1use std::collections::{HashMap, HashSet};
7use std::sync::{Arc, Mutex, RwLock};
8use std::time::{Duration, SystemTime};
9
10use scirs2_core::ndarray::Array2;
11use tokio::sync::{broadcast, mpsc};
12
13use crate::DeviceResult;
14
15use super::capabilities::*;
16use super::config::*;
17use super::engines::*;
18use super::events::*;
19use super::types::*;
20
21pub struct ProviderCapabilityDiscoverySystem {
23 pub(crate) config: DiscoveryConfig,
25 pub(crate) providers: Arc<RwLock<HashMap<String, ProviderInfo>>>,
27 pub(crate) capability_cache: Arc<RwLock<HashMap<String, CachedCapability>>>,
29 pub(crate) discovery_engine: Arc<RwLock<CapabilityDiscoveryEngine>>,
31 pub(crate) analytics: Arc<RwLock<CapabilityAnalytics>>,
33 pub(crate) comparison_engine: Arc<RwLock<ProviderComparisonEngine>>,
35 pub(crate) monitor: Arc<RwLock<CapabilityMonitor>>,
37 pub(crate) event_sender: broadcast::Sender<DiscoveryEvent>,
39 #[allow(dead_code)]
41 pub(crate) command_receiver: Arc<Mutex<mpsc::UnboundedReceiver<DiscoveryCommand>>>,
42}
43
44impl ProviderCapabilityDiscoverySystem {
45 pub fn new(config: DiscoveryConfig) -> Self {
47 let (event_sender, _) = broadcast::channel(1000);
48 let (_command_sender, command_receiver) = mpsc::unbounded_channel();
49
50 Self {
51 config: config.clone(),
52 providers: Arc::new(RwLock::new(HashMap::new())),
53 capability_cache: Arc::new(RwLock::new(HashMap::new())),
54 discovery_engine: Arc::new(RwLock::new(CapabilityDiscoveryEngine::new())),
55 analytics: Arc::new(RwLock::new(CapabilityAnalytics::new(
56 config.analytics_config.clone(),
57 ))),
58 comparison_engine: Arc::new(RwLock::new(ProviderComparisonEngine::new(
59 config.comparison_config.clone(),
60 ))),
61 monitor: Arc::new(RwLock::new(CapabilityMonitor::new(
62 config.monitoring_config,
63 ))),
64 event_sender,
65 command_receiver: Arc::new(Mutex::new(command_receiver)),
66 }
67 }
68
69 pub async fn start(&self) -> DeviceResult<()> {
71 if self.config.enable_auto_discovery {
72 self.start_auto_discovery().await?;
73 }
74
75 if self.config.enable_monitoring {
76 self.start_monitoring().await?;
77 }
78
79 if self.config.enable_analytics {
80 self.start_analytics().await?;
81 }
82
83 Ok(())
84 }
85
86 pub async fn discover_providers(&self) -> DeviceResult<Vec<ProviderInfo>> {
88 let discovery_engine = self
89 .discovery_engine
90 .read()
91 .unwrap_or_else(|e| e.into_inner());
92 discovery_engine.discover_providers().await
93 }
94
95 pub async fn get_provider_capabilities(
97 &self,
98 provider_id: &str,
99 ) -> DeviceResult<Option<ProviderCapabilities>> {
100 {
102 let cache = self
103 .capability_cache
104 .read()
105 .unwrap_or_else(|e| e.into_inner());
106 if let Some(cached) = cache.get(provider_id) {
107 if cached.expires_at > SystemTime::now() {
108 return Ok(Some(cached.capabilities.clone()));
109 }
110 }
111 }
112
113 let capabilities = self.discover_provider_capabilities(provider_id).await?;
115 if let Some(caps) = &capabilities {
116 self.cache_capabilities(provider_id, caps.clone()).await?;
117 }
118
119 Ok(capabilities)
120 }
121
122 pub async fn compare_providers(
124 &self,
125 provider_ids: &[String],
126 criteria: &[ComparisonCriterion],
127 ) -> DeviceResult<ComparisonResults> {
128 let comparison_engine = self
129 .comparison_engine
130 .read()
131 .unwrap_or_else(|e| e.into_inner());
132 comparison_engine
133 .compare_providers(provider_ids, criteria)
