quantrs2-device 0.1.3

Quantum device connectors for the QuantRS2 framework
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
//! Hardware Adaptation and Device-Specific Configuration

use std::collections::HashMap;
use std::time::Duration;

/// Hardware adaptation configuration
#[derive(Debug, Clone)]
pub struct HardwareAdaptationConfig {
    /// Enable hardware-aware compilation
    pub enable_hardware_aware: bool,
    /// Device characterization integration
    pub device_characterization: DeviceCharacterizationConfig,
    /// Dynamic calibration adjustment
    pub dynamic_calibration: DynamicCalibrationConfig,
    /// Hardware failure handling
    pub failure_handling: FailureHandlingConfig,
    /// Resource optimization
    pub resource_optimization: ResourceOptimizationConfig,
}

/// Device characterization configuration
#[derive(Debug, Clone)]
pub struct DeviceCharacterizationConfig {
    /// Enable device characterization
    pub enable_characterization: bool,
    /// Characterization depth
    pub characterization_depth: CharacterizationDepth,
    /// Characterization frequency
    pub characterization_frequency: Duration,
    /// Calibration integration
    pub calibration_integration: CalibrationIntegrationConfig,
    /// Performance modeling
    pub performance_modeling: PerformanceModelingConfig,
}

/// Levels of device characterization
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CharacterizationDepth {
    Basic,
    Standard,
    Comprehensive,
    ExhaustiveCharacterization,
}

/// Calibration integration configuration
#[derive(Debug, Clone)]
pub struct CalibrationIntegrationConfig {
    /// Enable calibration integration
    pub enable_integration: bool,
    /// Real-time calibration updates
    pub realtime_updates: bool,
    /// Calibration sources
    pub calibration_sources: Vec<CalibrationSource>,
    /// Update strategy
    pub update_strategy: CalibrationUpdateStrategy,
}

/// Sources of calibration data
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationSource {
    DeviceProvider,
    LocalMeasurement,
    CommunityDatabase,
    MachineLearningPrediction,
    HybridSources,
}

/// Strategies for calibration updates
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationUpdateStrategy {
    Immediate,
    Batch,
    Scheduled,
    EventDriven,
    Adaptive,
}

/// Performance modeling configuration
#[derive(Debug, Clone)]
pub struct PerformanceModelingConfig {
    /// Enable performance modeling
    pub enable_modeling: bool,
    /// Modeling approaches
    pub modeling_approaches: Vec<ModelingApproach>,
    /// Model validation
    pub model_validation: ModelValidationConfig,
    /// Prediction accuracy requirements
    pub accuracy_requirements: ModelAccuracyRequirements,
}

/// Approaches to performance modeling
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum ModelingApproach {
    StatisticalModeling,
    MachineLearningBased,
    PhysicsInformed,
    HybridModeling,
    EmpiricalModeling,
}

/// Model validation configuration
#[derive(Debug, Clone)]
pub struct ModelValidationConfig {
    /// Validation methods
    pub validation_methods: Vec<ValidationMethod>,
    /// Validation frequency
    pub validation_frequency: Duration,
    /// Cross-validation setup
    pub cross_validation: CrossValidationSetup,
}

/// Model validation methods
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum ValidationMethod {
    HoldoutValidation,
    CrossValidation,
    BootstrapValidation,
    TimeSeriesValidation,
    PhysicsBasedValidation,
}

/// Cross-validation setup
#[derive(Debug, Clone)]
pub struct CrossValidationSetup {
    /// Number of folds
    pub folds: usize,
    /// Stratification strategy
    pub stratification: StratificationStrategy,
    /// Temporal considerations
    pub temporal_considerations: TemporalConsiderations,
}

/// Stratification strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum StratificationStrategy {
    Random,
    Temporal,
    DeviceBased,
    PerformanceBased,
    Balanced,
}

/// Temporal considerations for validation
#[derive(Debug, Clone)]
pub struct TemporalConsiderations {
    /// Respect temporal order
    pub respect_temporal_order: bool,
    /// Gap between train and test
    pub temporal_gap: Duration,
    /// Seasonal adjustments
    pub seasonal_adjustments: bool,
}

