutex, RwLock};
12use std::thread;
13use std::time::{Duration, Instant, SystemTime};
14
15pub struct RealtimeQuantumManager {
17 hardware_monitors: HashMap<String, Arc<Mutex<HardwareMonitor>>>,
19 resource_allocator: Arc<RwLock<ResourceAllocator>>,
21 queue_manager: Arc<Mutex<QueueManager>>,
23 performance_analytics: Arc<RwLock<PerformanceAnalytics>>,
25 fault_detector: Arc<Mutex<FaultDetectionSystem>>,
27 config: RealtimeConfig,
29 system_state: Arc<RwLock<SystemState>>,
31}
32
33#[derive(Debug, Clone, Serialize, Deserialize)]
34pub struct RealtimeConfig {
35 pub monitoring_interval: Duration,
37 pub max_queue_size: usize,
39 pub allocation_strategy: AllocationStrategy,
41 pub fault_detection_sensitivity: f64,
43 pub analytics_config: AnalyticsConfig,
45 pub auto_recovery_enabled: bool,
47 pub alert_thresholds: AlertThresholds,
49 pub data_retention_period: Duration,
51}
52
53impl Default for RealtimeConfig {
54 fn default() -> Self {
55 Self {
56 monitoring_interval: Duration::from_millis(100),
57 max_queue_size: 1000,
58 allocation_strategy: AllocationStrategy::LoadBalanced,
59 fault_detection_sensitivity: 0.95,
60 analytics_config: AnalyticsConfig::default(),
61 auto_recovery_enabled: true,
62 alert_thresholds: AlertThresholds::default(),
63 data_retention_period: Duration::from_secs(24 * 3600), }
65 }
66}
67
68#[derive(Debug, Clone, Serialize, Deserialize)]
69pub enum AllocationStrategy {
70 FirstFit,
71 BestFit,
72 LoadBalanced,
73 PriorityBased,
74 DeadlineAware,
75 Adaptive,
76}
77
78#[derive(Debug, Clone, Serialize, Deserialize)]
79pub struct AnalyticsConfig {
80 pub real_time_metrics: bool,
82 pub predictive_analytics: bool,
84 pub aggregation_interval: Duration,
86 pub analysis_depth: Duration,
88 pub prediction_horizon: Duration,
90}
91
92impl Default for AnalyticsConfig {
93 fn default() -> Self {
94 Self {
95 real_time_metrics: true,
96 predictive_analytics: true,
97 aggregation_interval: Duration::from_secs(60),
98 analysis_depth: Duration::from_secs(3600), prediction_horizon: Duration::from_secs(1800), }
101 }
102}
103
104#[derive(Debug, Clone, Serialize, Deserialize)]
105pub struct AlertThresholds {
106 pub cpu_threshold: f64,
108 pub memory_threshold: f64,
110 pub queue_threshold: usize,
112 pub error_rate_threshold: f64,
114 pub response_time_threshold: Duration,
116 pub hardware_failure_threshold: f64,
118}
119
120impl Default for AlertThresholds {
121 fn default() -> Self {
122 Self {
123 cpu_threshold: 0.85,
124 memory_threshold: 0.90,
125 queue_threshold: 100,
126 error_rate_threshold: 0.05,
127 response_time_threshold: Duration::from_secs(300),
128 hardware_failure_threshold: 0.01,
129 }
130 }
131}
132
133#[allow(dead_code)]
135pub struct HardwareMonitor {
136 device_info: DeviceInfo,
138 current_status: DeviceStatus,
140 metrics_history: VecDeque<DeviceMetrics>,
142 calibration_data: CalibrationData,
144 monitor_config: MonitorConfig,
146 last_update: Instant,
148}
149
150#[derive(Debug, Clone, Serialize, Deserialize)]
151pub struct DeviceInfo {
152 pub device_id: String,
154 pub device_type: DeviceType,
156 pub capabilities: DeviceCapabilities,
158 pub location: LocationInfo,
160 pub connection: ConnectionInfo,
162 pub specifications: DeviceSpecifications,
164}
165
166#[derive(Debug, Clone, Serialize, Deserialize)]
167pub enum DeviceType {
168 SuperconductingQuantumProcessor,
169 IonTrapQuantumComputer,
170 PhotonicQuantumComputer,
171 QuantumAnnealer,
172 QuantumSimulator,
173 HybridSystem,
174}
175
176#[derive(Debug, Clone, Serialize, Deserialize)]
177pub struct DeviceCapabilities {
178 pub num_qubits: usize,
180 pub supported_gates: Vec<String>,
182 pub connectivity: ConnectivityGraph,
184 pub max_circuit_depth: usize,
186 pub measurement_capabilities: MeasurementCapabilities,
188 pub error_rates: ErrorRates,
190}
191
192#[derive(Debug, Clone, Serialize, Deserialize)]
193pub struct ConnectivityGraph {
194 pub adjacency_matrix: Vec<Vec<bool>>,
196 pub connectivity_type: ConnectivityType,
198 pub coupling_strengths: HashMap<(usize, usize), f64>,
200}
201
202#[derive(Debug, Clone, Serialize, Deserialize)]
203pub enum ConnectivityType {
204 AllToAll,
205 NearestNeighbor,
206 Grid2D,
207 Grid3D,
208 Tree,
209 Custom,
210}
211
212#[derive(Debug, Clone, Serialize, Deserialize)]
213pub struct MeasurementCapabilities {
214 pub measurement_bases: Vec<MeasurementBasis>,
216 pub measurement_fidelity: f64,
218 pub readout_time: Duration,
220 pub simultaneous_measurements: bool,
222}
223
224#[derive(Debug, Clone, Serialize, Deserialize)]
225pub enum MeasurementBasis {
226 Computational,
227 Pauli(PauliBasis),
228 Custom(String),
229}
230
231#[derive(Debug, Clone, Serialize, Deserialize)]
232pub enum PauliBasis {
233 X,
234 Y,
235 Z,
236}
237
238#[derive(Debug, Clone, Serialize, Deserialize)]
239pub struct ErrorRates {
240 pub single_qubit_gate_error: f64,
242 pub two_qubit_gate_error: f64,
244 pub measurement_error: f64,
246 pub decoherence_rates: DecoherenceRates,
248}
249
250#[derive(Debug, Clone, Serialize, Deserialize)]
251pub struct DecoherenceRates {
252 pub t1_time: Duration,
254 pub t2_time: Duration,
256 pub t2_star_time: Duration,
258}
259
260#[derive(Debug, Clone, Serialize, Deserialize)]
261pub struct LocationInfo {
262 pub physical_location: String,
264 pub timezone: String,
266 pub coordinates: Option<(f64, f64)>,
268 pub network_latency: Duration,
270}
271
272#[derive(Debug, Clone, Serialize, Deserialize)]
273pub struct ConnectionInfo {
274 pub endpoint: String,
276 pub auth_type: AuthenticationType,
278 pub connection_status: ConnectionStatus,
280 pub api_version: String,
282 pub rate_limits: RateLimits,
284}
285
286#[derive(Debug, Clone, Serialize, Deserialize)]
287pub enum AuthenticationType {
288 ApiKey,
289 OAuth2,
290 Certificate,
291 Token,
292}
293
294#[derive(Debug, Clone, Serialize, Deserialize)]
295pub enum ConnectionStatus {
296 Connected,
297 Connecting,
298 Disconnected,
299 Error(String),
300 Maintenance,
301}
302
303#[derive(Debug, Clone, Serialize, Deserialize)]
304pub struct RateLimits {
305 pub requests_per_minute: usize,
307 pub concurrent_requests: usize,
309 pub data_transfer_limits: DataTransferLimits,
311}
312
313#[derive(Debug, Clone, Serialize, Deserialize)]
314pub struct DataTransferLimits {
315 pub max_upload_size: usize,
317 pub max_download_size: usize,
319 pub bandwidth_limit: usize,
321}
322
323#[derive(Debug, Clone, Serialize, Deserialize)]
324pub struct DeviceSpecifications {
325 pub operating_temperature: f64,
327 pub frequency_range: (f64, f64),
329 pub power_consumption: f64,
331 pub dimensions: PhysicalDimensions,
333 pub environmental_requirements: EnvironmentalRequirements,
335}
336
337#[derive(Debug, Clone, Serialize, Deserialize)]
338pub struct PhysicalDimensions {
339 pub length: f64,
341 pub width: f64,
343 pub height: f64,
345 pub weight: f64,
347}
348
349#[derive(Debug, Clone, Serialize, Deserialize)]
350pub struct EnvironmentalRequirements {
351 pub temperature_range: (f64, f64),
353 pub humidity_range: (f64, f64),
355 pub vibration_tolerance: f64,
357 pub em_shielding_required: bool,
359}
360
361#[derive(Debug, Clone, Serialize, Deserialize)]
362pub struct DeviceStatus {
363 pub overall_status: OverallStatus,
365 pub availability: Availability,
367 pub current_load: f64,
369 pub queue_status: QueueStatus,
371 pub health_indicators: HealthIndicators,
373 pub last_maintenance: SystemTime,
375 pub next_maintenance: Option<SystemTime>,
377}
378
379#[derive(Debug, Clone, Serialize, Deserialize)]
380pub enum OverallStatus {
381 Online,
382 Offline,
383 Maintenance,
384 Calibration,
385 Error,
386 Degraded,
387}
388
389#[derive(Debug, Clone, Serialize, Deserialize)]
390pub struct Availability {
391 pub available: bool,
393 pub expected_available_time: Option<SystemTime>,
395 pub availability_percentage: f64,
397 pub planned_downtime: Vec<MaintenanceWindow>,
399}
400
401#[derive(Debug, Clone, Serialize, Deserialize)]
402pub struct MaintenanceWindow {
403 pub start_time: SystemTime,
405 pub end_time: SystemTime,
407 pub maintenance_type: MaintenanceType,
409 pub description: String,
411}
412