134 .await
135 }
136
137 pub async fn get_recommendations(
139 &self,
140 requirements: &CapabilityRequirements,
141 ) -> DeviceResult<Vec<ProviderRecommendation>> {
142 let providers = self.discover_providers().await?;
143 let filtered_providers = self.filter_providers(&providers, requirements)?;
144 let recommendations = self
145 .generate_recommendations(&filtered_providers, requirements)
146 .await?;
147 Ok(recommendations)
148 }
149
150 async fn start_auto_discovery(&self) -> DeviceResult<()> {
153 Ok(())
155 }
156
157 async fn start_monitoring(&self) -> DeviceResult<()> {
158 Ok(())
160 }
161
162 async fn start_analytics(&self) -> DeviceResult<()> {
163 Ok(())
165 }
166
167 async fn discover_provider_capabilities(
168 &self,
169 _provider_id: &str,
170 ) -> DeviceResult<Option<ProviderCapabilities>> {
171 Ok(Some(create_mock_capabilities()))
174 }
175
176 async fn cache_capabilities(
177 &self,
178 provider_id: &str,
179 capabilities: ProviderCapabilities,
180 ) -> DeviceResult<()> {
181 let mut cache = self
182 .capability_cache
183 .write()
184 .unwrap_or_else(|e| e.into_inner());
185 let cached_capability = CachedCapability {
186 provider_id: provider_id.to_string(),
187 capabilities,
188 cached_at: SystemTime::now(),
189 expires_at: SystemTime::now() + self.config.cache_expiration,
190 verification_status: VerificationStatus::Unverified,
191 access_count: 0,
192 };
193 cache.insert(provider_id.to_string(), cached_capability);
194 Ok(())
195 }
196
197 fn filter_providers(
198 &self,
199 providers: &[ProviderInfo],
200 _requirements: &CapabilityRequirements,
201 ) -> DeviceResult<Vec<ProviderInfo>> {
202 Ok(providers.to_vec())
204 }
205
206 async fn generate_recommendations(
207 &self,
208 _providers: &[ProviderInfo],
209 _requirements: &CapabilityRequirements,
210 ) -> DeviceResult<Vec<ProviderRecommendation>> {
211 Ok(Vec::new())
213 }
214}
215
216fn create_mock_capabilities() -> ProviderCapabilities {
218 ProviderCapabilities {
219 basic: BasicCapabilities {
220 qubit_count: 5,
221 gate_set: ["H", "CNOT", "RZ"].iter().map(|s| s.to_string()).collect(),
222 connectivity: ConnectivityGraph {
223 adjacency_list: HashMap::new(),
224 edge_weights: None,
225 topology_type: TopologyType::Linear,
226 metrics: ConnectivityMetrics {
227 average_degree: 2.0,
228 clustering_coefficient: 0.0,
229 diameter: 4,
230 density: 0.4,
231 connected_components: 1,
232 },
233 },
234 measurement_types: vec![MeasurementType::ComputationalBasis],
235 classical_register_size: 5,
236 max_circuit_depth: Some(1000),
237 max_shots: Some(8192),
238 },
239 hardware: HardwareCapabilities {
240 quantum_volume: Some(32),
241 error_rates: ErrorRates {
242 single_qubit_gates: HashMap::new(),
243 two_qubit_gates: HashMap::new(),
244 readout_errors: HashMap::new(),
245 average_error_rate: 0.01,
246 error_rate_variance: 0.001,
247 },
248 coherence_times: CoherenceTimes {
249 t1_times: HashMap::new(),
250 t2_times: HashMap::new(),
251 average_t1: Duration::from_micros(100),
252 average_t2: Duration::from_micros(50),
253 },
254 gate_times: HashMap::new(),
255 crosstalk: CrosstalkCharacteristics {
256 crosstalk_matrix: Array2::zeros((5, 5)),
257 spectral_crosstalk: HashMap::new(),
258 temporal_crosstalk: HashMap::new(),
259 mitigation_strategies: Vec::new(),
260 },
261 calibration: CalibrationInfo {
262 last_calibration: SystemTime::now(),
