use std::collections::{HashMap, VecDeque};
use std::sync::{Arc, RwLock};
use std::time::{Duration, Instant};
#[derive(Debug, Clone, Default)]
pub struct StatisticalTestRegistry {}
#[derive(Debug, Clone, Default)]
pub struct HypothesisTestingFramework {}
#[derive(Debug, Clone, Default)]
pub struct ConfidenceIntervalCalculator {}
#[derive(Debug, Clone, Default)]
pub struct EffectSizeAnalyzer {}
#[derive(Debug, Clone, Default)]
pub struct PowerAnalysisSystem {}
#[derive(Debug, Clone, Default)]
pub struct MultipleComparisonCorrection {}
#[derive(Debug, Clone, Default)]
pub struct BayesianAnalysisFramework {}
#[derive(Debug, Clone, Default)]
pub struct NonParametricTestingFramework {}
#[derive(Debug, Clone, Default)]
pub struct ABExperiment {}
#[derive(Debug, Clone, Default)]
pub struct ExperimentDesigner {}
#[derive(Debug, Clone, Default)]
pub struct ABTestAnalysisEngine {}
#[derive(Debug, Clone, Default)]
pub struct TrafficSplitter {}
#[derive(Debug, Clone, Default)]
pub struct ABTestResultInterpreter {}
#[derive(Debug, Clone, Default)]
pub struct ExperimentScheduler {}
#[derive(Debug, Clone, Default)]
pub struct BiasDetectionSystem {}
#[derive(Debug, Clone, Default)]
pub struct ABTestPowerCalculator {}
#[derive(Debug)]
pub struct OptimizationValidator {
validation_strategies: HashMap<String, ValidationStrategy>,
validation_rules: Vec<ValidationRule>,
risk_assessors: Vec<RiskAssessor>,
validation_history: VecDeque<ValidationEvent>,
config: ValidatorConfig,
compliance_framework: ComplianceFramework,
constraint_monitor: ConstraintMonitor,
result_cache: Arc<RwLock<HashMap<String, CachedValidationResult>>>,
statistical_validator: StatisticalValidator,
ab_testing_framework: ABTestingFramework,
pipeline_orchestrator: ValidationPipelineOrchestrator,
anomaly_detector: ValidationAnomalyDetector,
report_generator: ValidationReportGenerator,
metrics_collector: ValidationMetricsCollector,
}
#[derive(Debug, Clone)]
pub struct ValidationStrategy {
pub name: String,
pub methods: Vec<ValidationMethod>,
pub priority: ValidationPriority,
pub timeout: Duration,
pub retry_config: RetryConfig,
pub resource_requirements: ResourceRequirements,
pub success_criteria: Vec<SuccessCriterion>,
pub failure_handling: FailureHandlingStrategy,
pub dependencies: Vec<String>,
pub context_requirements: ContextRequirements,
pub performance_benchmarks: PerformanceBenchmarks,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
pub enum ValidationMethod {
Simulation,
StaticAnalysis,
HistoricalComparison,
ABTesting,
CrossValidation,
ModelBasedValidation,
FormalVerification,
PropertyBasedTesting,
MutationTesting,
LoadTesting,
SecurityValidation,
ComplianceValidation,
RegressionTesting,
IntegrationTesting,
EndToEndValidation,
}
#[derive(Debug, Clone)]
pub struct ValidationRule {
pub id: String,
pub description: String,
pub condition: ValidationCondition,
pub severity: ValidationSeverity,
pub enforcement: ValidationEnforcement,
pub category: RuleCategory,
pub version: String,
pub author: String,
pub activation_conditions: Vec<ActivationCondition>,
pub exemptions: Vec<ExemptionCondition>,
pub dependencies: Vec<RuleDependency>,
pub performance_impact: PerformanceImpact,
pub testing_history: Vec<RuleTestResult>,
pub business_impact: BusinessImpact,
}
#[derive(Debug, Clone)]
pub enum ValidationCondition {
MetricThreshold {
metric: String,
threshold: f64,
operator: ComparisonOperator,
tolerance: f64,
window_size: usize,
},
PerformanceRegression {
threshold: f32,
baseline_window: Duration,
sensitivity: f32,
},
ResourceExhaustion {
resource: String,
threshold: f32,
prediction_horizon: Duration,
},
StabilityCheck {
duration: Duration,
tolerance: f32,
stability_metrics: Vec<String>,
},
SafetyConstraint {
constraint: String,
value: f64,
margin: f64,
},
BusinessRule {
rule_name: String,
parameters: HashMap<String, f64>,
},
ComplianceRequirement {
regulation: String,
requirement_id: String,
parameters: HashMap<String, String>,
},
DataQualityCheck {
quality_metrics: Vec<String>,
minimum_quality: f32,
},
ModelAccuracyCheck {
accuracy_threshold: f32,
confidence_interval: f32,
},
SecurityCheck {
security_level: SecurityLevel,
threat_models: Vec<String>,
},
CompositeCondition {
operator: LogicalOperator,