413#[derive(Debug, Clone, Serialize, Deserialize)]
414pub enum MaintenanceType {
415 Scheduled,
416 Emergency,
417 Calibration,
418 Upgrade,
419 Repair,
420}
421
422#[derive(Debug, Clone, Serialize, Deserialize)]
423pub struct QueueStatus {
424 pub jobs_in_queue: usize,
426 pub estimated_wait_time: Duration,
428 pub next_job_position: usize,
430 pub processing_rate: f64,
432}
433
434#[derive(Debug, Clone, Serialize, Deserialize)]
435pub struct HealthIndicators {
436 pub system_temperature: f64,
438 pub error_rate: f64,
440 pub performance_metrics: PerformanceIndicators,
442 pub component_health: HashMap<String, ComponentHealth>,
444 pub warning_flags: Vec<WarningFlag>,
446}
447
448#[derive(Debug, Clone, Serialize, Deserialize)]
449pub struct PerformanceIndicators {
450 pub gate_fidelity: f64,
452 pub measurement_fidelity: f64,
454 pub coherence_times: DecoherenceRates,
456 pub throughput: f64,
458 pub latency: Duration,
460}
461
462#[derive(Debug, Clone, Serialize, Deserialize)]
463pub struct ComponentHealth {
464 pub component_name: String,
466 pub health_score: f64,
468 pub status: ComponentStatus,
470 pub last_checked: SystemTime,
472 pub issues: Vec<ComponentIssue>,
474}
475
476#[derive(Debug, Clone, Serialize, Deserialize)]
477pub enum ComponentStatus {
478 Healthy,
479 Warning,
480 Critical,
481 Failed,
482 Unknown,
483}
484
485#[derive(Debug, Clone, Serialize, Deserialize)]
486pub struct ComponentIssue {
487 pub issue_type: IssueType,
489 pub severity: IssueSeverity,
491 pub description: String,
493 pub first_occurrence: SystemTime,
495 pub frequency: f64,
497}
498
499#[derive(Debug, Clone, Serialize, Deserialize)]
500pub enum IssueType {
501 Hardware,
502 Software,
503 Calibration,
504 Temperature,
505 Network,
506 Performance,
507}
508
509#[derive(Debug, Clone, Serialize, Deserialize)]
510pub enum IssueSeverity {
511 Low,
512 Medium,
513 High,
514 Critical,
515}
516
517#[derive(Debug, Clone, Serialize, Deserialize)]
518pub struct WarningFlag {
519 pub warning_type: WarningType,
521 pub message: String,
523 pub timestamp: SystemTime,
525 pub acknowledged: bool,
527}
528
529#[derive(Debug, Clone, Serialize, Deserialize)]
530pub enum WarningType {
531 HighTemperature,
532 LowFidelity,
533 HighErrorRate,
534 QueueOverflow,
535 MaintenanceRequired,
536 CalibrationDrift,
537 NetworkIssue,
538}
539
540#[derive(Debug, Clone, Serialize, Deserialize)]
541pub struct DeviceMetrics {
542 pub timestamp: SystemTime,
544 pub cpu_utilization: f64,
546 pub memory_utilization: f64,
548 pub network_utilization: f64,
550 pub hardware_metrics: HardwareMetrics,
552 pub quantum_metrics: QuantumMetrics,
554 pub environmental_metrics: EnvironmentalMetrics,
556}
557
558#[derive(Debug, Clone, Serialize, Deserialize)]
559pub struct HardwareMetrics {
560 pub temperatures: HashMap<String, f64>,
562 pub power_consumption: f64,
564 pub vibration_levels: HashMap<String, f64>,
566 pub magnetic_fields: HashMap<String, f64>,
568}
569
570#[derive(Debug, Clone, Serialize, Deserialize)]
571pub struct QuantumMetrics {
572 pub gate_fidelities: HashMap<String, f64>,
574 pub measurement_fidelities: HashMap<usize, f64>,
576 pub coherence_measurements: HashMap<usize, DecoherenceRates>,
578 pub crosstalk_matrix: Option<Array2<f64>>,
580}
581
582#[derive(Debug, Clone, Serialize, Deserialize)]
583pub struct EnvironmentalMetrics {
584 pub ambient_temperature: f64,
586 pub humidity: f64,
588 pub pressure: f64,
590 pub air_quality: Option<f64>,
592}
593
594#[derive(Debug, Clone, Serialize, Deserialize)]
595pub struct CalibrationData {
596 pub last_calibration: SystemTime,
598 pub calibration_results: CalibrationResults,
600 pub calibration_schedule: CalibrationSchedule,
602 pub drift_monitoring: DriftMonitoring,
604}
605
606#[derive(Debug, Clone, Serialize, Deserialize)]
607pub struct CalibrationResults {
608 pub gate_calibrations: HashMap<String, GateCalibration>,
610 pub measurement_calibrations: HashMap<usize, MeasurementCalibration>,
612 pub crosstalk_calibration: Option<CrosstalkCalibration>,
614 pub overall_score: f64,
616}
617
618#[derive(Debug, Clone, Serialize, Deserialize)]
619pub struct GateCalibration {
620 pub gate_name: String,
622 pub target_qubits: Vec<usize>,
624 pub fidelity: f64,
626 pub parameters: HashMap<String, f64>,
628 pub calibration_time: Duration,
630}
631
632#[derive(Debug, Clone, Serialize, Deserialize)]
633pub struct MeasurementCalibration {
634 pub qubit_index: usize,
636 pub fidelity: f64,
638 pub readout_parameters: ReadoutParameters,
640 pub calibration_matrices: Option<Array2<f64>>,
642}
643
644#[derive(Debug, Clone, Serialize, Deserialize)]
645pub struct ReadoutParameters {
646 pub pulse_parameters: HashMap<String, f64>,
648 pub integration_weights: Option<Array1<f64>>,
650 pub discrimination_threshold: f64,
652}
653
654#[derive(Debug, Clone, Serialize, Deserialize)]
655pub struct CrosstalkCalibration {
656 pub crosstalk_matrix: Array2<f64>,
658 pub mitigation_strategy: CrosstalkMitigation,
660 pub effectiveness_score: f64,
662}
663
664#[derive(Debug, Clone, Serialize, Deserialize)]
665pub enum CrosstalkMitigation {
666 None,
667 StaticCompensation,
668 DynamicCompensation,
669 PostProcessing,
670}
671
672#[derive(Debug, Clone, Serialize, Deserialize)]
673pub struct CalibrationSchedule {
674 pub regular_interval: Duration,
676 pub next_calibration: SystemTime,
678 pub trigger_conditions: Vec<CalibrationTrigger>,
680 pub maintenance_integration: bool,
682}
683
684#[derive(Debug, Clone, Serialize, Deserialize)]
685pub enum CalibrationTrigger {
686 TimeInterval(Duration),
687 PerformanceDegradation(f64),
688 EnvironmentalChange(f64),
689 UserRequest,
690 MaintenanceEvent,
691}
692
693#[derive(Debug, Clone, Serialize, Deserialize)]
694pub struct DriftMonitoring {
695 pub drift_parameters: HashMap<String, DriftParameter>,
697 pub prediction_model: Option<DriftPredictionModel>,
699 pub drift_thresholds: HashMap<String, f64>,
701}
702
703#[derive(Debug, Clone, Serialize, Deserialize)]
704pub struct DriftParameter {
705 pub parameter_name: String,
707 pub current_value: f64,
709 pub baseline_value: f64,
711 pub drift_rate: f64,
713 pub value_history: VecDeque<(SystemTime, f64)>,
715}
716
717#[derive(Debug, Clone, Serialize, Deserialize)]
718pub struct DriftPredictionModel {
719 pub model_type: String,
721 pub parameters: HashMap<String, f64>,
723 pub accuracy: f64,
725 pub last_update: SystemTime,
727}
728
729#[derive(Debug, Clone, Serialize, Deserialize)]
730pub struct MonitorConfig {
731 pub monitoring_frequency: Duration,
733 pub metrics_to_collect: Vec<MetricType>,
735 pub alert_config: AlertConfig,
737 pub data_retention: Duration,
739}
740
741#[derive(Debug, Clone, Serialize, Deserialize)]
742pub enum MetricType {
743 Performance,
744 Hardware,
745 Quantum,
746 Environmental,
747 Network,
748 All,
749}
750
751#[derive(Debug, Clone, Serialize, Deserialize)]
752pub struct AlertConfig {
753 pub alerts_enabled: bool,
755 pub alert_channels: Vec<AlertChannel>,
757 pub alert_rules: Vec<AlertRule>,
759 pub escalation_policy: EscalationPolicy,
761}
762
763#[derive(Debug, Clone, Serialize, Deserialize)]
764pub enum AlertChannel {
765 Email(String),
766 SMS(String),
767 Webhook(String),
768 Slack(String),
769 Dashboard,
770}
771
772#[derive(Debug, Clone, Serialize, Deserialize)]
773pub struct AlertRule {
774 pub name: String,
776 pub condition: AlertCondition,
778 pub severity: IssueSeverity,
780 pub message_template: String,
782 pub cooldown: Duration,
784}
785
786#[derive(Debug, Clone, Serialize, Deserialize)]
787pub enum AlertCondition {
788 Threshold {
789 metric: String,
790 operator: ComparisonOperator,
791 value: f64,
792 },
793 RateOfChange {
794 metric: String,
795 rate_threshold: f64,
796 window: Duration,
797 },
798 Composite {
799 conditions: Vec<Self>,
800 operator: LogicalOperator,
801 },
802}
803
804#[derive(Debug, Clone, Serialize, Deserialize)]
805pub enum ComparisonOperator {
806 GreaterThan,
807 LessThan,
808 Equal,
809 NotEqual,
810 GreaterThanOrEqual,
811 LessThanOrEqual,
812}
813
814#[derive(Debug, Clone, Serialize, Deserialize)]
815pub enum LogicalOperator {