/// Model accuracy requirements
#[derive(Debug, Clone)]
pub struct ModelAccuracyRequirements {
    /// Minimum R-squared
    pub min_r_squared: f64,
    /// Maximum RMSE
    pub max_rmse: f64,
    /// Maximum mean absolute error
    pub max_mae: f64,
    /// Confidence interval requirements
    pub confidence_interval: ConfidenceIntervalRequirements,
}

/// Confidence interval requirements
#[derive(Debug, Clone)]
pub struct ConfidenceIntervalRequirements {
    /// Required confidence level
    pub confidence_level: f64,
    /// Maximum interval width
    pub max_interval_width: f64,
    /// Coverage requirements
    pub coverage_requirements: f64,
}

/// Dynamic calibration configuration
#[derive(Debug, Clone)]
pub struct DynamicCalibrationConfig {
    /// Enable dynamic calibration
    pub enable_dynamic_calibration: bool,
    /// Calibration triggers
    pub calibration_triggers: Vec<CalibrationTrigger>,
    /// Calibration strategy
    pub calibration_strategy: CalibrationStrategy,
    /// Update frequency limits
    pub frequency_limits: CalibrationFrequencyLimits,
    /// Quality assurance
    pub quality_assurance: CalibrationQualityAssurance,
}

/// Triggers for calibration updates
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationTrigger {
    TimeInterval,
    PerformanceDrift,
    ErrorRateIncrease,
    TemperatureChange,
    ManualRequest,
    AutomaticDetection,
}

/// Calibration strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationStrategy {
    FullRecalibration,
    IncrementalUpdate,
    SelectiveCalibration,
    PredictiveCalibration,
    AdaptiveCalibration,
}

/// Frequency limits for calibration
#[derive(Debug, Clone)]
pub struct CalibrationFrequencyLimits {
    /// Minimum interval between calibrations
    pub min_interval: Duration,
    /// Maximum calibrations per day
    pub max_per_day: usize,
    /// Emergency calibration limits
    pub emergency_limits: EmergencyCalibrationLimits,
}

/// Emergency calibration limits
#[derive(Debug, Clone)]
pub struct EmergencyCalibrationLimits {
    /// Allow emergency calibration
    pub allow_emergency: bool,
    /// Maximum emergency calibrations per hour
    pub max_emergency_per_hour: usize,
    /// Emergency threshold
    pub emergency_threshold: f64,
}

/// Calibration quality assurance
#[derive(Debug, Clone)]
pub struct CalibrationQualityAssurance {
    /// Quality metrics
    pub quality_metrics: Vec<CalibrationQualityMetric>,
    /// Validation requirements
    pub validation_requirements: CalibrationValidationRequirements,
    /// Rollback strategy
    pub rollback_strategy: CalibrationRollbackStrategy,
}

/// Quality metrics for calibration
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationQualityMetric {
    Repeatability,
    Accuracy,
    Stability,
    Drift,
    Consistency,
}

/// Validation requirements for calibration
#[derive(Debug, Clone)]
pub struct CalibrationValidationRequirements {
    /// Minimum validation samples
    pub min_validation_samples: usize,
    /// Validation accuracy threshold
    pub accuracy_threshold: f64,
    /// Statistical significance level
    pub significance_level: f64,
}

/// Rollback strategies for failed calibration
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum CalibrationRollbackStrategy {
    PreviousCalibration,
    DefaultCalibration,
    InterpolatedCalibration,
    ManualIntervention,
}

/// Failure handling configuration
#[derive(Debug, Clone)]
pub struct FailureHandlingConfig {
    /// Enable failure handling
    pub enable_failure_handling: bool,
    /// Failure detection configuration
    pub failure_detection: FailureDetectionConfig,
    /// Recovery strategies
    pub recovery_strategies: Vec<RecoveryStrategy>,
    /// Escalation procedures
    pub escalation_procedures: EscalationProcedures,
}

/// Failure detection configuration
#[derive(Debug, Clone)]
pub struct FailureDetectionConfig {
    /// Detection methods
    pub detection_methods: Vec<FailureDetectionMethod>,
    /// Detection sensitivity
    pub detection_sensitivity: f64,
    /// Monitoring intervals
    pub monitoring_intervals: MonitoringIntervals,
    /// Alert thresholds
    pub alert_thresholds: AlertThresholds,
}