263 calibration_frequency: Duration::from_secs(86400),
264 quality_score: 0.95,
265 drift_rate: 0.01,
266 calibration_method: "standard".to_string(),
267 },
268 temperature: Some(0.01),
269 noise_characteristics: NoiseCharacteristics {
270 noise_model_type: "depolarizing".to_string(),
271 noise_parameters: HashMap::new(),
272 noise_correlations: Array2::zeros((5, 5)),
273 environmental_factors: HashMap::new(),
274 },
275 },
276 software: SoftwareCapabilities {
277 supported_frameworks: vec![QuantumFramework::Qiskit],
278 programming_languages: vec!["Python".to_string()],
279 compilation_features: CompilationFeatures {
280 circuit_optimization: true,
281 gate_synthesis: true,
282 routing_algorithms: vec!["basic".to_string()],
283 transpilation_passes: vec!["optimization".to_string()],
284 custom_compilation: false,
285 },
286 optimization_features: OptimizationFeatures {
287 parameter_optimization: true,
288 depth_optimization: true,
289 gate_count_optimization: true,
290 noise_aware_optimization: false,
291 variational_algorithms: vec!["VQE".to_string()],
292 },
293 simulation_capabilities: SimulationCapabilities {
294 classical_simulation: true,
295 noise_simulation: true,
296 error_simulation: false,
297 max_simulated_qubits: Some(20),
298 simulation_backends: vec!["statevector".to_string()],
299 },
300 integration_capabilities: IntegrationCapabilities {
301 rest_api: true,
302 graphql_api: false,
303 websocket_support: false,
304 sdk_languages: vec!["Python".to_string()],
305 third_party_integrations: Vec::new(),
306 },
307 },
308 performance: PerformanceCapabilities {
309 throughput: ThroughputMetrics {
310 circuits_per_hour: 100.0,
311 shots_per_second: 1000.0,
312 jobs_per_day: 2000.0,
313 peak_throughput: 150.0,
314 sustained_throughput: 80.0,
315 },
316 latency: LatencyMetrics {
317 submission_latency: Duration::from_millis(100),
318 queue_wait_time: Duration::from_secs(60),
319 execution_time: Duration::from_millis(500),
320 result_retrieval_time: Duration::from_millis(50),
321 total_turnaround_time: Duration::from_secs(61),
322 },
323 availability: AvailabilityMetrics {
324 uptime_percentage: 99.5,
325 mtbf: Duration::from_secs(30 * 86400),
326 mttr: Duration::from_secs(3600),
327 maintenance_windows: Vec::new(),
328 sla: None,
329 },
330 scalability: ScalabilityCharacteristics {
331 horizontal_scalability: false,
332 vertical_scalability: true,
333 auto_scaling: false,
334 max_concurrent_jobs: Some(10),
335 load_balancing: false,
336 },
337 resource_utilization: ResourceUtilizationMetrics {
338 cpu_utilization: 0.7,
339 memory_utilization: 0.6,
340 network_utilization: 0.3,
341 storage_utilization: 0.4,
342 quantum_utilization: 0.8,
343 },
344 },
345 cost: CostCapabilities {
346 cost_model: CostModel {
347 pricing_structure: PricingStructure::Variable,
348 cost_factors: Vec::new(),
349 volume_discounts: Vec::new(),
350 regional_pricing: HashMap::new(),
351 supported_currencies: vec!["USD".to_string()],
352 },
353 cost_optimization: CostOptimizationFeatures {
354 cost_estimation: true,
355 cost_tracking: true,
356 budget_alerts: false,
357 optimization_recommendations: false,
358 spot_pricing: false,
359 },
360 budget_management: BudgetManagementFeatures {
361 budget_setting: false,
362 budget_monitoring: false,
363 spending_limits: false,
364 cost_allocation: false,
365 invoice_management: false,
366 },