816 And,
817 Or,
818 Not,
819}
820
821#[derive(Debug, Clone, Serialize, Deserialize)]
822pub struct EscalationPolicy {
823 pub levels: Vec<EscalationLevel>,
825 pub auto_acknowledge_timeout: Duration,
827 pub max_level: usize,
829}
830
831#[derive(Debug, Clone, Serialize, Deserialize)]
832pub struct EscalationLevel {
833 pub level: usize,
835 pub wait_time: Duration,
837 pub targets: Vec<AlertChannel>,
839 pub actions: Vec<EscalationAction>,
841}
842
843#[derive(Debug, Clone, Serialize, Deserialize)]
844pub enum EscalationAction {
845 SendNotification,
846 CreateTicket,
847 TriggerRunbook,
848 AutoRemediate,
849 ShutdownSystem,
850}
851
852#[allow(dead_code)]
854pub struct ResourceAllocator {
855 available_resources: HashMap<String, ResourceInfo>,
857 allocation_map: HashMap<String, AllocationInfo>,
859 strategy: AllocationStrategy,
861 allocation_history: VecDeque<AllocationEvent>,
863 resource_predictor: ResourcePredictor,
865}
866
867#[derive(Debug, Clone, Serialize, Deserialize)]
868pub struct ResourceInfo {
869 pub resource_id: String,
871 pub resource_type: ResourceType,
873 pub total_capacity: ResourceCapacity,
875 pub available_capacity: ResourceCapacity,
877 pub current_utilization: f64,
879 pub performance_characteristics: PerformanceCharacteristics,
881 pub constraints: Vec<ResourceConstraint>,
883}
884
885#[derive(Debug, Clone, Serialize, Deserialize)]
886pub enum ResourceType {
887 QuantumProcessor,
888 ClassicalProcessor,
889 Memory,
890 Storage,
891 Network,
892 Hybrid,
893}
894
895#[derive(Debug, Clone, Serialize, Deserialize)]
896pub struct ResourceCapacity {
897 pub compute_units: f64,
899 pub memory_gb: f64,
901 pub storage_gb: f64,
903 pub network_mbps: f64,
905 pub custom_metrics: HashMap<String, f64>,
907}
908
909#[derive(Debug, Clone, Serialize, Deserialize)]
910pub struct PerformanceCharacteristics {
911 pub processing_speed: f64,
913 pub latency: Duration,
915 pub reliability_score: f64,
917 pub energy_efficiency: f64,
919 pub scalability_factor: f64,
921}
922
923#[derive(Debug, Clone, Serialize, Deserialize)]
924pub enum ResourceConstraint {
925 MaxConcurrentJobs(usize),
926 RequiredCertification(String),
927 GeographicRestriction(String),
928 TimeBased { start: SystemTime, end: SystemTime },
929 DependsOn(String),
930 ExclusiveAccess,
931}
932
933#[derive(Debug, Clone, Serialize, Deserialize)]
934pub struct AllocationInfo {
935 pub job_id: String,
937 pub allocated_resources: Vec<String>,
939 pub allocation_time: SystemTime,
941 pub expected_completion: SystemTime,
943 pub priority: JobPriority,
945 pub resource_usage: ResourceUsage,
947}
948
949#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
950pub enum JobPriority {
951 Critical,
952 High,
953 Normal,
954 Low,
955 Background,
956}
957
958#[derive(Debug, Clone, Serialize, Deserialize)]
959pub struct ResourceUsage {
960 pub cpu_usage: f64,
962 pub memory_usage: f64,
964 pub network_usage: f64,
966 pub custom_usage: HashMap<String, f64>,
968}
969
970#[derive(Debug, Clone, Serialize, Deserialize)]
971pub struct AllocationEvent {
972 pub timestamp: SystemTime,
974 pub event_type: AllocationEventType,
976 pub job_id: String,
978 pub resources: Vec<String>,
980 pub metadata: HashMap<String, String>,
982}
983
984#[derive(Debug, Clone, Serialize, Deserialize)]
985pub enum AllocationEventType {
986 Allocated,
987 Deallocated,
988 Modified,
989 Failed,
990 Preempted,
991}
992
993#[derive(Debug, Clone)]
994pub struct ResourcePredictor {
995 usage_patterns: HashMap<String, UsagePattern>,
997 prediction_models: HashMap<String, PredictionModel>,
999 forecast_horizon: Duration,
1001}
1002
1003#[derive(Debug, Clone)]
1004pub struct UsagePattern {
1005 pub pattern_name: String,
1007 pub data_points: VecDeque<(SystemTime, f64)>,
1009 pub pattern_type: PatternType,
1011 pub seasonality: Option<Duration>,
1013 pub trend: Trend,
1015}
1016
1017#[derive(Debug, Clone, Serialize, Deserialize)]
1018pub enum PatternType {
1019 Linear,
1020 Exponential,
1021 Seasonal,
1022 Cyclical,
1023 Random,
1024 Hybrid,
1025}
1026
1027#[derive(Debug, Clone, Serialize, Deserialize)]
1028pub enum Trend {
1029 Increasing,
1030 Decreasing,
1031 Stable,
1032 Volatile,
1033}
1034
1035#[derive(Debug, Clone)]
1036pub struct PredictionModel {
1037 pub model_name: String,
1039 pub parameters: HashMap<String, f64>,
1041 pub accuracy: f64,
1043 pub last_training: SystemTime,
1045}
1046
1047pub struct QueueManager {
1049 job_queues: HashMap<JobPriority, VecDeque<QueuedJob>>,
1051 queue_stats: QueueStatistics,
1053 scheduling_algorithm: SchedulingAlgorithm,
1055 queue_policies: QueuePolicies,
1057 load_balancer: LoadBalancer,
1059}
1060
1061#[derive(Debug, Clone, Serialize, Deserialize)]
1062pub struct QueuedJob {
1063 pub job_id: String,
1065 pub job_type: JobType,
1067 pub priority: JobPriority,
1069 pub resource_requirements: ResourceRequirements,
1071 pub submission_time: SystemTime,
1073 pub deadline: Option<SystemTime>,
1075 pub dependencies: Vec<String>,
1077 pub metadata: JobMetadata,
1079 pub status: JobStatus,
1081}
1082
1083#[derive(Debug, Clone, Serialize, Deserialize)]
1084pub enum JobType {
1085 QuantumCircuit,
1086 Optimization,
1087 Simulation,
1088 Calibration,
1089 Maintenance,
1090 Hybrid,
1091}
1092
1093#[derive(Debug, Clone, Serialize, Deserialize)]
1094pub struct ResourceRequirements {
1095 pub qubits_required: Option<usize>,
1097 pub compute_requirements: ComputeRequirements,
1099 pub memory_requirements: MemoryRequirements,
1101 pub network_requirements: Option<NetworkRequirements>,
1103 pub hardware_constraints: Vec<HardwareConstraint>,
1105}
1106
1107#[derive(Debug, Clone, Serialize, Deserialize)]
1108pub struct ComputeRequirements {
1109 pub cpu_cores: usize,
1111 pub gpu_units: Option<usize>,
1113 pub qpu_units: Option<usize>,
1115 pub estimated_runtime: Duration,
1117}
1118
1119#[derive(Debug, Clone, Serialize, Deserialize)]
1120pub struct MemoryRequirements {
1121 pub ram_gb: f64,
1123 pub storage_gb: f64,
1125 pub temp_storage_gb: Option<f64>,
1127}
1128
1129#[derive(Debug, Clone, Serialize, Deserialize)]
1130pub struct NetworkRequirements {
1131 pub bandwidth_mbps: f64,
1133 pub latency_tolerance: Duration,
1135 pub location_preferences: Vec<String>,
1137}
1138
1139#[derive(Debug, Clone, Serialize, Deserialize)]
1140pub enum HardwareConstraint {
1141 SpecificDevice(String),
1142 DeviceType(DeviceType),
1143 MinimumFidelity(f64),
1144 MaximumErrorRate(f64),
1145 Connectivity(ConnectivityRequirement),
1146}
1147
1148#[derive(Debug, Clone, Serialize, Deserialize)]
1149pub enum ConnectivityRequirement {
1150 AllToAll,
1151 Linear,
1152 Grid,
1153 Custom(Vec<(usize, usize)>),
1154}
1155
1156#[derive(Debug, Clone, Serialize, Deserialize)]
1157pub struct JobMetadata {
1158 pub user_id: String,
1160 pub project_id: String,
1162 pub billing_info: BillingInfo,
1164 pub tags: Vec<String>,
1166 pub experiment_name: Option<String>,
1168 pub description: Option<String>,
1170}
1171
1172#[derive(Debug, Clone, Serialize, Deserialize)]
1173pub struct BillingInfo {
1174 pub account_id: String,
1176 pub cost_center: Option<String>,
1178 pub budget_limit: Option<f64>,
1180 pub cost_estimate: Option<f64>,
1182}
1183
1184#[derive(Debug, Clone, Serialize, Deserialize)]
1185pub enum JobStatus {
1186 Queued,
1187 Running,
1188 Completed,
1189 Failed,
1190 Cancelled,
1191 Paused,
1192 Preempted,
1193}
1194
1195#[derive(Debug, Clone, Serialize, Deserialize)]
1196pub struct QueueStatistics {
1197 pub total_jobs_processed: usize,
1199 pub average_wait_time: Duration,
1201 pub queue_lengths: HashMap<JobPriority, usize>,
1203 pub throughput_metrics: ThroughputMetrics,
1205 pub resource_utilization: HashMap<String, f64>,
1207}
1208
1209#[derive(Debug, Clone, Serialize, Deserialize)]
1210pub struct ThroughputMetrics {
1211 pub jobs_per_hour: f64,
1213 pub success_rate: f64,
1215 pub average_execution_time: Duration,
1217 pub resource_efficiency: f64,
1219}
1220
1221#[derive(Debug, Clone, Serialize, Deserialize)]
1222pub enum SchedulingAlgorithm {
1223 FIFO,
1224 PriorityBased,
1225 ShortestJobFirst,
1226 EarliestDeadlineFirst,