sub_conditions: Vec<ValidationCondition>,
},
CustomCondition {
validator_function: String,
parameters: HashMap<String, String>,
},
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord, Hash)]
pub enum ValidationSeverity {
Info,
Warning,
Error,
Critical,
Fatal,
Emergency,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum ValidationEnforcement {
Log,
Warn,
Block,
Rollback,
EmergencyStop,
GracefulDegradation,
AutomaticRemediation,
EscalateToHuman,
Quarantine,
SafeMode,
}
#[derive(Debug, Clone)]
pub struct ValidationResults {
pub status: ValidationStatus,
pub score: f32,
pub rule_results: HashMap<String, RuleValidationResult>,
pub risk_assessment: RiskAssessment,
pub performance_impact: PerformanceImpactAnalysis,
pub compliance_status: ComplianceStatus,
pub validation_duration: Duration,
pub resource_usage: ValidationResourceUsage,
pub confidence_metrics: ConfidenceMetrics,
pub recommendations: Vec<ValidationRecommendation>,
pub metadata: ValidationMetadata,
pub statistical_results: StatisticalValidationResults,
pub anomaly_results: Vec<ValidationAnomaly>,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum ValidationStatus {
Passed,
Failed,
Warning,
Conditional,
Incomplete,
Skipped,
ValidationError,
}
#[derive(Debug, Clone)]
pub struct RiskAssessor {
pub name: String,
pub risk_factors: Vec<RiskFactor>,
pub algorithm: RiskAssessmentAlgorithm,
pub tolerance: f32,
pub historical_data: Vec<RiskDataPoint>,
pub prediction_models: Vec<RiskPredictionModel>,
pub mitigation_strategies: Vec<RiskMitigationStrategy>,
pub monitoring_config: RiskMonitoringConfig,
pub escalation_procedures: Vec<EscalationProcedure>,
pub reporting_config: RiskReportingConfig,
}
#[derive(Debug, Clone)]
pub struct RiskFactor {
pub name: String,
pub weight: f32,
pub current_level: RiskLevel,
pub trend: RiskTrend,
pub history: Vec<(Instant, RiskLevel)>,
pub dependencies: Vec<String>,
pub mitigation_effectiveness: f32,
pub impact_assessment: ImpactAssessment,
pub probability_analysis: ProbabilityAnalysis,
pub metadata: RiskFactorMetadata,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord, Hash)]
pub enum RiskLevel {
VeryLow,
Low,
Medium,
High,
VeryHigh,
Critical,
Catastrophic,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum RiskAssessmentAlgorithm {
WeightedSum,
FuzzyLogic,
BayesianNetwork,
MonteCarloSimulation,
ExpertSystem,
MachineLearning,
MultiCriteriaAnalysis,
FaultTreeAnalysis,
EventTreeAnalysis,
HAZOPAnalysis,
}
#[derive(Debug, Clone)]
pub struct RiskAssessment {
pub overall_risk: RiskLevel,
pub performance_risk: RiskLevel,
pub stability_risk: RiskLevel,
pub resource_risk: RiskLevel,
pub security_risk: RiskLevel,
pub business_continuity_risk: RiskLevel,
pub rollback_complexity: RollbackComplexity,
pub mitigation_strategies: Vec<String>,
pub timeline_analysis: RiskTimelineAnalysis,
pub assessment_confidence: f32,
pub risk_factors_breakdown: HashMap<String, RiskLevel>,
pub quantitative_metrics: QuantitativeRiskMetrics,
}
#[derive(Debug, Clone)]
pub struct ValidationEvent {
pub timestamp: Instant,
pub target: String,
pub event_type: ValidationEventType,
pub severity: ValidationSeverity,
pub details: String,
pub rules: Vec<String>,
pub context: HashMap<String, String>,
pub performance_metrics: HashMap<String, f64>,
pub environmental_conditions: EnvironmentalConditions,
pub user_info: UserInfo,
pub correlation_id: String,
pub source: EventSource,
}
#[derive(Debug, Clone)]
pub struct ValidatorConfig {
pub strict_validation: bool,
pub timeout: Duration,
pub parallel_validation: bool,
pub max_concurrent_validations: usize,
pub retry_config: GlobalRetryConfig,
pub cache_config: ValidationCacheConfig,
pub logging_config: ValidationLoggingConfig,
pub metrics_config: ValidationMetricsConfig,
pub alert_config: ValidationAlertConfig,
pub security_config: ValidationSecurityConfig,
pub performance_thresholds: PerformanceThresholds,
pub resource_limits: ValidationResourceLimits,
pub quality_gates: QualityGatesConfig,
pub integration_config: IntegrationConfig,
}
#[derive(Debug)]
pub struct ComplianceFramework {
standards: HashMap<String, ComplianceStandard>,
regulations: Vec<Regulation>,
policies: Vec<CompliancePolicy>,
audit_trail: AuditTrailManager,
