1use quantrs2_core::qubit::QubitId;
8use scirs2_core::ndarray::{Array1, Array2};
9use scirs2_core::Complex64;
10use serde::{Deserialize, Serialize};
11use std::collections::{HashMap, HashSet, VecDeque};
12use std::sync::{Arc, Mutex};
13use std::time::{Duration, Instant, SystemTime};
14
15use super::metrics::*;
17
18pub struct GateProfiler {
19 pub gate_profiles: HashMap<String, GateProfile>,
21 pub timing_stats: HashMap<String, TimingStatistics>,
23 pub resource_usage: HashMap<String, ResourceUsage>,
25 pub error_analysis: HashMap<String, ErrorAnalysis>,
27}
28
29#[derive(Debug, Clone, Serialize, Deserialize)]
31pub struct GateProfile {
32 pub gate_name: String,
34 pub avg_execution_time: Duration,
36 pub execution_variance: f64,
38 pub memory_pattern: MemoryPattern,
40 pub resource_utilization: f64,
42 pub error_characteristics: ErrorCharacteristics,
44 pub optimization_potential: f64,
46 pub performance_rank: u32,
48}
49
50#[derive(Debug, Clone, Serialize, Deserialize)]
52pub struct MemoryPattern {
53 pub peak_usage: usize,
55 pub average_usage: f64,
57 pub allocation_pattern: AllocationPattern,
59 pub access_pattern: AccessPattern,
61 pub cache_efficiency: f64,
63}
64
65#[derive(Debug, Clone, Serialize, Deserialize)]
67pub enum AllocationPattern {
68 Constant,
70 Linear,
72 Exponential,
74 Periodic,
76 Irregular,
78}
79
80#[derive(Debug, Clone, Serialize, Deserialize)]
82pub enum AccessPattern {
83 Sequential,
85 Random,
87 Stride { stride: usize },
89 Cached,
91 Mixed,
93}
94
95#[derive(Debug, Clone, Serialize, Deserialize)]
97pub struct ErrorCharacteristics {
98 pub error_rate: f64,
100 pub error_distribution: ErrorDistribution,
102 pub error_correlation: f64,
104 pub propagation_factor: f64,
106 pub mitigation_effectiveness: f64,
108}
109
110#[derive(Debug, Clone, Serialize, Deserialize)]
112pub enum ErrorDistribution {
113 Normal { mean: f64, std_dev: f64 },
115 Exponential { lambda: f64 },
117 Uniform { min: f64, max: f64 },
119 Custom { parameters: HashMap<String, f64> },
121}
122
123#[derive(Debug, Clone, Serialize, Deserialize)]
125pub struct TimingStatistics {
126 pub min_time: Duration,
128 pub max_time: Duration,
130 pub avg_time: Duration,
132 pub median_time: Duration,
134 pub std_deviation: Duration,
136 pub percentiles: HashMap<u8, Duration>,
138}
139
140#[derive(Debug, Clone, Serialize, Deserialize)]
142pub struct ResourceUsage {
143 pub cpu_utilization: f64,
145 pub memory_utilization: f64,
147 pub gpu_utilization: Option<f64>,
149 pub io_utilization: f64,
151 pub network_utilization: f64,
153 pub custom_resources: HashMap<String, f64>,
155}
156
157#[derive(Debug, Clone, Serialize, Deserialize)]
159pub struct ErrorAnalysis {
160 pub error_frequency: f64,
162 pub severity_distribution: HashMap<ErrorSeverity, usize>,
164 pub error_patterns: Vec<ErrorPattern>,
166 pub recovery_stats: RecoveryStatistics,
168}
169
170#[derive(Debug, Clone, Hash, Eq, PartialEq, Serialize, Deserialize)]
172pub enum ErrorSeverity {
173 Low,
175 Medium,
177 High,
179 Critical,
181}
182
183#[derive(Debug, Clone, Serialize, Deserialize)]
185pub struct ErrorPattern {
186 pub description: String,
188 pub frequency: f64,
190 pub confidence: f64,
192 pub associated_gates: Vec<String>,
194}
195
196#[derive(Debug, Clone, Serialize, Deserialize)]
198pub struct RecoveryStatistics {
199 pub success_rate: f64,
201 pub avg_recovery_time: Duration,