1227 FairShare,
1228 Backfill,
1229 Adaptive,
1230}
1231
1232#[derive(Debug, Clone, Serialize, Deserialize)]
1233pub struct QueuePolicies {
1234 pub max_queue_length: usize,
1236 pub job_timeout: Duration,
1238 pub preemption_policy: PreemptionPolicy,
1240 pub fairness_policy: FairnessPolicy,
1242 pub resource_limits: ResourceLimits,
1244}
1245
1246#[derive(Debug, Clone, Serialize, Deserialize)]
1247pub enum PreemptionPolicy {
1248 NoPreemption,
1249 PriorityBased,
1250 TimeSlicing,
1251 ResourceBased,
1252 Adaptive,
1253}
1254
1255#[derive(Debug, Clone, Serialize, Deserialize)]
1256pub enum FairnessPolicy {
1257 StrictFIFO,
1258 WeightedFair,
1259 ProportionalShare,
1260 LotteryScheduling,
1261 StrideScheduling,
1262}
1263
1264#[derive(Debug, Clone, Serialize, Deserialize)]
1265pub struct ResourceLimits {
1266 pub per_user_limits: HashMap<String, ResourceCapacity>,
1268 pub per_project_limits: HashMap<String, ResourceCapacity>,
1270 pub system_limits: ResourceCapacity,
1272 pub time_based_limits: Vec<TimeBoundLimit>,
1274}
1275
1276#[derive(Debug, Clone, Serialize, Deserialize)]
1277pub struct TimeBoundLimit {
1278 pub time_window: (SystemTime, SystemTime),
1280 pub limits: ResourceCapacity,
1282 pub priority_override: Option<JobPriority>,
1284}
1285
1286#[derive(Debug, Clone)]
1287pub struct LoadBalancer {
1288 strategy: LoadBalancingStrategy,
1290 server_weights: HashMap<String, f64>,
1292 health_checks: HashMap<String, HealthCheck>,
1294 load_metrics: HashMap<String, LoadMetrics>,
1296}
1297
1298#[derive(Debug, Clone, Serialize, Deserialize)]
1299pub enum LoadBalancingStrategy {
1300 RoundRobin,
1301 WeightedRoundRobin,
1302 LeastConnections,
1303 LeastLoad,
1304 HashBased,
1305 GeographicProximity,
1306}
1307
1308#[derive(Debug, Clone)]
1309pub struct HealthCheck {
1310 pub check_type: HealthCheckType,
1312 pub interval: Duration,
1314 pub timeout: Duration,
1316 pub last_check: SystemTime,
1318 pub status: HealthCheckStatus,
1320}
1321
1322#[derive(Debug, Clone, Serialize, Deserialize)]
1323pub enum HealthCheckType {
1324 Ping,
1325 HTTP,
1326 TCP,
1327 Custom(String),
1328}
1329
1330#[derive(Debug, Clone, Serialize, Deserialize)]
1331pub enum HealthCheckStatus {
1332 Healthy,
1333 Unhealthy,
1334 Unknown,
1335 Degraded,
1336}
1337
1338#[derive(Debug, Clone, Serialize, Deserialize)]
1339pub struct LoadMetrics {
1340 pub current_load: f64,
1342 pub response_time: Duration,
1344 pub error_rate: f64,
1346 pub throughput: f64,
1348 pub capacity_utilization: f64,
1350}
1351
1352pub struct PerformanceAnalytics {
1354 metrics_collector: MetricsCollector,
1356 analytics_models: HashMap<String, AnalyticsModel>,
1358 dashboard: RealtimeDashboard,
1360 performance_predictor: PerformancePredictor,
1362 anomaly_detector: AnomalyDetector,
1364}
1365
1366#[derive(Debug, Clone)]
1367pub struct MetricsCollector {
1368 active_metrics: HashMap<String, MetricDefinition>,
1370 collection_intervals: HashMap<String, Duration>,
1372 data_storage: MetricsStorage,
1374 aggregation_rules: Vec<AggregationRule>,
1376}
1377
1378#[derive(Debug, Clone, Serialize, Deserialize)]
1379pub struct MetricDefinition {
1380 pub name: String,
1382 pub metric_type: MetricDataType,
1384 pub units: String,
1386 pub description: String,
1388 pub collection_method: CollectionMethod,
1390 pub retention_policy: RetentionPolicy,
1392}
1393
1394#[derive(Debug, Clone, Serialize, Deserialize)]
1395pub enum MetricDataType {
1396 Counter,
1397 Gauge,
1398 Histogram,
1399 Summary,
1400 Timer,
1401}
1402
1403#[derive(Debug, Clone, Serialize, Deserialize)]
1404pub enum CollectionMethod {
1405 Push,
1406 Pull,
1407 Event,
1408 Streaming,
1409}
1410
1411#[derive(Debug, Clone, Serialize, Deserialize)]
1412pub struct RetentionPolicy {
1413 pub raw_retention: Duration,
1415 pub aggregated_retention: Duration,
1417 pub compression: CompressionSettings,
1419}
1420
1421#[derive(Debug, Clone, Serialize, Deserialize)]
1422pub struct CompressionSettings {
1423 pub enabled: bool,
1425 pub algorithm: CompressionAlgorithm,
1427 pub ratio_target: f64,
1429}
1430
1431#[derive(Debug, Clone, Serialize, Deserialize)]
1432pub enum CompressionAlgorithm {
1433 LZ4,
1434 Snappy,
1435 GZIP,
1436 ZSTD,
1437}
1438
1439#[derive(Debug, Clone)]
1440pub struct MetricsStorage {
1441 time_series_db: HashMap<String, VecDeque<DataPoint>>,
1443 indexes: HashMap<String, Index>,
1445 storage_stats: StorageStatistics,
1447}
1448
1449#[derive(Debug, Clone, Serialize, Deserialize)]
1450pub struct DataPoint {
1451 pub timestamp: SystemTime,
1453 pub value: f64,
1455 pub tags: HashMap<String, String>,
1457 pub metadata: Option<HashMap<String, String>>,
1459}
1460
1461#[derive(Debug, Clone)]
1462pub struct Index {
1463 pub index_type: IndexType,
1465 pub index_data: BTreeMap<String, Vec<usize>>,
1467 pub last_update: SystemTime,
1469}
1470
1471#[derive(Debug, Clone, Serialize, Deserialize)]
1472pub enum IndexType {
1473 TagIndex,
1474 TimeIndex,
1475 ValueIndex,
1476 CompositeIndex,
1477}
1478
1479#[derive(Debug, Clone, Serialize, Deserialize)]
1480pub struct StorageStatistics {
1481 pub total_data_points: usize,
1483 pub storage_size_bytes: usize,
1485 pub compression_ratio: f64,
1487 pub query_performance: QueryPerformanceStats,
1489}
1490
1491#[derive(Debug, Clone, Serialize, Deserialize)]
1492pub struct QueryPerformanceStats {
1493 pub average_query_time: Duration,
1495 pub cache_hit_rate: f64,
1497 pub index_efficiency: f64,
1499}
1500
1501#[derive(Debug, Clone, Serialize, Deserialize)]
1502pub struct AggregationRule {
1503 pub name: String,
1505 pub source_metrics: Vec<String>,
1507 pub aggregation_function: AggregationFunction,
1509 pub time_window: Duration,
1511 pub output_metric: String,
1513}
1514
1515#[derive(Debug, Clone, Serialize, Deserialize)]
1516pub enum AggregationFunction {
1517 Sum,
1518 Average,
1519 Min,
1520 Max,
1521 Count,
1522 Percentile(f64),
1523 StandardDeviation,
1524 Rate,
1525}
1526
1527#[derive(Debug, Clone)]
1528pub struct AnalyticsModel {
1529 pub model_name: String,
1531 pub model_type: AnalyticsModelType,
1533 pub parameters: HashMap<String, f64>,
1535 pub training_data: VecDeque<DataPoint>,
1537 pub performance_metrics: ModelPerformanceMetrics,
1539}
1540
1541#[derive(Debug, Clone, Serialize, Deserialize)]
1542pub enum AnalyticsModelType {
1543 LinearRegression,
1544 TimeSeriesForecasting,
1545 AnomalyDetection,
1546 Classification,
1547 Clustering,
1548 DeepLearning,
1549}
1550
1551#[derive(Debug, Clone, Serialize, Deserialize)]
1552pub struct ModelPerformanceMetrics {
1553 pub accuracy: f64,
1555 pub precision: f64,
1557 pub recall: f64,
1559 pub f1_score: f64,
1561 pub mse: f64,
1563 pub mae: f64,
1565}
1566
1567#[derive(Debug, Clone)]
1568pub struct RealtimeDashboard {
1569 widgets: Vec<DashboardWidget>,
1571 update_frequency: Duration,
1573 data_sources: Vec<DataSource>,
1575 user_preferences: UserPreferences,
1577}
1578
1579#[derive(Debug, Clone, Serialize, Deserialize)]
1580pub struct DashboardWidget {
1581 pub widget_id: String,
1583 pub widget_type: WidgetType,
1585 pub data_query: DataQuery,
1587 pub display_settings: DisplaySettings,
1589 pub layout: WidgetLayout,
1591}
1592
1593#[derive(Debug, Clone, Serialize, Deserialize)]
1594pub enum WidgetType {
1595 LineChart,
1596 BarChart,
1597 Gauge,
1598 Table,
1599 Heatmap,
1600 Scatter,
1601 Pie,
1602 Text,
1603}
1604
1605#[derive(Debug, Clone, Serialize, Deserialize)]
1606pub struct DataQuery {
1607 pub metrics: Vec<String>,
1609 pub time_range: TimeRange,
1611 pub filters: Vec<QueryFilter>,
1613 pub aggregation: Option<AggregationFunction>,
1615}
1616
1617#[derive(Debug, Clone, Serialize, Deserialize)]
1618pub enum TimeRange {
1619 Last(Duration),
1620 Range { start: SystemTime, end: SystemTime },
1621 RealTime,
1622}
1623
1624#[derive(Debug, Clone, Serialize, Deserialize)]
1625pub struct QueryFilter {
1626 pub field: String,
1628 pub operator: FilterOperator,
1630 pub value: String,
1632}
1633
1634#[derive(Debug, Clone, Serialize, Deserialize)]
1635pub enum FilterOperator {
1636 Equals,
1637 NotEquals,
1638 GreaterThan,
1639 LessThan,
1640 Contains,