/// Methods for detecting hardware failures
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum FailureDetectionMethod {
    PerformanceMonitoring,
    ErrorRateTracking,
    PatternRecognition,
    AnomalyDetection,
    PhysicalSensorMonitoring,
    StatisticalAnalysis,
}

/// Monitoring intervals for failure detection
#[derive(Debug, Clone)]
pub struct MonitoringIntervals {
    /// Performance monitoring interval
    pub performance_interval: Duration,
    /// Error rate monitoring interval
    pub error_rate_interval: Duration,
    /// Health check interval
    pub health_check_interval: Duration,
}

/// Alert thresholds for failure detection
#[derive(Debug, Clone)]
pub struct AlertThresholds {
    /// Performance degradation threshold
    pub performance_threshold: f64,
    /// Error rate threshold
    pub error_rate_threshold: f64,
    /// Anomaly score threshold
    pub anomaly_threshold: f64,
}

/// Recovery strategies for hardware failures
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum RecoveryStrategy {
    Recalibration,
    ComponentReset,
    AlternativeRouting,
    GracefulDegradation,
    ServiceReplacement,
    ManualIntervention,
}

/// Escalation procedures for failures
#[derive(Debug, Clone, Default)]
pub struct EscalationProcedures {
    /// Escalation levels
    pub escalation_levels: Vec<EscalationLevel>,
    /// Escalation timeouts
    pub escalation_timeouts: HashMap<String, Duration>,
    /// Notification procedures
    pub notification_procedures: NotificationProcedures,
}

/// Escalation levels for failure handling
#[derive(Debug, Clone)]
pub struct EscalationLevel {
    /// Level name
    pub level_name: String,
    /// Severity threshold
    pub severity_threshold: f64,
    /// Required actions
    pub required_actions: Vec<String>,
    /// Responsible parties
    pub responsible_parties: Vec<String>,
}

/// Notification procedures for escalation
#[derive(Debug, Clone)]
pub struct NotificationProcedures {
    /// Notification channels
    pub channels: Vec<NotificationChannel>,
    /// Notification content templates
    pub content_templates: HashMap<String, String>,
    /// Delivery preferences
    pub delivery_preferences: DeliveryPreferences,
}

/// Notification delivery channels
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum NotificationChannel {
    Email,
    SMS,
    Slack,
    PagerDuty,
    Dashboard,
    API,
}

/// Notification delivery preferences
#[derive(Debug, Clone)]
pub struct DeliveryPreferences {
    /// Priority-based routing
    pub priority_routing: bool,
    /// Delivery confirmation required
    pub confirmation_required: bool,
    /// Retry attempts
    pub retry_attempts: usize,
    /// Retry intervals
    pub retry_intervals: Vec<Duration>,
}

/// Resource optimization configuration
#[derive(Debug, Clone)]
pub struct ResourceOptimizationConfig {
    /// Enable resource optimization
    pub enable_optimization: bool,
    /// Optimization strategies
    pub optimization_strategies: Vec<ResourceOptimizationStrategy>,
    /// Resource allocation
    pub resource_allocation: ResourceAllocationConfig,
    /// Load balancing
    pub load_balancing: LoadBalancingConfig,
}

/// Resource optimization strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum ResourceOptimizationStrategy {
    MinimizeLatency,
    MaximizeThroughput,
    MinimizeEnergyConsumption,
    BalancedOptimization,
    CustomOptimization(String),
}

/// Resource allocation configuration
#[derive(Debug, Clone)]
pub struct ResourceAllocationConfig {
    /// Allocation strategy
    pub allocation_strategy: AllocationStrategy,
    /// Priority-based allocation
    pub priority_allocation: PriorityAllocationConfig,
    /// Dynamic reallocation
    pub dynamic_reallocation: DynamicReallocationConfig,
}

/// Resource allocation strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum AllocationStrategy {
    FirstFit,
    BestFit,
    WorstFit,
    RoundRobin,
    PerformanceBased,
    PredictiveBased,
}

