quantrs2_tytan/
realtime_quantum_integration.rs

1//! Real-time Quantum Computing Integration
2//!
3//! This module provides live quantum hardware monitoring, dynamic resource allocation,
4//! queue management, and real-time performance analytics for quantum computing systems.
5
6#![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
15/// Real-time quantum system manager
16pub struct RealtimeQuantumManager {
17    /// Hardware monitors
18    hardware_monitors: HashMap<String, Arc<Mutex<HardwareMonitor>>>,
19    /// Resource allocator
20    resource_allocator: Arc<RwLock<ResourceAllocator>>,
21    /// Queue manager
22    queue_manager: Arc<Mutex<QueueManager>>,
23    /// Performance analytics engine
24    performance_analytics: Arc<RwLock<PerformanceAnalytics>>,
25    /// Fault detection system
26    fault_detector: Arc<Mutex<FaultDetectionSystem>>,
27    /// Configuration
28    config: RealtimeConfig,
29    /// System state
30    system_state: Arc<RwLock<SystemState>>,
31}
32
33#[derive(Debug, Clone, Serialize, Deserialize)]
34pub struct RealtimeConfig {
35    /// Monitoring interval
36    pub monitoring_interval: Duration,
37    /// Maximum queue size
38    pub max_queue_size: usize,
39    /// Resource allocation strategy
40    pub allocation_strategy: AllocationStrategy,
41    /// Fault detection sensitivity
42    pub fault_detection_sensitivity: f64,
43    /// Performance analytics settings
44    pub analytics_config: AnalyticsConfig,
45    /// Auto-recovery enabled
46    pub auto_recovery_enabled: bool,
47    /// Alert thresholds
48    pub alert_thresholds: AlertThresholds,
49    /// Data retention period
50    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), // 24 hours
64        }
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    /// Enable real-time metrics collection
81    pub real_time_metrics: bool,
82    /// Enable predictive analytics
83    pub predictive_analytics: bool,
84    /// Metrics aggregation interval
85    pub aggregation_interval: Duration,
86    /// Historical data analysis depth
87    pub analysis_depth: Duration,
88    /// Performance prediction horizon
89    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), // 1 hour
99            prediction_horizon: Duration::from_secs(1800), // 30 minutes
100        }
101    }
102}
103
104#[derive(Debug, Clone, Serialize, Deserialize)]
105pub struct AlertThresholds {
106    /// CPU utilization threshold
107    pub cpu_threshold: f64,
108    /// Memory utilization threshold
109    pub memory_threshold: f64,
110    /// Queue length threshold
111    pub queue_threshold: usize,
112    /// Error rate threshold
113    pub error_rate_threshold: f64,
114    /// Response time threshold
115    pub response_time_threshold: Duration,
116    /// Hardware failure threshold
117    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/// Live hardware monitor for quantum devices
134#[allow(dead_code)]
135pub struct HardwareMonitor {
136    /// Device information
137    device_info: DeviceInfo,
138    /// Current status
139    current_status: DeviceStatus,
140    /// Metrics history
141    metrics_history: VecDeque<DeviceMetrics>,
142    /// Calibration data
143    calibration_data: CalibrationData,
144    /// Monitor configuration
145    monitor_config: MonitorConfig,
146    /// Last update time
147    last_update: Instant,
148}
149
150#[derive(Debug, Clone, Serialize, Deserialize)]
151pub struct DeviceInfo {
152    /// Device ID
153    pub device_id: String,
154    /// Device type
155    pub device_type: DeviceType,
156    /// Device capabilities
157    pub capabilities: DeviceCapabilities,
158    /// Location information
159    pub location: LocationInfo,
160    /// Connection details
161    pub connection: ConnectionInfo,
162    /// Specifications
163    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    /// Number of qubits
179    pub num_qubits: usize,
180    /// Supported gates
181    pub supported_gates: Vec<String>,
182    /// Connectivity graph
183    pub connectivity: ConnectivityGraph,
184    /// Maximum circuit depth
185    pub max_circuit_depth: usize,
186    /// Measurement capabilities
187    pub measurement_capabilities: MeasurementCapabilities,
188    /// Error rates
189    pub error_rates: ErrorRates,
190}
191
192#[derive(Debug, Clone, Serialize, Deserialize)]
193pub struct ConnectivityGraph {
194    /// Adjacency matrix
195    pub adjacency_matrix: Vec<Vec<bool>>,
196    /// Connectivity type
197    pub connectivity_type: ConnectivityType,
198    /// Coupling strengths
199    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    /// Measurement bases
215    pub measurement_bases: Vec<MeasurementBasis>,
216    /// Measurement fidelity
217    pub measurement_fidelity: f64,
218    /// Readout time
219    pub readout_time: Duration,
220    /// Simultaneous measurements
221    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    /// Single-qubit gate error
241    pub single_qubit_gate_error: f64,
242    /// Two-qubit gate error
243    pub two_qubit_gate_error: f64,
244    /// Measurement error
245    pub measurement_error: f64,
246    /// Decoherence rates
247    pub decoherence_rates: DecoherenceRates,
248}
249
250#[derive(Debug, Clone, Serialize, Deserialize)]
251pub struct DecoherenceRates {
252    /// T1 time (relaxation)
253    pub t1_time: Duration,
254    /// T2 time (dephasing)
255    pub t2_time: Duration,
256    /// T2* time (inhomogeneous dephasing)
257    pub t2_star_time: Duration,
258}
259
260#[derive(Debug, Clone, Serialize, Deserialize)]
261pub struct LocationInfo {
262    /// Physical location
263    pub physical_location: String,
264    /// Timezone
265    pub timezone: String,
266    /// Coordinates
267    pub coordinates: Option<(f64, f64)>,
268    /// Network latency
269    pub network_latency: Duration,
270}
271
272#[derive(Debug, Clone, Serialize, Deserialize)]
273pub struct ConnectionInfo {
274    /// Endpoint URL
275    pub endpoint: String,
276    /// Authentication type
277    pub auth_type: AuthenticationType,
278    /// Connection status
279    pub connection_status: ConnectionStatus,
280    /// API version
281    pub api_version: String,
282    /// Rate limits
283    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    /// Requests per minute