1641 StartsWith,
1642 EndsWith,
1643}
1644
1645#[derive(Debug, Clone, Serialize, Deserialize)]
1646pub struct DisplaySettings {
1647 pub title: String,
1649 pub color_scheme: ColorScheme,
1651 pub axes_settings: AxesSettings,
1653 pub legend_settings: LegendSettings,
1655}
1656
1657#[derive(Debug, Clone, Serialize, Deserialize)]
1658pub enum ColorScheme {
1659 Default,
1660 Dark,
1661 Light,
1662 Custom(Vec<String>),
1663}
1664
1665#[derive(Debug, Clone, Serialize, Deserialize)]
1666pub struct AxesSettings {
1667 pub x_label: Option<String>,
1669 pub y_label: Option<String>,
1671 pub x_scale: AxisScale,
1673 pub y_scale: AxisScale,
1675}
1676
1677#[derive(Debug, Clone, Serialize, Deserialize)]
1678pub enum AxisScale {
1679 Linear,
1680 Logarithmic,
1681 Auto,
1682}
1683
1684#[derive(Debug, Clone, Serialize, Deserialize)]
1685pub struct LegendSettings {
1686 pub show: bool,
1688 pub position: LegendPosition,
1690 pub orientation: LegendOrientation,
1692}
1693
1694#[derive(Debug, Clone, Serialize, Deserialize)]
1695pub enum LegendPosition {
1696 Top,
1697 Bottom,
1698 Left,
1699 Right,
1700 TopLeft,
1701 TopRight,
1702 BottomLeft,
1703 BottomRight,
1704}
1705
1706#[derive(Debug, Clone, Serialize, Deserialize)]
1707pub enum LegendOrientation {
1708 Horizontal,
1709 Vertical,
1710}
1711
1712#[derive(Debug, Clone, Serialize, Deserialize)]
1713pub struct WidgetLayout {
1714 pub x: usize,
1716 pub y: usize,
1718 pub width: usize,
1720 pub height: usize,
1722}
1723
1724#[derive(Debug, Clone, Serialize, Deserialize)]
1725pub struct DataSource {
1726 pub source_id: String,
1728 pub source_type: DataSourceType,
1730 pub connection_settings: ConnectionSettings,
1732 pub data_format: DataFormat,
1734}
1735
1736#[derive(Debug, Clone, Serialize, Deserialize)]
1737pub enum DataSourceType {
1738 Database,
1739 API,
1740 File,
1741 Stream,
1742 WebSocket,
1743}
1744
1745#[derive(Debug, Clone, Serialize, Deserialize)]
1746pub struct ConnectionSettings {
1747 pub endpoint: String,
1749 pub authentication: Option<AuthenticationInfo>,
1751 pub timeout: Duration,
1753 pub retry_policy: RetryPolicy,
1755}
1756
1757#[derive(Debug, Clone, Serialize, Deserialize)]
1758pub struct AuthenticationInfo {
1759 pub auth_type: AuthenticationType,
1761 pub credentials: HashMap<String, String>,
1763}
1764
1765#[derive(Debug, Clone, Serialize, Deserialize)]
1766pub struct RetryPolicy {
1767 pub max_retries: usize,
1769 pub retry_delay: Duration,
1771 pub backoff_strategy: BackoffStrategy,
1773}
1774
1775#[derive(Debug, Clone, Serialize, Deserialize)]
1776pub enum BackoffStrategy {
1777 Fixed,
1778 Linear,
1779 Exponential,
1780 Random,
1781}
1782
1783#[derive(Debug, Clone, Serialize, Deserialize)]
1784pub enum DataFormat {
1785 JSON,
1786 CSV,
1787 XML,
1788 Binary,
1789 Custom(String),
1790}
1791
1792#[derive(Debug, Clone, Serialize, Deserialize)]
1793pub struct UserPreferences {
1794 pub theme: String,
1796 pub default_time_range: TimeRange,
1798 pub auto_refresh_interval: Duration,
1800 pub notification_settings: NotificationSettings,
1802}
1803
1804#[derive(Debug, Clone, Serialize, Deserialize)]
1805pub struct NotificationSettings {
1806 pub enabled: bool,
1808 pub channels: Vec<AlertChannel>,
1810 pub preferences: HashMap<String, bool>,
1812}
1813
1814#[derive(Debug, Clone)]
1815pub struct PerformancePredictor {
1816 prediction_models: HashMap<String, PredictionModel>,
1818 feature_extractors: Vec<FeatureExtractor>,
1820 prediction_cache: HashMap<String, PredictionResult>,
1822}
1823
1824#[derive(Debug, Clone)]
1825pub struct FeatureExtractor {
1826 pub name: String,
1828 pub input_metrics: Vec<String>,
1830 pub transformation: FeatureTransformation,
1832}
1833
1834#[derive(Debug, Clone, Serialize, Deserialize)]
1835pub enum FeatureTransformation {
1836 Identity,
1837 Normalization,
1838 Scaling,
1839 Polynomial,
1840 Fourier,
1841 Wavelet,
1842}
1843
1844#[derive(Debug, Clone, Serialize, Deserialize)]
1845pub struct PredictionResult {
1846 pub predictions: Vec<f64>,
1848 pub confidence_intervals: Vec<(f64, f64)>,
1850 pub timestamp: SystemTime,
1852 pub model_name: String,
1854 pub horizon: Duration,
1856}
1857
1858#[derive(Debug, Clone)]
1859pub struct AnomalyDetector {
1860 detection_algorithms: Vec<AnomalyDetectionAlgorithm>,
1862 anomaly_history: VecDeque<AnomalyEvent>,
1864 detection_thresholds: HashMap<String, f64>,
1866 ensemble: AnomalyEnsemble,
1868}
1869
1870#[derive(Debug, Clone, Serialize, Deserialize)]
1871pub enum AnomalyDetectionAlgorithm {
1872 StatisticalOutlier,
1873 IsolationForest,
1874 OneClassSVM,
1875 LSTM,
1876 Autoencoder,
1877 DBSCAN,
1878}
1879
1880#[derive(Debug, Clone, Serialize, Deserialize)]
1881pub struct AnomalyEvent {
1882 pub timestamp: SystemTime,
1884 pub anomaly_type: AnomalyType,
1886 pub severity: IssueSeverity,
1888 pub affected_metrics: Vec<String>,
1890 pub anomaly_score: f64,
1892 pub description: String,
1894 pub root_cause: Option<RootCauseAnalysis>,
1896}
1897
1898#[derive(Debug, Clone, Serialize, Deserialize)]
1899pub enum AnomalyType {
1900 PointAnomaly,
1901 ContextualAnomaly,
1902 CollectiveAnomaly,
1903 TrendAnomaly,
1904 SeasonalAnomaly,
1905}
1906
1907#[derive(Debug, Clone, Serialize, Deserialize)]
1908pub struct RootCauseAnalysis {
1909 pub probable_causes: Vec<ProbableCause>,
1911 pub correlations: Vec<Correlation>,
1913 pub recommendations: Vec<String>,
1915}
1916
1917#[derive(Debug, Clone, Serialize, Deserialize)]
1918pub struct ProbableCause {
1919 pub description: String,
1921 pub probability: f64,
1923 pub evidence: Vec<String>,
1925}
1926
1927#[derive(Debug, Clone, Serialize, Deserialize)]
1928pub struct Correlation {
1929 pub metric: String,
1931 pub coefficient: f64,
1933 pub time_lag: Duration,
1935}
1936
1937#[derive(Debug, Clone)]
1938pub struct AnomalyEnsemble {
1939 base_detectors: Vec<AnomalyDetectionAlgorithm>,
1941 ensemble_method: EnsembleMethod,
1943 voting_weights: HashMap<String, f64>,
1945}
1946
1947#[derive(Debug, Clone, Serialize, Deserialize)]
1948pub enum EnsembleMethod {
1949 MajorityVoting,
1950 WeightedVoting,
1951 Stacking,
1952 Averaging,
1953}
1954
1955pub struct FaultDetectionSystem {
1957 fault_detectors: Vec<FaultDetector>,
1959 recovery_procedures: HashMap<FaultType, RecoveryProcedure>,
1961 fault_history: VecDeque<FaultEvent>,
1963 recovery_stats: RecoveryStatistics,
1965}
1966
1967#[derive(Debug, Clone)]
1968pub struct FaultDetector {
1969 pub name: String,
1971 pub detection_method: FaultDetectionMethod,
1973 pub targets: Vec<String>,
1975 pub threshold: f64,
1977 pub check_interval: Duration,
1979}
1980
1981#[derive(Debug, Clone, Serialize, Deserialize)]
1982pub enum FaultDetectionMethod {
1983 ThresholdBased,
1984 StatisticalAnalysis,
1985 MachineLearning,
1986 PatternMatching,
1987 CorrelationAnalysis,
1988 RuleEngine,
1989}
1990
1991#[derive(Debug, Clone, Serialize, Deserialize)]
1992pub struct FaultEvent {
1993 pub timestamp: SystemTime,
1995 pub fault_type: FaultType,
1997 pub severity: IssueSeverity,
1999 pub affected_components: Vec<String>,
2001 pub detection_method: String,
2003 pub description: String,
2005 pub recovery_action: Option<String>,
2007 pub recovery_success: Option<bool>,
2009}
2010
2011#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
2012pub enum FaultType {
2013 HardwareFailure,
2014 SoftwareError,
2015 NetworkIssue,
2016 PerformanceDegradation,
2017 CalibrationDrift,
2018 TemperatureAnomaly,
2019 PowerIssue,
2020 CommunicationFailure,
2021}
2022
2023#[derive(Debug, Clone, Serialize, Deserialize)]
2024pub struct RecoveryProcedure {
2025 pub name: String,
2027 pub steps: Vec<RecoveryStep>,
2029 pub success_criteria: Vec<SuccessCriterion>,
2031 pub rollback_procedure: Option<Vec<RecoveryStep>>,
2033 pub max_attempts: usize,
2035}
2036
2037#[derive(Debug, Clone, Serialize, Deserialize)]
2038pub struct RecoveryStep {
2039 pub name: String,
2041 pub step_type: RecoveryStepType,
2043 pub parameters: HashMap<String, String>,
2045 pub timeout: Duration,
2047 pub retry_on_failure: bool,
2049}
2050
2051#[derive(Debug, Clone, Serialize, Deserialize)]
2052pub enum RecoveryStepType {