reporting_system: ComplianceReportingSystem,
violation_tracker: ViolationTracker,
metrics: ComplianceMetrics,
automated_checks: Vec<AutomatedComplianceCheck>,
}
#[derive(Debug)]
pub struct ConstraintMonitor {
active_constraints: Vec<Constraint>,
violation_detector: ConstraintViolationDetector,
satisfaction_checker: ConstraintSatisfactionChecker,
optimization_engine: ConstraintOptimizationEngine,
dependency_analyzer: ConstraintDependencyAnalyzer,
performance_tracker: ConstraintPerformanceTracker,
alert_system: ConstraintAlertSystem,
adaptation_system: ConstraintAdaptationSystem,
}
#[derive(Debug, Clone)]
pub struct CachedValidationResult {
pub results: ValidationResults,
pub cached_at: Instant,
pub expires_at: Instant,
pub hit_count: u64,
pub validity_indicators: Vec<ValidityIndicator>,
pub context: HashMap<String, String>,
}
#[derive(Debug)]
pub struct StatisticalValidator {
test_registry: StatisticalTestRegistry,
hypothesis_testing: HypothesisTestingFramework,
confidence_calculator: ConfidenceIntervalCalculator,
effect_size_analyzer: EffectSizeAnalyzer,
power_analysis: PowerAnalysisSystem,
multiple_comparison: MultipleComparisonCorrection,
bayesian_framework: BayesianAnalysisFramework,
nonparametric_testing: NonParametricTestingFramework,
}
#[derive(Debug)]
pub struct ABTestingFramework {
active_experiments: Vec<ABExperiment>,
experiment_designer: ExperimentDesigner,
analysis_engine: ABTestAnalysisEngine,
traffic_splitter: TrafficSplitter,
result_interpreter: ABTestResultInterpreter,
scheduler: ExperimentScheduler,
bias_detector: BiasDetectionSystem,
power_calculator: ABTestPowerCalculator,
}
impl OptimizationValidator {
pub fn new(config: ValidatorConfig) -> Self {
Self {
validation_strategies: Self::initialize_default_strategies(&config),
validation_rules: Self::initialize_default_rules(&config),
risk_assessors: Self::initialize_risk_assessors(&config),
validation_history: VecDeque::new(),
config: config.clone(),
compliance_framework: ComplianceFramework::new(&config),
constraint_monitor: ConstraintMonitor::new(&config),
result_cache: Arc::new(RwLock::new(HashMap::new())),
statistical_validator: StatisticalValidator::new(&config),
ab_testing_framework: ABTestingFramework::new(&config),
pipeline_orchestrator: ValidationPipelineOrchestrator::new(&config),
anomaly_detector: ValidationAnomalyDetector::new(&config),
report_generator: ValidationReportGenerator::new(&config),
metrics_collector: ValidationMetricsCollector::new(&config),
}
}
pub fn validate_strategy(
&mut self,
strategy: &OptimizationStrategy,
context: &ValidationContext,
) -> Result<ValidationResults, ValidationError> {
let validation_start = Instant::now();
let cache_key = self.generate_cache_key(strategy, context)?;
if let Some(cached_result) = self.get_cached_result(&cache_key) {
if self.is_cache_valid(&cached_result, context) {
return Ok(cached_result.results);
}
}
let session = ValidationSession::new(strategy, context);
let mut results = ValidationResults::new();
self.execute_pre_validation_checks(&session, &mut results)?;
self.execute_rule_validation(&session, &mut results)?;
let risk_assessment = self.execute_risk_assessment(&session)?;
results.risk_assessment = risk_assessment;
let statistical_results = self.statistical_validator.validate(&session)?;
results.statistical_results = statistical_results;
let compliance_status = self.compliance_framework.validate(&session)?;
results.compliance_status = compliance_status;
self.constraint_monitor.validate(&session, &mut results)?;
self.execute_performance_validation(&session, &mut results)?;
self.execute_security_validation(&session, &mut results)?;
if context.enable_ab_testing {
let ab_results = self.ab_testing_framework.validate(&session)?;
results.ab_testing_results = Some(ab_results);
}
let anomaly_results = self.anomaly_detector.detect_anomalies(&session, &results)?;
results.anomaly_results = anomaly_results;
results.validation_duration = validation_start.elapsed();
results.status = self.determine_overall_status(&results);
results.score = self.calculate_validation_score(&results);
results.recommendations = self.generate_recommendations(&results, &session)?;
self.cache_results(&cache_key, &results)?;