306    pub requests_per_minute: usize,
307    /// Concurrent requests
308    pub concurrent_requests: usize,
309    /// Data transfer limits
310    pub data_transfer_limits: DataTransferLimits,
311}
312
313#[derive(Debug, Clone, Serialize, Deserialize)]
314pub struct DataTransferLimits {
315    /// Maximum upload size
316    pub max_upload_size: usize,
317    /// Maximum download size
318    pub max_download_size: usize,
319    /// Bandwidth limit
320    pub bandwidth_limit: usize,
321}
322
323#[derive(Debug, Clone, Serialize, Deserialize)]
324pub struct DeviceSpecifications {
325    /// Operating temperature
326    pub operating_temperature: f64,
327    /// Operating frequency range
328    pub frequency_range: (f64, f64),
329    /// Power consumption
330    pub power_consumption: f64,
331    /// Physical dimensions
332    pub dimensions: PhysicalDimensions,
333    /// Environmental requirements
334    pub environmental_requirements: EnvironmentalRequirements,
335}
336
337#[derive(Debug, Clone, Serialize, Deserialize)]
338pub struct PhysicalDimensions {
339    /// Length in meters
340    pub length: f64,
341    /// Width in meters
342    pub width: f64,
343    /// Height in meters
344    pub height: f64,
345    /// Weight in kilograms
346    pub weight: f64,
347}
348
349#[derive(Debug, Clone, Serialize, Deserialize)]
350pub struct EnvironmentalRequirements {
351    /// Temperature range
352    pub temperature_range: (f64, f64),
353    /// Humidity range
354    pub humidity_range: (f64, f64),
355    /// Vibration tolerance
356    pub vibration_tolerance: f64,
357    /// Electromagnetic shielding
358    pub em_shielding_required: bool,
359}
360
361#[derive(Debug, Clone, Serialize, Deserialize)]
362pub struct DeviceStatus {
363    /// Overall status
364    pub overall_status: OverallStatus,
365    /// Availability
366    pub availability: Availability,
367    /// Current load
368    pub current_load: f64,
369    /// Queue status
370    pub queue_status: QueueStatus,
371    /// Health indicators
372    pub health_indicators: HealthIndicators,
373    /// Last maintenance
374    pub last_maintenance: SystemTime,
375    /// Next scheduled maintenance
376    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    /// Is device available
392    pub available: bool,
393    /// Expected availability time
394    pub expected_available_time: Option<SystemTime>,
395    /// Availability percentage
396    pub availability_percentage: f64,
397    /// Planned downtime
398    pub planned_downtime: Vec<MaintenanceWindow>,
399}
400
401#[derive(Debug, Clone, Serialize, Deserialize)]
402pub struct MaintenanceWindow {
403    /// Start time
404    pub start_time: SystemTime,
405    /// End time
406    pub end_time: SystemTime,
407    /// Maintenance type
408    pub maintenance_type: MaintenanceType,
409    /// Description
410    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    /// Number of jobs in queue
425    pub jobs_in_queue: usize,
426    /// Estimated wait time
427    pub estimated_wait_time: Duration,
428    /// Queue position for next job
429    pub next_job_position: usize,
430    /// Processing rate
431    pub processing_rate: f64,
432}
433
434#[derive(Debug, Clone, Serialize, Deserialize)]
435pub struct HealthIndicators {
436    /// System temperature
437    pub system_temperature: f64,
438    /// Error rate
439    pub error_rate: f64,
440    /// Performance metrics
441    pub performance_metrics: PerformanceIndicators,
442    /// Component health
443    pub component_health: HashMap<String, ComponentHealth>,
444    /// Warning flags
445    pub warning_flags: Vec<WarningFlag>,
446}
447
448#[derive(Debug, Clone, Serialize, Deserialize)]
449pub struct PerformanceIndicators {
450    /// Gate fidelity
451    pub gate_fidelity: f64,
452    /// Measurement fidelity
453    pub measurement_fidelity: f64,
454    /// Coherence times
455    pub coherence_times: DecoherenceRates,
456    /// Throughput
457    pub throughput: f64,
458    /// Latency
459    pub latency: Duration,
460}
461
462#[derive(Debug, Clone, Serialize, Deserialize)]
463pub struct ComponentHealth {
464    /// Component name
465    pub component_name: String,
466    /// Health score
467    pub health_score: f64,
468    /// Status
469    pub status: ComponentStatus,
470    /// Last checked
471    pub last_checked: SystemTime,
472    /// Issues
473    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    /// Issue type
488    pub issue_type: IssueType,
489    /// Severity
490    pub severity: IssueSeverity,
491    /// Description
492    pub description: String,
493    /// First occurrence
494    pub first_occurrence: SystemTime,
495    /// Frequency
496    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    /// Warning type
520    pub warning_type: WarningType,
521    /// Message
522    pub message: String,
523    /// Timestamp
524    pub timestamp: SystemTime,
525    /// Acknowledged
526    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    /// Timestamp
543    pub timestamp: SystemTime,
544    /// CPU utilization
545    pub cpu_utilization: f64,
546    /// Memory utilization
547    pub memory_utilization: f64,
548    /// Network utilization
549    pub network_utilization: f64,
550    /// Hardware metrics
551    pub hardware_metrics: HardwareMetrics,
552    /// Quantum metrics
553    pub quantum_metrics: QuantumMetrics,
554    /// Environmental metrics
555    pub environmental_metrics: EnvironmentalMetrics,
556}
557
558#[derive(Debug, Clone, Serialize, Deserialize)]
559pub struct HardwareMetrics {
560    /// Temperature readings
561    pub temperatures: HashMap<String, f64>,
562    /// Power consumption
563    pub power_consumption: f64,
564    /// Vibration levels
565    pub vibration_levels: HashMap<String, f64>,
566    /// Magnetic field measurements
567    pub magnetic_fields: HashMap<String, f64>,
568}
569
570#[derive(Debug, Clone, Serialize, Deserialize)]
571pub struct QuantumMetrics {
572    /// Current gate fidelities
573    pub gate_fidelities: HashMap<String, f64>,
574    /// Current measurement fidelities
575    pub measurement_fidelities: HashMap<usize, f64>,
576    /// Coherence time measurements