2053 RestartService,
2054 RecalibrateDevice,
2055 SwitchToBackup,
2056 ClearCache,
2057 ResetConnection,
2058 NotifyOperator,
2059 RunDiagnostics,
2060 Custom(String),
2061}
2062
2063#[derive(Debug, Clone, Serialize, Deserialize)]
2064pub struct SuccessCriterion {
2065 pub metric: String,
2067 pub expected_value: ExpectedValue,
2069 pub timeout: Duration,
2071}
2072
2073#[derive(Debug, Clone, Serialize, Deserialize)]
2074pub enum ExpectedValue {
2075 Exact(f64),
2076 Range(f64, f64),
2077 LessThan(f64),
2078 GreaterThan(f64),
2079 Boolean(bool),
2080}
2081
2082#[derive(Debug, Clone, Serialize, Deserialize)]
2083pub struct RecoveryStatistics {
2084 pub total_faults: usize,
2086 pub successful_recoveries: usize,
2088 pub failed_recoveries: usize,
2090 pub average_recovery_time: Duration,
2092 pub success_rate_by_type: HashMap<FaultType, f64>,
2094}
2095
2096#[derive(Debug, Clone, Serialize, Deserialize)]
2098pub struct SystemState {
2099 pub overall_status: SystemStatus,
2101 pub component_states: HashMap<String, ComponentState>,
2103 pub active_alerts: Vec<ActiveAlert>,
2105 pub performance_summary: PerformanceSummary,
2107 pub resource_utilization: SystemResourceUtilization,
2109 pub last_update: SystemTime,
2111}
2112
2113#[derive(Debug, Clone, Serialize, Deserialize)]
2114pub enum SystemStatus {
2115 Healthy,
2116 Warning,
2117 Critical,
2118 Maintenance,
2119 Degraded,
2120 Offline,
2121}
2122
2123#[derive(Debug, Clone, Serialize, Deserialize)]
2124pub struct ComponentState {
2125 pub component_name: String,
2127 pub status: ComponentStatus,
2129 pub last_heartbeat: SystemTime,
2131 pub metrics: HashMap<String, f64>,
2133 pub alerts: Vec<String>,
2135}
2136
2137#[derive(Debug, Clone, Serialize, Deserialize)]
2138pub struct ActiveAlert {
2139 pub alert_id: String,
2141 pub alert_type: AlertType,
2143 pub severity: IssueSeverity,
2145 pub message: String,
2147 pub timestamp: SystemTime,
2149 pub acknowledged: bool,
2151 pub acknowledged_by: Option<String>,
2153}
2154
2155#[derive(Debug, Clone, Serialize, Deserialize)]
2156pub enum AlertType {
2157 System,
2158 Hardware,
2159 Performance,
2160 Security,
2161 User,
2162}
2163
2164#[derive(Debug, Clone, Serialize, Deserialize)]
2165pub struct PerformanceSummary {
2166 pub performance_score: f64,
2168 pub throughput: f64,
2170 pub latency_percentiles: HashMap<String, Duration>,
2172 pub error_rates: HashMap<String, f64>,
2174 pub availability: f64,
2176}
2177
2178#[derive(Debug, Clone, Serialize, Deserialize)]
2179pub struct SystemResourceUtilization {
2180 pub cpu_utilization: f64,
2182 pub memory_utilization: f64,
2184 pub storage_utilization: f64,
2186 pub network_utilization: f64,
2188 pub quantum_utilization: Option<f64>,
2190}
2191
2192impl RealtimeQuantumManager {
2193 pub fn new(config: RealtimeConfig) -> Self {
2195 Self {
2196 hardware_monitors: HashMap::new(),
2197 resource_allocator: Arc::new(RwLock::new(ResourceAllocator::new(&config))),
2198 queue_manager: Arc::new(Mutex::new(QueueManager::new(&config))),
2199 performance_analytics: Arc::new(RwLock::new(PerformanceAnalytics::new(&config))),
2200 fault_detector: Arc::new(Mutex::new(FaultDetectionSystem::new())),
2201 config,
2202 system_state: Arc::new(RwLock::new(SystemState::new())),
2203 }
2204 }
2205
2206 pub fn start_monitoring(&mut self) -> Result<(), String> {
2208 for (device_id, monitor) in &self.hardware_monitors {
2210 self.start_device_monitoring(device_id.clone(), monitor.clone())?;
2211 }
2212
2213 self.start_analytics_monitoring()?;
2215
2216 self.start_fault_detection()?;
2218
2219 Ok(())
2220 }
2221
2222 pub fn register_device(&mut self, device_info: DeviceInfo) -> Result<(), String> {
2224 let monitor = Arc::new(Mutex::new(HardwareMonitor::new(device_info.clone())));
2225 self.hardware_monitors
2226 .insert(device_info.device_id, monitor);
2227 Ok(())
2228 }
2229
2230 pub fn submit_job(&self, job: QueuedJob) -> Result<String, String> {
2232 let mut queue_manager = self.queue_manager.lock().map_err(|e| e.to_string())?;
2233 queue_manager.submit_job(job)
2234 }
2235
2236 pub fn get_system_state(&self) -> Result<SystemState, String> {
2238 let state = self.system_state.read().map_err(|e| e.to_string())?;
2239 Ok(state.clone())
2240 }
2241
2242 pub fn get_realtime_metrics(&self) -> Result<RealtimeMetrics, String> {
2244 let analytics = self
2245 .performance_analytics
2246 .read()
2247 .map_err(|e| e.to_string())?;
2248 analytics.get_current_metrics()
2249 }
2250
2251 pub fn allocate_resources(
2253 &self,
2254 job_id: &str,
2255 requirements: ResourceRequirements,
2256 ) -> Result<Vec<String>, String> {
2257 let mut allocator = self.resource_allocator.write().map_err(|e| e.to_string())?;
2258 allocator.allocate_resources(job_id, requirements)
2259 }
2260
2261 fn start_device_monitoring(
2263 &self,
2264 device_id: String,
2265 monitor: Arc<Mutex<HardwareMonitor>>,
2266 ) -> Result<(), String> {
2267 let interval = self.config.monitoring_interval;
2268 let system_state = self.system_state.clone();
2269
2270 thread::spawn(move || {
2271 loop {
2272 if let Ok(mut monitor_guard) = monitor.lock() {
2273 if let Err(e) = monitor_guard.update_metrics() {
2274 eprintln!("Error updating metrics for device {device_id}: {e}");
2275 }
2276
2277 if let Ok(mut state) = system_state.write() {
2279 state.update_component_state(
2280 &device_id,
2281 &monitor_guard.get_current_status(),
2282 );
2283 }
2284 }
2285
2286 thread::sleep(interval);
2287 }
2288 });
2289
2290 Ok(())
2291 }
2292
2293 fn start_analytics_monitoring(&self) -> Result<(), String> {
2295 let analytics = self.performance_analytics.clone();
2296 let interval = self.config.analytics_config.aggregation_interval;
2297
2298 thread::spawn(move || loop {
2299 if let Ok(mut analytics_guard) = analytics.write() {
2300 if let Err(e) = analytics_guard.update_analytics() {
2301 eprintln!("Error updating analytics: {e}");
2302 }
2303 }
2304
2305 thread::sleep(interval);
2306 });
2307
2308 Ok(())
2309 }
2310
2311 fn start_fault_detection(&self) -> Result<(), String> {
2313 let fault_detector = self.fault_detector.clone();
2314 let system_state = self.system_state.clone();
2315 let config = self.config.clone();
2316
2317 thread::spawn(move || {
2318 loop {
2319 if let Ok(mut detector) = fault_detector.lock() {
2320 if let Ok(state) = system_state.read() {
2321 if let Err(e) = detector.check_for_faults(&state, &config) {
2322 eprintln!("Error in fault detection: {e}");
2323 }
2324 }
2325 }
2326
2327 thread::sleep(Duration::from_secs(1)); }
2329 });
2330
2331 Ok(())
2332 }
2333}
2334
2335#[derive(Debug, Clone, Serialize, Deserialize)]
2336pub struct RealtimeMetrics {
2337 pub timestamp: SystemTime,
2339 pub system_metrics: SystemMetrics,
2341 pub device_metrics: HashMap<String, DeviceMetrics>,
2343 pub queue_metrics: QueueMetrics,
2345 pub performance_metrics: SystemPerformanceMetrics,
2347}
2348
2349#[derive(Debug, Clone, Serialize, Deserialize)]
2350pub struct SystemMetrics {
2351 pub health_score: f64,
2353 pub total_devices: usize,
2355 pub active_devices: usize,
2357 pub total_jobs_processed: usize,
2359 pub current_load: f64,
2361}
2362
2363#[derive(Debug, Clone, Serialize, Deserialize)]
2364pub struct QueueMetrics {
2365 pub total_queued_jobs: usize,
2367 pub jobs_by_priority: HashMap<JobPriority, usize>,
2369 pub average_wait_time: Duration,
2371 pub throughput: f64,
2373}
2374
2375#[derive(Debug, Clone, Serialize, Deserialize)]
2376pub struct SystemPerformanceMetrics {
2377 pub performance_score: f64,
2379 pub latency_stats: LatencyStats,
2381 pub throughput_stats: ThroughputStats,
2383 pub error_stats: ErrorStats,
2385}
2386
2387#[derive(Debug, Clone, Serialize, Deserialize)]
2388pub struct LatencyStats {
2389 pub average: Duration,
2391 pub median: Duration,
2393 pub p95: Duration,
2395 pub p99: Duration,
2397}
2398
2399#[derive(Debug, Clone, Serialize, Deserialize)]
2400pub struct ThroughputStats {
2401 pub requests_per_second: f64,
2403 pub jobs_per_hour: f64,
2405 pub data_per_second: f64,
2407}
2408
2409#[derive(Debug, Clone, Serialize, Deserialize)]
2410pub struct ErrorStats {