203 pub recovery_strategies: HashMap<String, usize>,
205}
206
207#[derive(Debug, Clone)]
209pub struct MemoryProfiler {
210 pub snapshots: VecDeque<MemorySnapshot>,
212 pub leak_detector: LeakDetector,
214 pub optimization_suggestions: Vec<MemoryOptimization>,
216 pub allocation_tracker: AllocationTracker,
218}
219
220#[derive(Debug, Clone, Serialize, Deserialize)]
222pub struct MemorySnapshot {
223 pub timestamp: SystemTime,
225 pub total_usage: usize,
227 pub breakdown: HashMap<String, usize>,
229 pub peak_usage: usize,
231 pub efficiency_score: f64,
233 pub fragmentation_level: f64,
235}
236
237#[derive(Debug, Clone)]
239pub struct LeakDetector {
240 pub detected_leaks: Vec<MemoryLeak>,
242 pub detection_threshold: f64,
244 pub analysis_results: LeakAnalysisResults,
246}
247
248#[derive(Debug, Clone, Serialize, Deserialize)]
250pub struct MemoryLeak {
251 pub location: String,
253 pub size: usize,
255 pub growth_rate: f64,
257 pub confidence: f64,
259 pub suggested_fixes: Vec<String>,
261}
262
263#[derive(Debug, Clone, Serialize, Deserialize)]
265pub struct LeakAnalysisResults {
266 pub total_leaked: usize,
268 pub leak_sources: HashMap<String, usize>,
270 pub severity_assessment: LeakSeverity,
272 pub performance_impact: f64,
274}
275
276#[derive(Debug, Clone, Serialize, Deserialize)]
278pub enum LeakSeverity {
279 Minor,
281 Moderate,
283 Major,
285 Critical,
287}
288
289#[derive(Debug, Clone, Serialize, Deserialize)]
291pub struct MemoryOptimization {
292 pub optimization_type: MemoryOptimizationType,
294 pub expected_improvement: f64,
296 pub implementation_difficulty: OptimizationDifficulty,
298 pub description: String,
300 pub implementation_steps: Vec<String>,
302}
303
304#[derive(Debug, Clone, Serialize, Deserialize)]
306pub enum MemoryOptimizationType {
307 PoolOptimization,
309 CacheOptimization,
311 AllocationOptimization,
313 Compression,
315 LayoutOptimization,
317}
318
319#[derive(Debug, Clone, Serialize, Deserialize)]
321pub enum OptimizationDifficulty {
322 Easy,
324 Medium,
326 Hard,
328 VeryHard,
330}
331
332#[derive(Debug, Clone)]
334pub struct AllocationTracker {
335 pub active_allocations: HashMap<usize, AllocationInfo>,
337 pub allocation_history: VecDeque<AllocationEvent>,
339 pub allocation_stats: AllocationStatistics,
341}
342
343#[derive(Debug, Clone, Serialize, Deserialize)]
345pub struct AllocationInfo {
346 pub size: usize,
348 pub timestamp: SystemTime,
350 pub source: String,
352 pub allocation_type: AllocationType,
354}
355
356#[derive(Debug, Clone, Serialize, Deserialize)]
358pub enum AllocationType {
359 StateVector,
361 GateMatrix,
363 TempBuffer,
365 Cache,
367 Workspace,
369}
370
371#[derive(Debug, Clone, Serialize, Deserialize)]
373pub struct AllocationEvent {
374 pub event_type: AllocationEventType,
376 pub timestamp: SystemTime,
378 pub size: usize,
380 pub source: String,
382}
383
384#[derive(Debug, Clone, Serialize, Deserialize)]
386pub enum AllocationEventType {
387 Allocated,
389 Deallocated,
391 Reallocated,
393 Moved,
395}
396
397#[derive(Debug, Clone, Serialize, Deserialize)]
399pub struct AllocationStatistics {
400 pub total_allocations: usize,
402 pub total_deallocations: usize,
404 pub peak_concurrent: usize,
406 pub avg_allocation_size: f64,
408 pub allocation_efficiency: f64,
410}
411
412#[derive(Debug, Clone)]
414pub struct ResourceProfiler {
415 pub cpu_profiling: CpuProfilingData,
417 pub gpu_profiling: Option<GpuProfilingData>,