577    pub coherence_measurements: HashMap<usize, DecoherenceRates>,
578    /// Cross-talk measurements
579    pub crosstalk_matrix: Option<Array2<f64>>,
580}
581
582#[derive(Debug, Clone, Serialize, Deserialize)]
583pub struct EnvironmentalMetrics {
584    /// Ambient temperature
585    pub ambient_temperature: f64,
586    /// Humidity
587    pub humidity: f64,
588    /// Atmospheric pressure
589    pub pressure: f64,
590    /// Air quality index
591    pub air_quality: Option<f64>,
592}
593
594#[derive(Debug, Clone, Serialize, Deserialize)]
595pub struct CalibrationData {
596    /// Last calibration time
597    pub last_calibration: SystemTime,
598    /// Calibration results
599    pub calibration_results: CalibrationResults,
600    /// Calibration schedule
601    pub calibration_schedule: CalibrationSchedule,
602    /// Drift monitoring
603    pub drift_monitoring: DriftMonitoring,
604}
605
606#[derive(Debug, Clone, Serialize, Deserialize)]
607pub struct CalibrationResults {
608    /// Gate calibrations
609    pub gate_calibrations: HashMap<String, GateCalibration>,
610    /// Measurement calibrations
611    pub measurement_calibrations: HashMap<usize, MeasurementCalibration>,
612    /// Crosstalk calibration
613    pub crosstalk_calibration: Option<CrosstalkCalibration>,
614    /// Overall calibration score
615    pub overall_score: f64,
616}
617
618#[derive(Debug, Clone, Serialize, Deserialize)]
619pub struct GateCalibration {
620    /// Gate name
621    pub gate_name: String,
622    /// Target qubits
623    pub target_qubits: Vec<usize>,
624    /// Fidelity achieved
625    pub fidelity: f64,
626    /// Parameters
627    pub parameters: HashMap<String, f64>,
628    /// Calibration time
629    pub calibration_time: Duration,
630}
631
632#[derive(Debug, Clone, Serialize, Deserialize)]
633pub struct MeasurementCalibration {
634    /// Qubit index
635    pub qubit_index: usize,
636    /// Measurement fidelity
637    pub fidelity: f64,
638    /// Readout parameters
639    pub readout_parameters: ReadoutParameters,
640    /// Calibration matrices
641    pub calibration_matrices: Option<Array2<f64>>,
642}
643
644#[derive(Debug, Clone, Serialize, Deserialize)]
645pub struct ReadoutParameters {
646    /// Measurement pulse parameters
647    pub pulse_parameters: HashMap<String, f64>,
648    /// Integration weights
649    pub integration_weights: Option<Array1<f64>>,
650    /// Discrimination threshold
651    pub discrimination_threshold: f64,
652}
653
654#[derive(Debug, Clone, Serialize, Deserialize)]
655pub struct CrosstalkCalibration {
656    /// Crosstalk matrix
657    pub crosstalk_matrix: Array2<f64>,
658    /// Mitigation strategy
659    pub mitigation_strategy: CrosstalkMitigation,
660    /// Effectiveness score
661    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    /// Regular calibration interval
675    pub regular_interval: Duration,
676    /// Next scheduled calibration
677    pub next_calibration: SystemTime,
678    /// Trigger conditions
679    pub trigger_conditions: Vec<CalibrationTrigger>,
680    /// Maintenance integration
681    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    /// Drift tracking parameters
696    pub drift_parameters: HashMap<String, DriftParameter>,
697    /// Drift prediction model
698    pub prediction_model: Option<DriftPredictionModel>,
699    /// Alert thresholds
700    pub drift_thresholds: HashMap<String, f64>,
701}
702
703#[derive(Debug, Clone, Serialize, Deserialize)]
704pub struct DriftParameter {
705    /// Parameter name
706    pub parameter_name: String,
707    /// Current value
708    pub current_value: f64,
709    /// Baseline value
710    pub baseline_value: f64,
711    /// Drift rate
712    pub drift_rate: f64,
713    /// History
714    pub value_history: VecDeque<(SystemTime, f64)>,
715}
716
717#[derive(Debug, Clone, Serialize, Deserialize)]
718pub struct DriftPredictionModel {
719    /// Model type
720    pub model_type: String,
721    /// Model parameters
722    pub parameters: HashMap<String, f64>,
723    /// Prediction accuracy
724    pub accuracy: f64,
725    /// Last update
726    pub last_update: SystemTime,
727}
728
729#[derive(Debug, Clone, Serialize, Deserialize)]
730pub struct MonitorConfig {
731    /// Monitoring frequency
732    pub monitoring_frequency: Duration,
733    /// Metrics to collect
734    pub metrics_to_collect: Vec<MetricType>,
735    /// Alert configuration
736    pub alert_config: AlertConfig,
737    /// Data retention
738    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    /// Enable alerts
754    pub alerts_enabled: bool,
755    /// Alert channels
756    pub alert_channels: Vec<AlertChannel>,
757    /// Alert rules
758    pub alert_rules: Vec<AlertRule>,
759    /// Escalation policy
760    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    /// Rule name
775    pub name: String,
776    /// Condition
777    pub condition: AlertCondition,
778    /// Severity
779    pub severity: IssueSeverity,
780    /// Message template
781    pub message_template: String,
782    /// Cooldown period
783    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    /// Escalation levels
824    pub levels: Vec<EscalationLevel>,
825    /// Auto-acknowledge timeout
826    pub auto_acknowledge_timeout: Duration,
827    /// Maximum escalation level
828    pub max_level: usize,
829}
830
831#[derive(Debug, Clone, Serialize, Deserialize)]
832pub struct EscalationLevel {
833    /// Level number
834    pub level: usize,
835    /// Wait time before escalation
836    pub wait_time: Duration,
837    /// Notification targets
838    pub targets: Vec<AlertChannel>,
839    /// Actions to take
840    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/// Dynamic resource allocator
853#[allow(dead_code)]
854pub struct ResourceAllocator {
855    /// Available resources
856    available_resources: HashMap<String, ResourceInfo>,
857    /// Resource allocation map
858    allocation_map: HashMap<String, AllocationInfo>,
859    /// Allocation strategy
860    strategy: AllocationStrategy,
861    /// Allocation history
862    allocation_history: VecDeque<AllocationEvent>,
863    /// Predictor for resource needs
864    resource_predictor: ResourcePredictor,
865}
866
867#[derive(Debug, Clone, Serialize, Deserialize)]