2411 pub total_errors: usize,
2413 pub error_rate: f64,
2415 pub errors_by_type: HashMap<String, usize>,
2417}
2418
2419impl HardwareMonitor {
2421 pub fn new(device_info: DeviceInfo) -> Self {
2422 Self {
2423 device_info,
2424 current_status: DeviceStatus::default(),
2425 metrics_history: VecDeque::new(),
2426 calibration_data: CalibrationData::default(),
2427 monitor_config: MonitorConfig::default(),
2428 last_update: Instant::now(),
2429 }
2430 }
2431
2432 pub fn update_metrics(&mut self) -> Result<(), String> {
2433 let metrics = DeviceMetrics {
2435 timestamp: SystemTime::now(),
2436 cpu_utilization: 0.5,
2437 memory_utilization: 0.6,
2438 network_utilization: 0.3,
2439 hardware_metrics: HardwareMetrics {
2440 temperatures: {
2441 let mut temps = HashMap::new();
2442 temps.insert("cpu".to_string(), 45.0);
2443 temps.insert("quantum_chip".to_string(), 0.01);
2444 temps
2445 },
2446 power_consumption: 150.0,
2447 vibration_levels: HashMap::new(),
2448 magnetic_fields: HashMap::new(),
2449 },
2450 quantum_metrics: QuantumMetrics {
2451 gate_fidelities: HashMap::new(),
2452 measurement_fidelities: HashMap::new(),
2453 coherence_measurements: HashMap::new(),
2454 crosstalk_matrix: None,
2455 },
2456 environmental_metrics: EnvironmentalMetrics {
2457 ambient_temperature: 22.0,
2458 humidity: 45.0,
2459 pressure: 1013.25,
2460 air_quality: None,
2461 },
2462 };
2463
2464 self.metrics_history.push_back(metrics);
2465 if self.metrics_history.len() > 1000 {
2466 self.metrics_history.pop_front();
2467 }
2468
2469 self.last_update = Instant::now();
2470 Ok(())
2471 }
2472
2473 pub fn get_current_status(&self) -> DeviceStatus {
2474 self.current_status.clone()
2475 }
2476}
2477
2478impl ResourceAllocator {
2479 pub fn new(config: &RealtimeConfig) -> Self {
2480 Self {
2481 available_resources: HashMap::new(),
2482 allocation_map: HashMap::new(),
2483 strategy: config.allocation_strategy.clone(),
2484 allocation_history: VecDeque::new(),
2485 resource_predictor: ResourcePredictor::new(),
2486 }
2487 }
2488
2489 pub fn allocate_resources(
2490 &mut self,
2491 job_id: &str,
2492 _requirements: ResourceRequirements,
2493 ) -> Result<Vec<String>, String> {
2494 let allocated_resources = vec!["resource_1".to_string(), "resource_2".to_string()];
2496
2497 let allocation = AllocationInfo {
2498 job_id: job_id.to_string(),
2499 allocated_resources: allocated_resources.clone(),
2500 allocation_time: SystemTime::now(),
2501 expected_completion: SystemTime::now() + Duration::from_secs(3600),
2502 priority: JobPriority::Normal,
2503 resource_usage: ResourceUsage {
2504 cpu_usage: 0.5,
2505 memory_usage: 0.3,
2506 network_usage: 0.1,
2507 custom_usage: HashMap::new(),
2508 },
2509 };
2510
2511 self.allocation_map.insert(job_id.to_string(), allocation);
2512
2513 Ok(allocated_resources)
2514 }
2515}
2516
2517impl QueueManager {
2518 pub fn new(_config: &RealtimeConfig) -> Self {
2519 let mut job_queues = HashMap::new();
2520 job_queues.insert(JobPriority::Critical, VecDeque::new());
2521 job_queues.insert(JobPriority::High, VecDeque::new());
2522 job_queues.insert(JobPriority::Normal, VecDeque::new());
2523 job_queues.insert(JobPriority::Low, VecDeque::new());
2524 job_queues.insert(JobPriority::Background, VecDeque::new());
2525
2526 Self {
2527 job_queues,
2528 queue_stats: QueueStatistics::default(),
2529 scheduling_algorithm: SchedulingAlgorithm::PriorityBased,
2530 queue_policies: QueuePolicies::default(),
2531 load_balancer: LoadBalancer::new(),
2532 }
2533 }
2534
2535 pub fn submit_job(&mut self, job: QueuedJob) -> Result<String, String> {
2536 let job_id = job.job_id.clone();
2537 let priority = job.priority.clone();
2538
2539 if let Some(queue) = self.job_queues.get_mut(&priority) {
2540 queue.push_back(job);
2541 self.queue_stats.total_jobs_processed += 1;
2542 Ok(job_id)
2543 } else {
2544 Err("Invalid job priority".to_string())
2545 }
2546 }
2547}
2548
2549impl PerformanceAnalytics {
2550 pub fn new(_config: &RealtimeConfig) -> Self {
2551 Self {
2552 metrics_collector: MetricsCollector::new(),
2553 analytics_models: HashMap::new(),
2554 dashboard: RealtimeDashboard::new(),
2555 performance_predictor: PerformancePredictor::new(),
2556 anomaly_detector: AnomalyDetector::new(),
2557 }
2558 }
2559
2560 pub const fn update_analytics(&mut self) -> Result<(), String> {
2561 Ok(())
2563 }
2564
2565 pub fn get_current_metrics(&self) -> Result<RealtimeMetrics, String> {
2566 Ok(RealtimeMetrics {
2567 timestamp: SystemTime::now(),
2568 system_metrics: SystemMetrics {
2569 health_score: 0.85,
2570 total_devices: 5,
2571 active_devices: 4,
2572 total_jobs_processed: 1000,
2573 current_load: 0.6,
2574 },
2575 device_metrics: HashMap::new(),
2576 queue_metrics: QueueMetrics {
2577 total_queued_jobs: 25,
2578 jobs_by_priority: {
2579 let mut map = HashMap::new();
2580 map.insert(JobPriority::High, 5);
2581 map.insert(JobPriority::Normal, 15);
2582 map.insert(JobPriority::Low, 5);
2583 map
2584 },
2585 average_wait_time: Duration::from_secs(300),
2586 throughput: 10.0,
2587 },
2588 performance_metrics: SystemPerformanceMetrics {
2589 performance_score: 0.88,
2590 latency_stats: LatencyStats {
2591 average: Duration::from_millis(250),
2592 median: Duration::from_millis(200),
2593 p95: Duration::from_millis(500),
2594 p99: Duration::from_millis(1000),
2595 },
2596 throughput_stats: ThroughputStats {
2597 requests_per_second: 100.0,
2598 jobs_per_hour: 50.0,
2599 data_per_second: 1024.0,
2600 },
2601 error_stats: ErrorStats {
2602 total_errors: 10,
2603 error_rate: 0.01,
2604 errors_by_type: HashMap::new(),
2605 },
2606 },
2607 })
2608 }
2609}
2610
2611impl Default for FaultDetectionSystem {
2612 fn default() -> Self {
2613 Self::new()
2614 }
2615}
2616
2617impl FaultDetectionSystem {
2618 pub fn new() -> Self {
2619 Self {
2620 fault_detectors: vec![],
2621 recovery_procedures: HashMap::new(),
2622 fault_history: VecDeque::new(),
2623 recovery_stats: RecoveryStatistics::default(),
2624 }
2625 }
2626
2627 pub fn check_for_faults(
2628 &mut self,
2629 system_state: &SystemState,
2630 config: &RealtimeConfig,
2631 ) -> Result<(), String> {
2632 self.check_performance_degradation(system_state, config)?;
2634 self.check_resource_exhaustion(system_state, config)?;
2635 self.check_hardware_issues(system_state, config)?;
2636 Ok(())
2637 }
2638
2639 fn check_performance_degradation(
2640 &mut self,
2641 system_state: &SystemState,
2642 _config: &RealtimeConfig,
2643 ) -> Result<(), String> {
2644 if system_state.performance_summary.performance_score < 0.5 {
2645 self.detect_fault(
2646 FaultType::PerformanceDegradation,
2647 IssueSeverity::High,
2648 "Performance score below threshold".to_string(),
2649 )?;
2650 }
2651 Ok(())
2652 }
2653
2654 fn check_resource_exhaustion(
2655 &mut self,
2656 system_state: &SystemState,
2657 config: &RealtimeConfig,
2658 ) -> Result<(), String> {
2659 if system_state.resource_utilization.cpu_utilization > config.alert_thresholds.cpu_threshold
2660 {
2661 self.detect_fault(
2662 FaultType::PerformanceDegradation,
2663 IssueSeverity::Medium,
2664 "High CPU utilization".to_string(),
2665 )?;
2666 }
2667 Ok(())
2668 }
2669
2670 const fn check_hardware_issues(
2671 &self,
2672 _system_state: &SystemState,
2673 _config: &RealtimeConfig,
2674 ) -> Result<(), String> {
2675 Ok(())
2677 }
2678
2679 fn detect_fault(
2680 &mut self,
2681 fault_type: FaultType,
2682 severity: IssueSeverity,
2683 description: String,
2684 ) -> Result<(), String> {
2685 let fault_event = FaultEvent {
2686 timestamp: SystemTime::now(),
2687 fault_type: fault_type.clone(),
2688 severity,
2689 affected_components: vec!["system".to_string()],
2690 detection_method: "threshold_based".to_string(),
2691 description,
2692 recovery_action: None,
2693 recovery_success: None,
2694 };
2695
2696 self.fault_history.push_back(fault_event);
2697 if self.fault_history.len() > 10000 {
2698 self.fault_history.pop_front();
2699 }
2700
2701 self.attempt_recovery(&fault_type)?;
2703
2704 Ok(())
2705 }
2706
2707 fn attempt_recovery(&mut self, fault_type: &FaultType) -> Result<(), String> {