367 cost_transparency: CostTransparencyFeatures {
368 realtime_cost_display: false,
369 detailed_breakdown: false,
370 historical_analysis: false,
371 comparison_tools: false,
372 cost_reporting: false,
373 },
374 },
375 security: SecurityCapabilities {
376 authentication: vec![AuthenticationMethod::APIKey],
377 authorization: vec![AuthorizationModel::RBAC],
378 encryption: EncryptionCapabilities {
379 data_at_rest: true,
380 data_in_transit: true,
381 end_to_end: false,
382 algorithms: vec!["AES-256".to_string()],
383 key_management: KeyManagementCapabilities {
384 customer_managed_keys: false,
385 hsm_support: false,
386 key_rotation: true,
387 key_escrow: false,
388 mpc_support: false,
389 },
390 },
391 compliance: vec![ComplianceStandard::SOC2],
392 security_monitoring: SecurityMonitoringCapabilities {
393 audit_logging: true,
394 intrusion_detection: false,
395 anomaly_detection: false,
396 security_alerts: false,
397 threat_intelligence: false,
398 },
399 },
400 support: SupportCapabilities {
401 support_channels: vec![SupportChannel::Email, SupportChannel::Documentation],
402 support_hours: SupportHours {
403 business_hours: true,
404 twenty_four_seven: false,
405 weekend_support: false,
406 holiday_support: false,
407 timezone_coverage: vec!["UTC".to_string()],
408 },
409 response_times: ResponseTimeGuarantees {
410 critical_response_time: Duration::from_secs(3600),
411 high_priority_response_time: Duration::from_secs(7200),
412 medium_priority_response_time: Duration::from_secs(86400),
413 low_priority_response_time: Duration::from_secs(3 * 86400),
414 first_response_time: Duration::from_secs(1800),
415 },
416 documentation_quality: DocumentationQuality {
417 completeness_score: 0.8,
418 accuracy_score: 0.9,
419 clarity_score: 0.85,
420 up_to_date_score: 0.9,
421 example_quality: 0.8,
422 },
423 training_education: TrainingEducationCapabilities {
424 online_courses: false,
425 workshops: false,
426 certification_programs: false,
427 consulting_services: false,
428 community_forums: true,
429 },
430 },
431 advanced_features: AdvancedFeatures {
432 ml_integration: MLIntegrationFeatures {
433 quantum_ml: false,
434 classical_ml_integration: false,
435 automl_support: false,
436 ml_frameworks: Vec::new(),
437 gpu_acceleration: false,
438 },
439 hybrid_computing: HybridComputingFeatures {
440 classical_quantum_integration: false,
441 realtime_feedback: false,
442 iterative_algorithms: false,
443 hpc_integration: false,
444 edge_computing: false,
445 },
446 quantum_networking: QuantumNetworkingFeatures {
447 quantum_internet: false,
448 qkd_support: false,
449 distributed_computing: false,
450 quantum_teleportation: false,
451 network_protocols: Vec::new(),
452 },
453 research_capabilities: ResearchCapabilities {
454 research_partnerships: false,
455 academic_pricing: true,
456 research_tools: false,
457 data_sharing: false,
458 publication_support: false,
459 },
460 experimental_features: Vec::new(),
461 },
462 }
463}
464
465pub fn create_provider_discovery_system() -> ProviderCapabilityDiscoverySystem {
467 ProviderCapabilityDiscoverySystem::new(DiscoveryConfig::default())
468}
469
470pub fn create_high_performance_discovery_config() -> DiscoveryConfig {
472 DiscoveryConfig {
473 enable_auto_discovery: true,
474 discovery_interval: 1800, enable_caching: true,
476 cache_expiration: Duration::from_secs(43200), enable_monitoring: true,