868pub struct ResourceInfo {
869    /// Resource ID
870    pub resource_id: String,
871    /// Resource type
872    pub resource_type: ResourceType,
873    /// Total capacity
874    pub total_capacity: ResourceCapacity,
875    /// Available capacity
876    pub available_capacity: ResourceCapacity,
877    /// Current utilization
878    pub current_utilization: f64,
879    /// Performance characteristics
880    pub performance_characteristics: PerformanceCharacteristics,
881    /// Constraints
882    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    /// Compute units
898    pub compute_units: f64,
899    /// Memory (in GB)
900    pub memory_gb: f64,
901    /// Storage (in GB)
902    pub storage_gb: f64,
903    /// Network bandwidth (in Mbps)
904    pub network_mbps: f64,
905    /// Custom metrics
906    pub custom_metrics: HashMap<String, f64>,
907}
908
909#[derive(Debug, Clone, Serialize, Deserialize)]
910pub struct PerformanceCharacteristics {
911    /// Processing speed
912    pub processing_speed: f64,
913    /// Latency
914    pub latency: Duration,
915    /// Reliability score
916    pub reliability_score: f64,
917    /// Energy efficiency
918    pub energy_efficiency: f64,
919    /// Scalability factor
920    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    /// Job ID
936    pub job_id: String,
937    /// Allocated resources
938    pub allocated_resources: Vec<String>,
939    /// Allocation timestamp
940    pub allocation_time: SystemTime,
941    /// Expected completion time
942    pub expected_completion: SystemTime,
943    /// Priority
944    pub priority: JobPriority,
945    /// Resource usage
946    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    /// CPU usage
961    pub cpu_usage: f64,
962    /// Memory usage
963    pub memory_usage: f64,
964    /// Network usage
965    pub network_usage: f64,
966    /// Custom usage metrics
967    pub custom_usage: HashMap<String, f64>,
968}
969
970#[derive(Debug, Clone, Serialize, Deserialize)]
971pub struct AllocationEvent {
972    /// Event timestamp
973    pub timestamp: SystemTime,
974    /// Event type
975    pub event_type: AllocationEventType,
976    /// Job ID
977    pub job_id: String,
978    /// Resources involved
979    pub resources: Vec<String>,
980    /// Metadata
981    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    /// Historical usage patterns
996    usage_patterns: HashMap<String, UsagePattern>,
997    /// Prediction models
998    prediction_models: HashMap<String, PredictionModel>,
999    /// Forecast horizon
1000    forecast_horizon: Duration,
1001}
1002
1003#[derive(Debug, Clone)]
1004pub struct UsagePattern {
1005    /// Pattern name
1006    pub pattern_name: String,
1007    /// Historical data points
1008    pub data_points: VecDeque<(SystemTime, f64)>,
1009    /// Pattern type
1010    pub pattern_type: PatternType,
1011    /// Seasonality
1012    pub seasonality: Option<Duration>,
1013    /// Trend
1014    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    /// Model name
1038    pub model_name: String,
1039    /// Model parameters
1040    pub parameters: HashMap<String, f64>,
1041    /// Prediction accuracy
1042    pub accuracy: f64,
1043    /// Last training time
1044    pub last_training: SystemTime,
1045}
1046
1047/// Queue management system
1048pub struct QueueManager {
1049    /// Job queues
1050    job_queues: HashMap<JobPriority, VecDeque<QueuedJob>>,
1051    /// Queue statistics
1052    queue_stats: QueueStatistics,
1053    /// Scheduling algorithm
1054    scheduling_algorithm: SchedulingAlgorithm,
1055    /// Queue policies
1056    queue_policies: QueuePolicies,
1057    /// Load balancer
1058    load_balancer: LoadBalancer,
1059}
1060
1061#[derive(Debug, Clone, Serialize, Deserialize)]
1062pub struct QueuedJob {
1063    /// Job ID
1064    pub job_id: String,
1065    /// Job type
1066    pub job_type: JobType,
1067    /// Priority
1068    pub priority: JobPriority,
1069    /// Resource requirements
1070    pub resource_requirements: ResourceRequirements,
1071    /// Submission time
1072    pub submission_time: SystemTime,
1073    /// Deadline
1074    pub deadline: Option<SystemTime>,
1075    /// Dependencies
1076    pub dependencies: Vec<String>,
1077    /// Job metadata
1078    pub metadata: JobMetadata,
1079    /// Current status
1080    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    /// Required qubits
1096    pub qubits_required: Option<usize>,
1097    /// Compute requirements
1098    pub compute_requirements: ComputeRequirements,
1099    /// Memory requirements
1100    pub memory_requirements: MemoryRequirements,
1101    /// Network requirements
1102    pub network_requirements: Option<NetworkRequirements>,
1103    /// Hardware constraints
1104    pub hardware_constraints: Vec<HardwareConstraint>,
1105}
1106
1107#[derive(Debug, Clone, Serialize, Deserialize)]
1108pub struct ComputeRequirements {
1109    /// CPU cores
1110    pub cpu_cores: usize,
1111    /// GPU units
1112    pub gpu_units: Option<usize>,
1113    /// Quantum processing units
1114    pub qpu_units: Option<usize>,
1115    /// Estimated runtime
1116    pub estimated_runtime: Duration,
1117}
1118
1119#[derive(Debug, Clone, Serialize, Deserialize)]
1120pub struct MemoryRequirements {
1121    /// RAM (in GB)
1122    pub ram_gb: f64,
1123    /// Storage (in GB)
1124    pub storage_gb: f64,
1125    /// Temporary storage (in GB)
1126    pub temp_storage_gb: Option<f64>,
1127}
1128
1129#[derive(Debug, Clone, Serialize, Deserialize)]
1130pub struct NetworkRequirements {
1131    /// Bandwidth (in Mbps)
1132    pub bandwidth_mbps: f64,
1133    /// Latency tolerance
1134    pub latency_tolerance: Duration,
1135    /// Location preferences
1136    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    /// User ID
1159    pub user_id: String,
1160    /// Project ID
1161    pub project_id: String,
1162    /// Billing information
1163    pub billing_info: BillingInfo,
1164    /// Tags
1165    pub tags: Vec<String>,
1166    /// Experiment name
1167    pub experiment_name: Option<String>,
1168    /// Description
1169    pub description: Option<String>,
1170}
1171
1172#[derive(Debug, Clone, Serialize, Deserialize)]
1173pub struct BillingInfo {