419 pub io_profiling: IoProfilingData,
421 pub network_profiling: NetworkProfilingData,
423 pub bottleneck_analysis: BottleneckAnalysis,
425}
426
427#[derive(Debug, Clone, Serialize, Deserialize)]
429pub struct CpuProfilingData {
430 pub utilization_history: VecDeque<f64>,
432 pub core_usage: HashMap<u32, f64>,
434 pub cache_miss_rates: CacheMissRates,
436 pub instruction_throughput: f64,
438 pub optimization_opportunities: Vec<CpuOptimization>,
440}
441
442#[derive(Debug, Clone, Serialize, Deserialize)]
444pub struct CacheMissRates {
445 pub l1_miss_rate: f64,
447 pub l2_miss_rate: f64,
449 pub l3_miss_rate: f64,
451 pub tlb_miss_rate: f64,
453}
454
455#[derive(Debug, Clone, Serialize, Deserialize)]
457pub struct CpuOptimization {
458 pub optimization_type: CpuOptimizationType,
460 pub potential_speedup: f64,
462 pub complexity: OptimizationDifficulty,
464 pub description: String,
466}
467
468#[derive(Debug, Clone, Serialize, Deserialize)]
470pub enum CpuOptimizationType {
471 Vectorization,
473 CacheOptimization,
475 BranchPrediction,
477 InstructionReordering,
479 Parallelization,
481}
482
483#[derive(Debug, Clone, Serialize, Deserialize)]
485pub struct GpuProfilingData {
486 pub gpu_utilization: f64,
488 pub memory_utilization: f64,
490 pub kernel_times: HashMap<String, Duration>,
492 pub transfer_times: MemoryTransferTimes,
494 pub optimization_opportunities: Vec<GpuOptimization>,
496}
497
498#[derive(Debug, Clone, Serialize, Deserialize)]
500pub struct MemoryTransferTimes {
501 pub host_to_device: Duration,
503 pub device_to_host: Duration,
505 pub device_to_device: Duration,
507}
508
509#[derive(Debug, Clone, Serialize, Deserialize)]
511pub struct GpuOptimization {
512 pub optimization_type: GpuOptimizationType,
514 pub potential_speedup: f64,
516 pub complexity: OptimizationDifficulty,
518 pub description: String,
520}
521
522#[derive(Debug, Clone, Serialize, Deserialize)]
524pub enum GpuOptimizationType {
525 MemoryCoalescing,
527 OccupancyOptimization,
529 SharedMemoryOptimization,
531 KernelFusion,
533 MemoryHierarchyOptimization,
535}
536
537#[derive(Debug, Clone, Serialize, Deserialize)]
539pub struct IoProfilingData {
540 pub read_throughput: f64,
542 pub write_throughput: f64,
544 pub latency_distribution: LatencyDistribution,
546 pub queue_depth: f64,
548 pub optimization_opportunities: Vec<IoOptimization>,
550}
551
552#[derive(Debug, Clone, Serialize, Deserialize)]
554pub struct LatencyDistribution {
555 pub min_latency: Duration,
557 pub max_latency: Duration,
559 pub avg_latency: Duration,
561 pub percentiles: HashMap<u8, Duration>,
563}
564
565#[derive(Debug, Clone, Serialize, Deserialize)]
567pub struct IoOptimization {
568 pub optimization_type: IoOptimizationType,
570 pub potential_improvement: f64,
572 pub complexity: OptimizationDifficulty,
574 pub description: String,
576}
577
578#[derive(Debug, Clone, Serialize, Deserialize)]
580pub enum IoOptimizationType {
581 BufferSizeOptimization,
583 PrefetchingOptimization,
585 BatchingOptimization,
587 CompressionOptimization,
589 CachingOptimization,
591}
592
593#[derive(Debug, Clone, Serialize, Deserialize)]
595pub struct NetworkProfilingData {
596 pub bandwidth_utilization: f64,
598 pub network_latency: Duration,
600 pub packet_loss_rate: f64,
602 pub connection_stats: ConnectionStatistics,
604 pub optimization_opportunities: Vec<NetworkOptimization>,
606}
607