/// Priority-based allocation configuration
#[derive(Debug, Clone)]
pub struct PriorityAllocationConfig {
    /// Enable priority allocation
    pub enable_priority: bool,
    /// Priority levels
    pub priority_levels: Vec<PriorityLevel>,
    /// Preemption policy
    pub preemption_policy: PreemptionPolicy,
}

/// Priority levels for resource allocation
#[derive(Debug, Clone)]
pub struct PriorityLevel {
    /// Priority name
    pub name: String,
    /// Priority value (higher = more important)
    pub value: i32,
    /// Resource guarantees
    pub resource_guarantees: ResourceGuarantees,
}

/// Resource guarantees for priority levels
#[derive(Debug, Clone)]
pub struct ResourceGuarantees {
    /// Minimum CPU allocation
    pub min_cpu: f64,
    /// Minimum memory allocation
    pub min_memory: f64,
    /// Maximum latency guarantee
    pub max_latency: Duration,
}

/// Preemption policies for resource allocation
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum PreemptionPolicy {
    NoPreemption,
    PriorityBased,
    FairShare,
    TimeSlicing,
    Cooperative,
}

/// Dynamic reallocation configuration
#[derive(Debug, Clone)]
pub struct DynamicReallocationConfig {
    /// Enable dynamic reallocation
    pub enable_reallocation: bool,
    /// Reallocation triggers
    pub triggers: Vec<ReallocationTrigger>,
    /// Reallocation frequency
    pub frequency: ReallocationFrequency,
    /// Migration strategy
    pub migration_strategy: MigrationStrategy,
}

/// Triggers for dynamic reallocation
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum ReallocationTrigger {
    LoadImbalance,
    PerformanceDegradation,
    ResourceContention,
    ScheduledMaintenance,
    ManualRequest,
}

/// Frequency configuration for reallocation
#[derive(Debug, Clone)]
pub struct ReallocationFrequency {
    /// Base interval
    pub base_interval: Duration,
    /// Adaptive frequency
    pub adaptive_frequency: bool,
    /// Maximum frequency
    pub max_frequency: Duration,
    /// Minimum frequency
    pub min_frequency: Duration,
}

/// Migration strategies for reallocation
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum MigrationStrategy {
    LiveMigration,
    CheckpointRestart,
    GracefulShutdown,
    ForceTermination,
}

/// Load balancing configuration
#[derive(Debug, Clone)]
pub struct LoadBalancingConfig {
    /// Enable load balancing
    pub enable_load_balancing: bool,
    /// Load balancing algorithms
    pub algorithms: Vec<LoadBalancingAlgorithm>,
    /// Health checking
    pub health_checking: HealthCheckingConfig,
    /// Traffic distribution
    pub traffic_distribution: TrafficDistributionConfig,
}

/// Load balancing algorithms
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum LoadBalancingAlgorithm {
    RoundRobin,
    WeightedRoundRobin,
    LeastConnections,
    PerformanceBased,
    HashBased,
    AdaptiveBalancing,
}

/// Health checking configuration
#[derive(Debug, Clone)]
pub struct HealthCheckingConfig {
    /// Health check interval
    pub check_interval: Duration,
    /// Health check timeout
    pub check_timeout: Duration,
    /// Failure threshold
    pub failure_threshold: usize,
    /// Recovery threshold
    pub recovery_threshold: usize,
}

/// Traffic distribution configuration
#[derive(Debug, Clone)]
pub struct TrafficDistributionConfig {
    /// Distribution strategy
    pub strategy: DistributionStrategy,
    /// Weight assignment
    pub weight_assignment: WeightAssignmentStrategy,
    /// Sticky sessions
    pub sticky_sessions: bool,
}

/// Traffic distribution strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum DistributionStrategy {
    Uniform,
    Weighted,
    PerformanceBased,
    CapacityBased,
    LatencyBased,
}

/// Weight assignment strategies
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum WeightAssignmentStrategy {
    Static,
    Dynamic,
    PerformanceBased,
    CapacityBased,
    Historical,
}