1174    /// Account ID
1175    pub account_id: String,
1176    /// Cost center
1177    pub cost_center: Option<String>,
1178    /// Budget limit
1179    pub budget_limit: Option<f64>,
1180    /// Cost estimate
1181    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    /// Total jobs processed
1198    pub total_jobs_processed: usize,
1199    /// Average wait time
1200    pub average_wait_time: Duration,
1201    /// Queue lengths
1202    pub queue_lengths: HashMap<JobPriority, usize>,
1203    /// Throughput metrics
1204    pub throughput_metrics: ThroughputMetrics,
1205    /// Resource utilization
1206    pub resource_utilization: HashMap<String, f64>,
1207}
1208
1209#[derive(Debug, Clone, Serialize, Deserialize)]
1210pub struct ThroughputMetrics {
1211    /// Jobs per hour
1212    pub jobs_per_hour: f64,
1213    /// Success rate
1214    pub success_rate: f64,
1215    /// Average execution time
1216    pub average_execution_time: Duration,
1217    /// Resource efficiency
1218    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    /// Maximum queue length
1235    pub max_queue_length: usize,
1236    /// Job timeout
1237    pub job_timeout: Duration,
1238    /// Preemption policy
1239    pub preemption_policy: PreemptionPolicy,
1240    /// Fairness policy
1241    pub fairness_policy: FairnessPolicy,
1242    /// Resource limits
1243    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    /// Per-user limits
1267    pub per_user_limits: HashMap<String, ResourceCapacity>,
1268    /// Per-project limits
1269    pub per_project_limits: HashMap<String, ResourceCapacity>,
1270    /// System-wide limits
1271    pub system_limits: ResourceCapacity,
1272    /// Time-based limits
1273    pub time_based_limits: Vec<TimeBoundLimit>,
1274}
1275
1276#[derive(Debug, Clone, Serialize, Deserialize)]
1277pub struct TimeBoundLimit {
1278    /// Time window
1279    pub time_window: (SystemTime, SystemTime),
1280    /// Resource limits during window
1281    pub limits: ResourceCapacity,
1282    /// Priority override
1283    pub priority_override: Option<JobPriority>,
1284}
1285
1286#[derive(Debug, Clone)]
1287pub struct LoadBalancer {
1288    /// Load balancing strategy
1289    strategy: LoadBalancingStrategy,
1290    /// Server weights
1291    server_weights: HashMap<String, f64>,
1292    /// Health checks
1293    health_checks: HashMap<String, HealthCheck>,
1294    /// Load metrics
1295    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    /// Check type
1311    pub check_type: HealthCheckType,
1312    /// Interval
1313    pub interval: Duration,
1314    /// Timeout
1315    pub timeout: Duration,
1316    /// Last check time
1317    pub last_check: SystemTime,
1318    /// Status
1319    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    /// Current load
1341    pub current_load: f64,
1342    /// Response time
1343    pub response_time: Duration,
1344    /// Error rate
1345    pub error_rate: f64,
1346    /// Throughput
1347    pub throughput: f64,
1348    /// Capacity utilization
1349    pub capacity_utilization: f64,
1350}
1351
1352/// Real-time performance analytics engine
1353pub struct PerformanceAnalytics {
1354    /// Metrics collector
1355    metrics_collector: MetricsCollector,
1356    /// Analytics models
1357    analytics_models: HashMap<String, AnalyticsModel>,
1358    /// Real-time dashboard
1359    dashboard: RealtimeDashboard,
1360    /// Performance predictor
1361    performance_predictor: PerformancePredictor,
1362    /// Anomaly detector
1363    anomaly_detector: AnomalyDetector,
1364}
1365
1366#[derive(Debug, Clone)]
1367pub struct MetricsCollector {
1368    /// Active metrics
1369    active_metrics: HashMap<String, MetricDefinition>,
1370    /// Collection intervals
1371    collection_intervals: HashMap<String, Duration>,
1372    /// Data storage
1373    data_storage: MetricsStorage,
1374    /// Aggregation rules
1375    aggregation_rules: Vec<AggregationRule>,
1376}
1377
1378#[derive(Debug, Clone, Serialize, Deserialize)]
1379pub struct MetricDefinition {
1380    /// Metric name
1381    pub name: String,
1382    /// Metric type
1383    pub metric_type: MetricDataType,
1384    /// Units
1385    pub units: String,
1386    /// Description
1387    pub description: String,
1388    /// Collection method
1389    pub collection_method: CollectionMethod,
1390    /// Retention policy
1391    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    /// Raw data retention
1414    pub raw_retention: Duration,
1415    /// Aggregated data retention
1416    pub aggregated_retention: Duration,
1417    /// Compression settings
1418    pub compression: CompressionSettings,
1419}
1420
1421#[derive(Debug, Clone, Serialize, Deserialize)]
1422pub struct CompressionSettings {
1423    /// Enable compression
1424    pub enabled: bool,
1425    /// Compression algorithm
1426    pub algorithm: CompressionAlgorithm,
1427    /// Compression ratio target
1428    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 database
1442    time_series_db: HashMap<String, VecDeque<DataPoint>>,
1443    /// Indexes
1444    indexes: HashMap<String, Index>,
1445    /// Storage statistics
1446    storage_stats: StorageStatistics,
1447}
1448
1449#[derive(Debug, Clone, Serialize, Deserialize)]
1450pub struct DataPoint {
1451    /// Timestamp
1452    pub timestamp: SystemTime,
1453    /// Value
1454    pub value: f64,
1455    /// Tags
1456    pub tags: HashMap<String, String>,
1457    /// Metadata
1458    pub metadata: Option<HashMap<String, String>>,
1459}
1460
1461#[derive(Debug, Clone)]
1462pub struct Index {
1463    /// Index type
1464    pub index_type: IndexType,
1465    /// Index data
1466    pub index_data: BTreeMap<String, Vec<usize>>,
1467    /// Last update
1468    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    /// Total data points
1482    pub total_data_points: usize,
1483    /// Storage size (bytes)
1484    pub storage_size_bytes: usize,
1485    /// Compression ratio
1486    pub compression_ratio: f64,
1487    /// Query performance
1488    pub query_performance: QueryPerformanceStats,
1489}
1490
1491#[derive(Debug, Clone, Serialize, Deserialize)]
1492pub struct QueryPerformanceStats {
1493    /// Average query time
1494    pub average_query_time: Duration,