478 enable_analytics: true,
479 discovery_strategies: vec![
480 DiscoveryStrategy::APIDiscovery,
481 DiscoveryStrategy::RegistryDiscovery,
482 DiscoveryStrategy::NetworkDiscovery,
483 DiscoveryStrategy::MLEnhancedDiscovery,
484 ],
485 verification_config: VerificationConfig {
486 enable_verification: true,
487 verification_timeout: Duration::from_secs(120),
488 verification_strategies: vec![
489 VerificationStrategy::EndpointTesting,
490 VerificationStrategy::CapabilityProbing,
491 VerificationStrategy::BenchmarkTesting,
492 VerificationStrategy::HistoricalAnalysis,
493 ],
494 min_verification_confidence: 0.9,
495 enable_continuous_verification: true,
496 verification_frequency: Duration::from_secs(43200),
497 },
498 filtering_config: FilteringConfig {
499 enable_filtering: true,
500 min_requirements: CapabilityRequirements {
501 min_qubits: Some(5),
502 max_error_rate: Some(0.05),
503 required_gates: ["H", "CNOT", "RZ", "RY", "RX"]
504 .iter()
505 .map(|s| s.to_string())
506 .collect(),
507 required_connectivity: Some(ConnectivityRequirement::MinimumDegree(2)),
508 required_features: [
509 ProviderFeature::QuantumComputing,
510 ProviderFeature::NoiseModeling,
511 ]
512 .iter()
513 .cloned()
514 .collect(),
515 performance_requirements: PerformanceRequirements {
516 max_execution_time: Some(Duration::from_secs(300)),
517 min_throughput: Some(50.0),
518 max_queue_time: Some(Duration::from_secs(1800)),
519 min_availability: Some(0.95),
520 max_cost_per_shot: Some(0.1),
521 },
522 },
523 excluded_providers: HashSet::new(),
524 preferred_providers: Vec::new(),
525 quality_thresholds: QualityThresholds {
526 min_fidelity: 0.9,
527 max_error_rate: 0.05,
528 min_uptime: 0.98,
529 min_reliability: 0.95,
530 min_performance: 0.8,
531 },
532 geographic_restrictions: None,
533 },
534 analytics_config: CapabilityAnalyticsConfig {
535 enable_trend_analysis: true,
536 enable_predictive_analytics: true,
537 enable_comparative_analysis: true,
538 analysis_depth: AnalysisDepth::Comprehensive,
539 retention_period: Duration::from_secs(90 * 86400), confidence_level: 0.99,
541 },
542 monitoring_config: CapabilityMonitoringConfig {
543 enable_realtime_monitoring: true,
544 monitoring_frequency: Duration::from_secs(60), health_check_interval: Duration::from_secs(300), alert_thresholds: [
547 ("availability".to_string(), 0.95),
548 ("error_rate".to_string(), 0.05),
549 ("response_time".to_string(), 5000.0),
550 ]
551 .iter()
552 .cloned()
553 .collect(),
554 enable_anomaly_detection: true,
555 anomaly_sensitivity: 0.9,
556 },
557 comparison_config: ComparisonConfig {
558 enable_auto_comparison: true,
559 comparison_criteria: vec![
560 ComparisonCriterion::Performance,
561 ComparisonCriterion::Cost,
562 ComparisonCriterion::Reliability,
563 ComparisonCriterion::Availability,
564 ComparisonCriterion::Features,
565 ComparisonCriterion::Security,
566 ],
567 ranking_algorithms: vec![
568 RankingAlgorithm::WeightedSum,
569 RankingAlgorithm::TOPSIS,
570 RankingAlgorithm::MachineLearning,
571 ],
572 criterion_weights: [
573 ("performance".to_string(), 0.3),
574 ("cost".to_string(), 0.2),
575 ("reliability".to_string(), 0.2),
576 ("availability".to_string(), 0.15),
577 ("features".to_string(), 0.1),
578 ("security".to_string(), 0.05),
579 ]
580 .iter()
581 .cloned()
582 .collect(),
583 enable_multidimensional_analysis: true,
584 },
585 }
586}