608#[derive(Debug, Clone, Serialize, Deserialize)]
610pub struct ConnectionStatistics {
611 pub active_connections: usize,
613 pub connection_time: Duration,
615 pub reliability: f64,
617 pub throughput_stats: ThroughputStatistics,
619}
620
621#[derive(Debug, Clone, Serialize, Deserialize)]
623pub struct ThroughputStatistics {
624 pub avg_throughput: f64,
626 pub peak_throughput: f64,
628 pub throughput_variance: f64,
630}
631
632#[derive(Debug, Clone, Serialize, Deserialize)]
634pub struct NetworkOptimization {
635 pub optimization_type: NetworkOptimizationType,
637 pub potential_improvement: f64,
639 pub complexity: OptimizationDifficulty,
641 pub description: String,
643}
644
645#[derive(Debug, Clone, Serialize, Deserialize)]
647pub enum NetworkOptimizationType {
648 ProtocolOptimization,
650 ConnectionPooling,
652 DataCompression,
654 RequestBatching,
656 LoadBalancing,
658}
659
660#[derive(Debug, Clone, Serialize, Deserialize)]
662pub struct BottleneckAnalysis {
663 pub bottlenecks: Vec<ResourceBottleneck>,
665 pub severity_ranking: Vec<BottleneckSeverity>,
667 pub impact_analysis: BottleneckImpactAnalysis,
669 pub mitigation_strategies: Vec<MitigationStrategy>,
671}
672
673#[derive(Debug, Clone, Serialize, Deserialize)]
675pub struct ResourceBottleneck {
676 pub bottleneck_type: ResourceBottleneckType,
678 pub severity: f64,
680 pub performance_impact: f64,
682 pub affected_operations: Vec<String>,
684 pub recommended_actions: Vec<String>,
686}
687
688#[derive(Debug, Clone, Serialize, Deserialize)]
690pub enum ResourceBottleneckType {
691 Cpu,
693 Memory,
695 Gpu,
697 Io,
699 Network,
701 Mixed { types: Vec<String> },
703}
704
705#[derive(Debug, Clone, Serialize, Deserialize)]
707pub struct BottleneckSeverity {
708 pub bottleneck_id: String,
710 pub severity: SeverityLevel,
712 pub confidence: f64,
714}
715
716#[derive(Debug, Clone, Serialize, Deserialize)]
718pub enum SeverityLevel {
719 Low,
721 Medium,
723 High,
725 Critical,
727}
728
729#[derive(Debug, Clone, Serialize, Deserialize)]
731pub struct BottleneckImpactAnalysis {
732 pub overall_impact: f64,
734 pub metric_impacts: HashMap<String, f64>,
736 pub cascading_effects: Vec<CascadingEffect>,
738 pub cost_benefit: CostBenefitAnalysis,
740}
741
742#[derive(Debug, Clone, Serialize, Deserialize)]
744pub struct CascadingEffect {
745 pub description: String,
747 pub magnitude: f64,
749 pub affected_components: Vec<String>,
751}
752
753#[derive(Debug, Clone, Serialize, Deserialize)]
755pub struct CostBenefitAnalysis {
756 pub implementation_cost: f64,
758 pub expected_benefit: f64,
760 pub roi_estimate: f64,
762 pub risk_assessment: f64,
764}
765
766#[derive(Debug, Clone, Serialize, Deserialize)]
768pub struct MitigationStrategy {
769 pub name: String,
771 pub strategy_type: MitigationStrategyType,
773 pub effectiveness: f64,
775 pub timeline: Duration,
777 pub resource_requirements: ResourceRequirements,
779}
780
781#[derive(Debug, Clone, Serialize, Deserialize)]
783pub enum MitigationStrategyType {
784 HardwareUpgrade,
786 SoftwareOptimization,
788 AlgorithmImprovement,
790 ResourceReallocation,
792 WorkloadDistribution,
794}
795
796#[derive(Debug, Clone, Serialize, Deserialize)]
798pub struct ResourceRequirements {
799 pub cpu_requirements: f64,
801 pub memory_requirements: usize,
803 pub storage_requirements: usize,
805 pub network_requirements: f64,
807 pub human_resources: usize,
809}