1495    /// Query cache hit rate
1496    pub cache_hit_rate: f64,
1497    /// Index efficiency
1498    pub index_efficiency: f64,
1499}
1500
1501#[derive(Debug, Clone, Serialize, Deserialize)]
1502pub struct AggregationRule {
1503    /// Rule name
1504    pub name: String,
1505    /// Source metrics
1506    pub source_metrics: Vec<String>,
1507    /// Aggregation function
1508    pub aggregation_function: AggregationFunction,
1509    /// Time window
1510    pub time_window: Duration,
1511    /// Output metric name
1512    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    /// Model name
1530    pub model_name: String,
1531    /// Model type
1532    pub model_type: AnalyticsModelType,
1533    /// Model parameters
1534    pub parameters: HashMap<String, f64>,
1535    /// Training data
1536    pub training_data: VecDeque<DataPoint>,
1537    /// Model performance
1538    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    /// Accuracy
1554    pub accuracy: f64,
1555    /// Precision
1556    pub precision: f64,
1557    /// Recall
1558    pub recall: f64,
1559    /// F1 score
1560    pub f1_score: f64,
1561    /// Mean squared error
1562    pub mse: f64,
1563    /// Mean absolute error
1564    pub mae: f64,
1565}
1566
1567#[derive(Debug, Clone)]
1568pub struct RealtimeDashboard {
1569    /// Dashboard widgets
1570    widgets: Vec<DashboardWidget>,
1571    /// Update frequency
1572    update_frequency: Duration,
1573    /// Data sources
1574    data_sources: Vec<DataSource>,
1575    /// User preferences
1576    user_preferences: UserPreferences,
1577}
1578
1579#[derive(Debug, Clone, Serialize, Deserialize)]
1580pub struct DashboardWidget {
1581    /// Widget ID
1582    pub widget_id: String,
1583    /// Widget type
1584    pub widget_type: WidgetType,
1585    /// Data query
1586    pub data_query: DataQuery,
1587    /// Display settings
1588    pub display_settings: DisplaySettings,
1589    /// Position and size
1590    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    /// Metrics to query
1608    pub metrics: Vec<String>,
1609    /// Time range
1610    pub time_range: TimeRange,
1611    /// Filters
1612    pub filters: Vec<QueryFilter>,
1613    /// Aggregation
1614    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    /// Field name
1627    pub field: String,
1628    /// Operator
1629    pub operator: FilterOperator,
1630    /// Value
1631    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    /// Title
1648    pub title: String,
1649    /// Color scheme
1650    pub color_scheme: ColorScheme,
1651    /// Axes settings
1652    pub axes_settings: AxesSettings,
1653    /// Legend settings
1654    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    /// X-axis label
1668    pub x_label: Option<String>,
1669    /// Y-axis label
1670    pub y_label: Option<String>,
1671    /// X-axis scale
1672    pub x_scale: AxisScale,
1673    /// Y-axis scale
1674    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    /// Show legend
1687    pub show: bool,
1688    /// Position
1689    pub position: LegendPosition,
1690    /// Orientation
1691    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    /// X position
1715    pub x: usize,
1716    /// Y position
1717    pub y: usize,
1718    /// Width
1719    pub width: usize,
1720    /// Height
1721    pub height: usize,
1722}
1723
1724#[derive(Debug, Clone, Serialize, Deserialize)]
1725pub struct DataSource {
1726    /// Source ID
1727    pub source_id: String,
1728    /// Source type
1729    pub source_type: DataSourceType,
1730    /// Connection settings
1731    pub connection_settings: ConnectionSettings,
1732    /// Data format
1733    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    /// URL or endpoint
1748    pub endpoint: String,
1749    /// Authentication
1750    pub authentication: Option<AuthenticationInfo>,
1751    /// Connection timeout
1752    pub timeout: Duration,
1753    /// Retry policy
1754    pub retry_policy: RetryPolicy,
1755}
1756
1757#[derive(Debug, Clone, Serialize, Deserialize)]
1758pub struct AuthenticationInfo {
1759    /// Auth type
1760    pub auth_type: AuthenticationType,
1761    /// Credentials
1762    pub credentials: HashMap<String, String>,
1763}
1764
1765#[derive(Debug, Clone, Serialize, Deserialize)]
1766pub struct RetryPolicy {
1767    /// Maximum retries
1768    pub max_retries: usize,
1769    /// Retry delay
1770    pub retry_delay: Duration,
1771    /// Backoff strategy
1772    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    /// Theme
1795    pub theme: String,
1796    /// Default time range
1797    pub default_time_range: TimeRange,
1798    /// Auto-refresh interval
1799    pub auto_refresh_interval: Duration,
1800    /// Notification settings
1801    pub notification_settings: NotificationSettings,
1802}
1803
1804#[derive(Debug, Clone, Serialize, Deserialize)]
1805pub struct NotificationSettings {
1806    /// Enable notifications
1807    pub enabled: bool,
1808    /// Notification channels
1809    pub channels: Vec<AlertChannel>,
1810    /// Notification preferences
1811    pub preferences: HashMap<String, bool>,
1812}
1813
1814#[derive(Debug, Clone)]
1815pub struct PerformancePredictor {
1816    /// Prediction models
1817    prediction_models: HashMap<String, PredictionModel>,
1818    /// Feature extractors
1819    feature_extractors: Vec<FeatureExtractor>,
1820    /// Prediction cache
1821    prediction_cache: HashMap<String, PredictionResult>,
1822}
1823
1824#[derive(Debug, Clone)]
1825pub struct FeatureExtractor {
1826    /// Extractor name
1827    pub name: String,
1828    /// Input metrics
1829    pub input_metrics: Vec<String>,
1830    /// Feature transformation
1831    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    /// Predicted values
1847    pub predictions: Vec<f64>,
1848    /// Confidence intervals
1849    pub confidence_intervals: Vec<(f64, f64)>,
1850    /// Prediction timestamp
1851    pub timestamp: SystemTime,
1852    /// Model used
1853    pub model_name: String,
1854    /// Prediction horizon
1855    pub horizon: Duration,
1856}
1857
1858#[derive(Debug, Clone)]
1859pub struct AnomalyDetector {
1860    /// Detection algorithms
1861    detection_algorithms: Vec<AnomalyDetectionAlgorithm>,