2708 if let Some(_procedure) = self.recovery_procedures.get(fault_type) {
2709 println!("Executing recovery procedure for fault: {fault_type:?}");
2711 self.recovery_stats.successful_recoveries += 1;
2713 }
2714 Ok(())
2715 }
2716}
2717
2718impl Default for SystemState {
2719 fn default() -> Self {
2720 Self::new()
2721 }
2722}
2723
2724impl SystemState {
2725 pub fn new() -> Self {
2726 Self {
2727 overall_status: SystemStatus::Healthy,
2728 component_states: HashMap::new(),
2729 active_alerts: vec![],
2730 performance_summary: PerformanceSummary {
2731 performance_score: 0.9,
2732 throughput: 100.0,
2733 latency_percentiles: HashMap::new(),
2734 error_rates: HashMap::new(),
2735 availability: 0.99,
2736 },
2737 resource_utilization: SystemResourceUtilization {
2738 cpu_utilization: 0.5,
2739 memory_utilization: 0.6,
2740 storage_utilization: 0.4,
2741 network_utilization: 0.3,
2742 quantum_utilization: Some(0.7),
2743 },
2744 last_update: SystemTime::now(),
2745 }
2746 }
2747
2748 pub fn update_component_state(&mut self, component_id: &str, _status: &DeviceStatus) {
2749 let component_state = ComponentState {
2750 component_name: component_id.to_string(),
2751 status: ComponentStatus::Healthy, last_heartbeat: SystemTime::now(),
2753 metrics: HashMap::new(),
2754 alerts: vec![],
2755 };
2756
2757 self.component_states
2758 .insert(component_id.to_string(), component_state);
2759 self.last_update = SystemTime::now();
2760 }
2761}
2762
2763impl Default for DeviceStatus {
2765 fn default() -> Self {
2766 Self {
2767 overall_status: OverallStatus::Online,
2768 availability: Availability {
2769 available: true,
2770 expected_available_time: None,
2771 availability_percentage: 0.99,
2772 planned_downtime: vec![],
2773 },
2774 current_load: 0.5,
2775 queue_status: QueueStatus {
2776 jobs_in_queue: 0,
2777 estimated_wait_time: Duration::ZERO,
2778 next_job_position: 0,
2779 processing_rate: 1.0,
2780 },
2781 health_indicators: HealthIndicators {
2782 system_temperature: 22.0,
2783 error_rate: 0.001,
2784 performance_metrics: PerformanceIndicators {
2785 gate_fidelity: 0.99,
2786 measurement_fidelity: 0.95,
2787 coherence_times: DecoherenceRates {
2788 t1_time: Duration::from_micros(100),
2789 t2_time: Duration::from_micros(50),
2790 t2_star_time: Duration::from_micros(30),
2791 },
2792 throughput: 1000.0,
2793 latency: Duration::from_millis(10),
2794 },
2795 component_health: HashMap::new(),
2796 warning_flags: vec![],
2797 },
2798 last_maintenance: SystemTime::now(),
2799 next_maintenance: None,
2800 }
2801 }
2802}
2803
2804impl Default for CalibrationData {
2805 fn default() -> Self {
2806 Self {
2807 last_calibration: SystemTime::now(),
2808 calibration_results: CalibrationResults {
2809 gate_calibrations: HashMap::new(),
2810 measurement_calibrations: HashMap::new(),
2811 crosstalk_calibration: None,
2812 overall_score: 0.95,
2813 },
2814 calibration_schedule: CalibrationSchedule {
2815 regular_interval: Duration::from_secs(24 * 3600), next_calibration: SystemTime::now() + Duration::from_secs(24 * 3600),
2817 trigger_conditions: vec![],
2818 maintenance_integration: true,
2819 },
2820 drift_monitoring: DriftMonitoring {
2821 drift_parameters: HashMap::new(),
2822 prediction_model: None,
2823 drift_thresholds: HashMap::new(),
2824 },
2825 }
2826 }
2827}
2828
2829impl Default for MonitorConfig {
2830 fn default() -> Self {
2831 Self {
2832 monitoring_frequency: Duration::from_secs(60),
2833 metrics_to_collect: vec![MetricType::All],
2834 alert_config: AlertConfig {
2835 alerts_enabled: true,
2836 alert_channels: vec![AlertChannel::Dashboard],
2837 alert_rules: vec![],
2838 escalation_policy: EscalationPolicy {
2839 levels: vec![],
2840 auto_acknowledge_timeout: Duration::from_secs(300),
2841 max_level: 3,
2842 },
2843 },
2844 data_retention: Duration::from_secs(7 * 24 * 3600), }
2846 }
2847}
2848
2849impl Default for QueueStatistics {
2850 fn default() -> Self {
2851 Self {
2852 total_jobs_processed: 0,
2853 average_wait_time: Duration::ZERO,
2854 queue_lengths: HashMap::new(),
2855 throughput_metrics: ThroughputMetrics {
2856 jobs_per_hour: 0.0,
2857 success_rate: 0.99,
2858 average_execution_time: Duration::from_secs(300),
2859 resource_efficiency: 0.85,
2860 },
2861 resource_utilization: HashMap::new(),
2862 }
2863 }
2864}
2865
2866impl Default for QueuePolicies {
2867 fn default() -> Self {
2868 Self {
2869 max_queue_length: 1000,
2870 job_timeout: Duration::from_secs(3600),
2871 preemption_policy: PreemptionPolicy::PriorityBased,
2872 fairness_policy: FairnessPolicy::WeightedFair,
2873 resource_limits: ResourceLimits {
2874 per_user_limits: HashMap::new(),
2875 per_project_limits: HashMap::new(),
2876 system_limits: ResourceCapacity {
2877 compute_units: 1000.0,
2878 memory_gb: 1024.0,
2879 storage_gb: 10000.0,
2880 network_mbps: 10000.0,
2881 custom_metrics: HashMap::new(),
2882 },
2883 time_based_limits: vec![],
2884 },
2885 }
2886 }
2887}
2888
2889impl Default for RecoveryStatistics {
2890 fn default() -> Self {
2891 Self {
2892 total_faults: 0,
2893 successful_recoveries: 0,
2894 failed_recoveries: 0,
2895 average_recovery_time: Duration::ZERO,
2896 success_rate_by_type: HashMap::new(),
2897 }
2898 }
2899}
2900
2901impl Default for ResourcePredictor {
2902 fn default() -> Self {
2903 Self::new()
2904 }
2905}
2906
2907impl ResourcePredictor {
2908 pub fn new() -> Self {
2909 Self {
2910 usage_patterns: HashMap::new(),
2911 prediction_models: HashMap::new(),
2912 forecast_horizon: Duration::from_secs(3600),
2913 }
2914 }
2915}
2916
2917impl Default for LoadBalancer {
2918 fn default() -> Self {
2919 Self::new()
2920 }
2921}
2922
2923impl LoadBalancer {
2924 pub fn new() -> Self {
2925 Self {
2926 strategy: LoadBalancingStrategy::RoundRobin,
2927 server_weights: HashMap::new(),
2928 health_checks: HashMap::new(),
2929 load_metrics: HashMap::new(),
2930 }
2931 }
2932}
2933
2934impl Default for MetricsCollector {
2935 fn default() -> Self {
2936 Self::new()
2937 }
2938}
2939
2940impl MetricsCollector {
2941 pub fn new() -> Self {
2942 Self {
2943 active_metrics: HashMap::new(),
2944 collection_intervals: HashMap::new(),
2945 data_storage: MetricsStorage {
2946 time_series_db: HashMap::new(),
2947 indexes: HashMap::new(),
2948 storage_stats: StorageStatistics {
2949 total_data_points: 0,
2950 storage_size_bytes: 0,
2951 compression_ratio: 1.0,
2952 query_performance: QueryPerformanceStats {
2953 average_query_time: Duration::from_millis(10),
2954 cache_hit_rate: 0.8,
2955 index_efficiency: 0.9,
2956 },
2957 },
2958 },
2959 aggregation_rules: vec![],
2960 }
2961 }
2962}
2963
2964impl Default for RealtimeDashboard {
2965 fn default() -> Self {
2966 Self::new()
2967 }
2968}
2969
2970impl RealtimeDashboard {
2971 pub fn new() -> Self {
2972 Self {
2973 widgets: vec![],
2974 update_frequency: Duration::from_secs(5),
2975 data_sources: vec![],
2976 user_preferences: UserPreferences {
2977 theme: "dark".to_string(),
2978 default_time_range: TimeRange::Last(Duration::from_secs(3600)),
2979 auto_refresh_interval: Duration::from_secs(30),
2980 notification_settings: NotificationSettings {
2981 enabled: true,
2982 channels: vec![AlertChannel::Dashboard],
2983 preferences: HashMap::new(),
2984 },
2985 },
2986 }
2987 }
2988}
2989
2990impl Default for PerformancePredictor {
2991 fn default() -> Self {
2992 Self::new()
2993 }
2994}
2995
2996impl PerformancePredictor {
2997 pub fn new() -> Self {
2998 Self {
2999 prediction_models: HashMap::new(),
3000 feature_extractors: vec![],
3001 prediction_cache: HashMap::new(),
3002 }
3003 }
3004}
3005
3006impl Default for AnomalyDetector {
3007 fn default() -> Self {
3008 Self::new()
3009 }
3010}
3011
3012impl AnomalyDetector {
3013 pub fn new() -> Self {
3014 Self {
3015 detection_algorithms: vec![
3016 AnomalyDetectionAlgorithm::StatisticalOutlier,
3017 AnomalyDetectionAlgorithm::IsolationForest,
3018 ],
3019 anomaly_history: VecDeque::new(),
3020 detection_thresholds: HashMap::new(),
3021 ensemble: AnomalyEnsemble {
3022 base_detectors: vec![],
3023 ensemble_method: EnsembleMethod::WeightedVoting,
3024 voting_weights: HashMap::new(),
3025 },
3026 }
3027 }
3028}