// Default implementations

impl Default for HardwareAdaptationConfig {
    fn default() -> Self {
        Self {
            enable_hardware_aware: true,
            device_characterization: DeviceCharacterizationConfig::default(),
            dynamic_calibration: DynamicCalibrationConfig::default(),
            failure_handling: FailureHandlingConfig::default(),
            resource_optimization: ResourceOptimizationConfig::default(),
        }
    }
}

impl Default for DeviceCharacterizationConfig {
    fn default() -> Self {
        Self {
            enable_characterization: true,
            characterization_depth: CharacterizationDepth::Standard,
            characterization_frequency: Duration::from_secs(3600), // 1 hour
            calibration_integration: CalibrationIntegrationConfig::default(),
            performance_modeling: PerformanceModelingConfig::default(),
        }
    }
}

impl Default for CalibrationIntegrationConfig {
    fn default() -> Self {
        Self {
            enable_integration: true,
            realtime_updates: true,
            calibration_sources: vec![
                CalibrationSource::DeviceProvider,
                CalibrationSource::LocalMeasurement,
            ],
            update_strategy: CalibrationUpdateStrategy::Adaptive,
        }
    }
}

impl Default for PerformanceModelingConfig {
    fn default() -> Self {
        Self {
            enable_modeling: true,
            modeling_approaches: vec![
                ModelingApproach::StatisticalModeling,
                ModelingApproach::MachineLearningBased,
            ],
            model_validation: ModelValidationConfig::default(),
            accuracy_requirements: ModelAccuracyRequirements::default(),
        }
    }
}

impl Default for ModelValidationConfig {
    fn default() -> Self {
        Self {
            validation_methods: vec![ValidationMethod::CrossValidation],
            validation_frequency: Duration::from_secs(86400), // 24 hours
            cross_validation: CrossValidationSetup::default(),
        }
    }
}

impl Default for CrossValidationSetup {
    fn default() -> Self {
        Self {
            folds: 5,
            stratification: StratificationStrategy::Random,
            temporal_considerations: TemporalConsiderations::default(),
        }
    }
}

impl Default for TemporalConsiderations {
    fn default() -> Self {
        Self {
            respect_temporal_order: true,
            temporal_gap: Duration::from_secs(300), // 5 minutes
            seasonal_adjustments: false,
        }
    }
}

impl Default for ModelAccuracyRequirements {
    fn default() -> Self {
        Self {
            min_r_squared: 0.8,
            max_rmse: 0.1,
            max_mae: 0.05,
            confidence_interval: ConfidenceIntervalRequirements::default(),
        }
    }
}

impl Default for ConfidenceIntervalRequirements {
    fn default() -> Self {
        Self {
            confidence_level: 0.95,
            max_interval_width: 0.2,
            coverage_requirements: 0.95,
        }
    }
}

impl Default for DynamicCalibrationConfig {
    fn default() -> Self {
        Self {
            enable_dynamic_calibration: true,
            calibration_triggers: vec![
                CalibrationTrigger::TimeInterval,
                CalibrationTrigger::PerformanceDrift,
            ],
            calibration_strategy: CalibrationStrategy::AdaptiveCalibration,
            frequency_limits: CalibrationFrequencyLimits::default(),
            quality_assurance: CalibrationQualityAssurance::default(),
        }
    }
}

impl Default for CalibrationFrequencyLimits {
    fn default() -> Self {
        Self {
            min_interval: Duration::from_secs(300), // 5 minutes
            max_per_day: 48,
            emergency_limits: EmergencyCalibrationLimits::default(),
        }
    }
}

impl Default for EmergencyCalibrationLimits {
    fn default() -> Self {
        Self {
            allow_emergency: true,
            max_emergency_per_hour: 3,
            emergency_threshold: 0.01, // 1% performance degradation
        }
    }
}

impl Default for CalibrationQualityAssurance {
    fn default() -> Self {
        Self {
            quality_metrics: vec![
                CalibrationQualityMetric::Accuracy,
                CalibrationQualityMetric::Repeatability,
            ],
            validation_requirements: CalibrationValidationRequirements::default(),
            rollback_strategy: CalibrationRollbackStrategy::PreviousCalibration,
        }
    }
}

impl Default for CalibrationValidationRequirements {
    fn default() -> Self {
        Self {
            min_validation_samples: 10,
            accuracy_threshold: 0.95,
            significance_level: 0.05,
        }
    }
}