1862    /// Anomaly history
1863    anomaly_history: VecDeque<AnomalyEvent>,
1864    /// Detection thresholds
1865    detection_thresholds: HashMap<String, f64>,
1866    /// Model ensemble
1867    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    /// Event timestamp
1883    pub timestamp: SystemTime,
1884    /// Anomaly type
1885    pub anomaly_type: AnomalyType,
1886    /// Severity
1887    pub severity: IssueSeverity,
1888    /// Affected metrics
1889    pub affected_metrics: Vec<String>,
1890    /// Anomaly score
1891    pub anomaly_score: f64,
1892    /// Description
1893    pub description: String,
1894    /// Root cause analysis
1895    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    /// Probable causes
1910    pub probable_causes: Vec<ProbableCause>,
1911    /// Correlation analysis
1912    pub correlations: Vec<Correlation>,
1913    /// Recommendations
1914    pub recommendations: Vec<String>,
1915}
1916
1917#[derive(Debug, Clone, Serialize, Deserialize)]
1918pub struct ProbableCause {
1919    /// Cause description
1920    pub description: String,
1921    /// Probability
1922    pub probability: f64,
1923    /// Supporting evidence
1924    pub evidence: Vec<String>,
1925}
1926
1927#[derive(Debug, Clone, Serialize, Deserialize)]
1928pub struct Correlation {
1929    /// Correlated metric
1930    pub metric: String,
1931    /// Correlation coefficient
1932    pub coefficient: f64,
1933    /// Time lag
1934    pub time_lag: Duration,
1935}
1936
1937#[derive(Debug, Clone)]
1938pub struct AnomalyEnsemble {
1939    /// Base detectors
1940    base_detectors: Vec<AnomalyDetectionAlgorithm>,
1941    /// Ensemble method
1942    ensemble_method: EnsembleMethod,
1943    /// Voting weights
1944    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
1955/// Automated fault detection and recovery system
1956pub struct FaultDetectionSystem {
1957    /// Fault detectors
1958    fault_detectors: Vec<FaultDetector>,
1959    /// Recovery procedures
1960    recovery_procedures: HashMap<FaultType, RecoveryProcedure>,
1961    /// Fault history
1962    fault_history: VecDeque<FaultEvent>,
1963    /// Recovery statistics
1964    recovery_stats: RecoveryStatistics,
1965}
1966
1967#[derive(Debug, Clone)]
1968pub struct FaultDetector {
1969    /// Detector name
1970    pub name: String,
1971    /// Detection method
1972    pub detection_method: FaultDetectionMethod,
1973    /// Monitoring targets
1974    pub targets: Vec<String>,
1975    /// Detection threshold
1976    pub threshold: f64,
1977    /// Check interval
1978    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    /// Event timestamp
1994    pub timestamp: SystemTime,
1995    /// Fault type
1996    pub fault_type: FaultType,
1997    /// Severity
1998    pub severity: IssueSeverity,
1999    /// Affected components
2000    pub affected_components: Vec<String>,
2001    /// Detection method
2002    pub detection_method: String,
2003    /// Fault description
2004    pub description: String,
2005    /// Recovery action taken
2006    pub recovery_action: Option<String>,
2007    /// Recovery success
2008    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    /// Procedure name
2026    pub name: String,
2027    /// Recovery steps
2028    pub steps: Vec<RecoveryStep>,
2029    /// Success criteria
2030    pub success_criteria: Vec<SuccessCriterion>,
2031    /// Rollback procedure
2032    pub rollback_procedure: Option<Vec<RecoveryStep>>,
2033    /// Maximum attempts
2034    pub max_attempts: usize,
2035}
2036
2037#[derive(Debug, Clone, Serialize, Deserialize)]
2038pub struct RecoveryStep {
2039    /// Step name
2040    pub name: String,
2041    /// Step type
2042    pub step_type: RecoveryStepType,
2043    /// Parameters
2044    pub parameters: HashMap<String, String>,
2045    /// Timeout
2046    pub timeout: Duration,
2047    /// Retry on failure
2048    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    /// Metric to check
2066    pub metric: String,
2067    /// Expected value or range
2068    pub expected_value: ExpectedValue,
2069    /// Check timeout
2070    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    /// Total faults detected
2085    pub total_faults: usize,
2086    /// Successful recoveries
2087    pub successful_recoveries: usize,
2088    /// Failed recoveries
2089    pub failed_recoveries: usize,
2090    /// Average recovery time
2091    pub average_recovery_time: Duration,
2092    /// Recovery success rate by fault type
2093    pub success_rate_by_type: HashMap<FaultType, f64>,
2094}
2095
2096/// System state tracking
2097#[derive(Debug, Clone, Serialize, Deserialize)]
2098pub struct SystemState {
2099    /// Overall system status
2100    pub overall_status: SystemStatus,
2101    /// Component states
2102    pub component_states: HashMap<String, ComponentState>,
2103    /// Active alerts
2104    pub active_alerts: Vec<ActiveAlert>,
2105    /// Performance summary
2106    pub performance_summary: PerformanceSummary,
2107    /// Resource utilization
2108    pub resource_utilization: SystemResourceUtilization,
2109    /// Last update timestamp
2110    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    /// Component name
2126    pub component_name: String,
2127    /// Status
2128    pub status: ComponentStatus,
2129    /// Last heartbeat
2130    pub last_heartbeat: SystemTime,
2131    /// Metrics
2132    pub metrics: HashMap<String, f64>,
2133    /// Alerts
2134    pub alerts: Vec<String>,
2135}
2136
2137#[derive(Debug, Clone, Serialize, Deserialize)]
2138pub struct ActiveAlert {
2139    /// Alert ID
2140    pub alert_id: String,
2141    /// Alert type
2142    pub alert_type: AlertType,
2143    /// Severity
2144    pub severity: IssueSeverity,
2145    /// Message
2146    pub message: String,
2147    /// Timestamp
2148    pub timestamp: SystemTime,
2149    /// Acknowledged
2150    pub acknowledged: bool,
2151    /// Acknowledger
2152    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    /// Overall performance score
2167    pub performance_score: f64,
2168    /// Throughput
2169    pub throughput: f64,
2170    /// Latency percentiles
2171    pub latency_percentiles: HashMap<String, Duration>,
2172    /// Error rates
2173    pub error_rates: HashMap<String, f64>,
2174    /// Availability percentage
2175    pub availability: f64,
2176}
2177
2178#[derive(Debug, Clone, Serialize, Deserialize)]
2179pub struct SystemResourceUtilization {
2180    /// CPU utilization
2181    pub cpu_utilization: f64,
2182    /// Memory utilization
2183    pub memory_utilization: f64,
2184    /// Storage utilization
2185    pub storage_utilization: f64,
2186    /// Network utilization
2187    pub network_utilization: f64,
2188    /// Quantum resource utilization
2189    pub quantum_utilization: Option<f64>,
2190}
2191
2192impl RealtimeQuantumManager {
2193    /// Create new real-time quantum manager
2194    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    /// Start real-time monitoring
2207    pub fn start_monitoring(&mut self) -> Result<(), String> {
2208        // Start monitoring threads for each registered device
2209        for (device_id, monitor) in &self.hardware_monitors {
2210            self.start_device_monitoring(device_id.clone(), monitor.clone())?;
2211        }
2212
2213        // Start analytics thread
2214        self.start_analytics_monitoring()?;
2215
2216        // Start fault detection thread
2217        self.start_fault_detection()?;
2218
2219        Ok(())
2220    }
2221
2222    /// Register a new quantum device for monitoring
2223    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    /// Submit a job to the queue
2231    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    /// Get current system state
2237    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    /// Get real-time metrics
2243    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    /// Allocate resources for a job
2252    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    /// Start device monitoring in a separate thread
2262    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                    // Update system state
2278                    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    /// Start analytics monitoring thread
2294    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    /// Start fault detection thread
2312    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)); // Check every second
2328            }
2329        });
2330
2331        Ok(())
2332    }
2333}
2334
2335#[derive(Debug, Clone, Serialize, Deserialize)]
2336pub struct RealtimeMetrics {
2337    /// Current timestamp
2338    pub timestamp: SystemTime,
2339    /// System metrics
2340    pub system_metrics: SystemMetrics,
2341    /// Device metrics
2342    pub device_metrics: HashMap<String, DeviceMetrics>,
2343    /// Queue metrics
2344    pub queue_metrics: QueueMetrics,
2345    /// Performance metrics
2346    pub performance_metrics: SystemPerformanceMetrics,
2347}
2348
2349#[derive(Debug, Clone, Serialize, Deserialize)]
2350pub struct SystemMetrics {
2351    /// Overall health score
2352    pub health_score: f64,
2353    /// Total devices
2354    pub total_devices: usize,
2355    /// Active devices
2356    pub active_devices: usize,
2357    /// Total jobs processed
2358    pub total_jobs_processed: usize,
2359    /// Current load
2360    pub current_load: f64,
2361}
2362
2363#[derive(Debug, Clone, Serialize, Deserialize)]
2364pub struct QueueMetrics {
2365    /// Total queued jobs
2366    pub total_queued_jobs: usize,
2367    /// Jobs by priority
2368    pub jobs_by_priority: HashMap<JobPriority, usize>,
2369    /// Average wait time
2370    pub average_wait_time: Duration,
2371    /// Queue throughput
2372    pub throughput: f64,
2373}
2374
2375#[derive(Debug, Clone, Serialize, Deserialize)]
2376pub struct SystemPerformanceMetrics {
2377    /// Overall performance score
2378    pub performance_score: f64,
2379    /// Latency statistics
2380    pub latency_stats: LatencyStats,
2381    /// Throughput statistics
2382    pub throughput_stats: ThroughputStats,
2383    /// Error statistics
2384    pub error_stats: ErrorStats,
2385}
2386
2387#[derive(Debug, Clone, Serialize, Deserialize)]
2388pub struct LatencyStats {
2389    /// Average latency
2390    pub average: Duration,
2391    /// Median latency
2392    pub median: Duration,
2393    /// 95th percentile
2394    pub p95: Duration,
2395    /// 99th percentile
2396    pub p99: Duration,
2397}
2398
2399#[derive(Debug, Clone, Serialize, Deserialize)]
2400pub struct ThroughputStats {
2401    /// Requests per second
2402    pub requests_per_second: f64,
2403    /// Jobs per hour
2404    pub jobs_per_hour: f64,
2405    /// Data processed per second
2406    pub data_per_second: f64,
2407}
2408
2409#[derive(Debug, Clone, Serialize, Deserialize)]
2410pub struct ErrorStats {
2411    /// Total errors
2412    pub total_errors: usize,
2413    /// Error rate
2414    pub error_rate: f64,
2415    /// Errors by type
2416    pub errors_by_type: HashMap<String, usize>,
2417}
2418
2419// Implementation stubs for complex components
2420impl 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        // Simulate metric collection
2434        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        // Simplified resource allocation
2495        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        // Update analytics models and predictions
2562        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        // Check for various fault conditions
2633        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        // Check for hardware-related issues
2676        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        // Attempt automatic recovery if enabled
2702        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            // Execute recovery procedure
2710            println!("Executing recovery procedure for fault: {fault_type:?}");
2711            // Implementation would execute actual recovery steps
2712            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, // Simplified
2752            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
2763// Default implementations for various structs
2764impl 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), // Daily
2816                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), // 7 days
2845        }
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}