impl Default for FailureHandlingConfig {
    fn default() -> Self {
        Self {
            enable_failure_handling: true,
            failure_detection: FailureDetectionConfig::default(),
            recovery_strategies: vec![
                RecoveryStrategy::Recalibration,
                RecoveryStrategy::GracefulDegradation,
            ],
            escalation_procedures: EscalationProcedures::default(),
        }
    }
}

impl Default for FailureDetectionConfig {
    fn default() -> Self {
        Self {
            detection_methods: vec![
                FailureDetectionMethod::PerformanceMonitoring,
                FailureDetectionMethod::ErrorRateTracking,
            ],
            detection_sensitivity: 0.95,
            monitoring_intervals: MonitoringIntervals::default(),
            alert_thresholds: AlertThresholds::default(),
        }
    }
}

impl Default for MonitoringIntervals {
    fn default() -> Self {
        Self {
            performance_interval: Duration::from_secs(60),
            error_rate_interval: Duration::from_secs(30),
            health_check_interval: Duration::from_secs(300),
        }
    }
}

impl Default for AlertThresholds {
    fn default() -> Self {
        Self {
            performance_threshold: 0.1, // 10% degradation
            error_rate_threshold: 0.05, // 5% error rate
            anomaly_threshold: 2.0,     // 2 standard deviations
        }
    }
}

impl Default for NotificationProcedures {
    fn default() -> Self {
        Self {
            channels: vec![NotificationChannel::Dashboard],
            content_templates: HashMap::new(),
            delivery_preferences: DeliveryPreferences::default(),
        }
    }
}

impl Default for DeliveryPreferences {
    fn default() -> Self {
        Self {
            priority_routing: true,
            confirmation_required: false,
            retry_attempts: 3,
            retry_intervals: vec![
                Duration::from_secs(60),
                Duration::from_secs(300),
                Duration::from_secs(900),
            ],
        }
    }
}

impl Default for ResourceOptimizationConfig {
    fn default() -> Self {
        Self {
            enable_optimization: true,
            optimization_strategies: vec![ResourceOptimizationStrategy::BalancedOptimization],
            resource_allocation: ResourceAllocationConfig::default(),
            load_balancing: LoadBalancingConfig::default(),
        }
    }
}

impl Default for ResourceAllocationConfig {
    fn default() -> Self {
        Self {
            allocation_strategy: AllocationStrategy::PerformanceBased,
            priority_allocation: PriorityAllocationConfig::default(),
            dynamic_reallocation: DynamicReallocationConfig::default(),
        }
    }
}

impl Default for PriorityAllocationConfig {
    fn default() -> Self {
        Self {
            enable_priority: true,
            priority_levels: vec![],
            preemption_policy: PreemptionPolicy::PriorityBased,
        }
    }
}

impl Default for DynamicReallocationConfig {
    fn default() -> Self {
        Self {
            enable_reallocation: true,
            triggers: vec![
                ReallocationTrigger::LoadImbalance,
                ReallocationTrigger::PerformanceDegradation,
            ],
            frequency: ReallocationFrequency::default(),
            migration_strategy: MigrationStrategy::LiveMigration,
        }
    }
}

impl Default for ReallocationFrequency {
    fn default() -> Self {
        Self {
            base_interval: Duration::from_secs(300),
            adaptive_frequency: true,
            max_frequency: Duration::from_secs(60),
            min_frequency: Duration::from_secs(3600),
        }
    }
}

impl Default for LoadBalancingConfig {
    fn default() -> Self {
        Self {
            enable_load_balancing: true,
            algorithms: vec![LoadBalancingAlgorithm::PerformanceBased],
            health_checking: HealthCheckingConfig::default(),
            traffic_distribution: TrafficDistributionConfig::default(),
        }
    }
}

impl Default for HealthCheckingConfig {
    fn default() -> Self {
        Self {
            check_interval: Duration::from_secs(30),
            check_timeout: Duration::from_secs(5),
            failure_threshold: 3,
            recovery_threshold: 2,
        }
    }
}

impl Default for TrafficDistributionConfig {
    fn default() -> Self {
        Self {
            strategy: DistributionStrategy::PerformanceBased,
            weight_assignment: WeightAssignmentStrategy::Dynamic,
            sticky_sessions: false,
        }
    }
}