self.record_validation_event(&session, &results);
self.metrics_collector.record_validation(&results);
self.generate_alerts(&results)?;
Ok(results)
}
pub fn validate_constraint(
&self,
constraint: &Constraint,
current_state: &SystemState,
) -> Result<ConstraintValidationResult, ValidationError> {
self.constraint_monitor
.validate_single_constraint(constraint, current_state)
}
pub fn assess_risk(
&self,
strategy: &OptimizationStrategy,
context: &RiskAssessmentContext,
) -> Result<RiskAssessment, ValidationError> {
let mut overall_assessment = RiskAssessment::new();
for assessor in &self.risk_assessors {
let assessment = assessor.assess_risk(strategy, context)?;
overall_assessment.merge(assessment);
}
overall_assessment.finalize();
Ok(overall_assessment)
}
pub fn execute_ab_test(
&mut self,
test_config: ABTestConfig,
) -> Result<ABTestResults, ValidationError> {
self.ab_testing_framework.execute_test(test_config)
}
pub fn add_validation_rule(&mut self, rule: ValidationRule) -> Result<(), ValidationError> {
self.validate_rule(&rule)?;
self.validation_rules.push(rule.clone());
self.update_rule_dependencies(&rule)?;
Ok(())
}
pub fn remove_validation_rule(&mut self, rule_id: &str) -> Result<(), ValidationError> {
self.validation_rules.retain(|rule| rule.id != rule_id);
self.cleanup_rule_dependencies(rule_id)?;
Ok(())
}
pub fn add_risk_assessor(&mut self, assessor: RiskAssessor) -> Result<(), ValidationError> {
self.risk_assessors.push(assessor);
Ok(())
}
pub fn get_validation_history(
&self,
filter: Option<ValidationEventFilter>,
) -> Vec<&ValidationEvent> {
match filter {
Some(f) => self
.validation_history
.iter()
.filter(|event| f.matches(event))
.collect(),
None => self.validation_history.iter().collect(),
}
}
pub fn generate_report(
&self,
report_config: ValidationReportConfig,
) -> Result<ValidationReport, ValidationError> {
self.report_generator
.generate_report(&self.validation_history, report_config)
}
pub fn get_validation_metrics(&self) -> ValidationMetrics {
self.metrics_collector.get_current_metrics()
}
pub fn update_config(&mut self, new_config: ValidatorConfig) -> Result<(), ValidationError> {
self.validate_config(&new_config)?;
self.config = new_config;
self.reinitialize_components()?;
Ok(())
}
pub fn export_configuration(&self) -> Result<ValidationConfiguration, ValidationError> {
Ok(ValidationConfiguration {
rules: self.validation_rules.clone(),
strategies: self.validation_strategies.clone(),
risk_assessors: self.risk_assessors.clone(),
config: self.config.clone(),
metadata: self.generate_export_metadata(),
})
}
pub fn import_configuration(
&mut self,
config: ValidationConfiguration,
) -> Result<(), ValidationError> {
self.validate_imported_configuration(&config)?;
for rule in config.rules {
self.add_validation_rule(rule)?;
}
for (name, strategy) in config.strategies {
self.validation_strategies.insert(name, strategy);
}
for assessor in config.risk_assessors {
self.add_risk_assessor(assessor)?;
}
Ok(())
}
fn initialize_default_strategies(
config: &ValidatorConfig,
) -> HashMap<String, ValidationStrategy> {
let mut strategies = HashMap::new();
strategies.insert(
"comprehensive".to_string(),
ValidationStrategy {
name: "comprehensive".to_string(),
methods: vec![
ValidationMethod::StaticAnalysis,
ValidationMethod::HistoricalComparison,
ValidationMethod::CrossValidation,
ValidationMethod::RegressionTesting,
],
priority: ValidationPriority::High,
timeout: Duration::from_secs(300),
retry_config: RetryConfig::default(),
resource_requirements: ResourceRequirements::default(),
success_criteria: vec![
SuccessCriterion::MinimumScore { threshold: 0.8 },
SuccessCriterion::NoFatalErrors,
],
failure_handling: FailureHandlingStrategy::Rollback,
dependencies: Vec::new(),
context_requirements: ContextRequirements::default(),
performance_benchmarks: PerformanceBenchmarks::default(),
},
);
strategies.insert(
"fast".to_string(),
ValidationStrategy {
name: "fast".to_string(),
methods: vec![
ValidationMethod::StaticAnalysis,
ValidationMethod::HistoricalComparison,
],
priority: ValidationPriority::Medium,
timeout: Duration::from_secs(60),
retry_config: RetryConfig::default(),
resource_requirements: ResourceRequirements::low(),
success_criteria: vec![SuccessCriterion::MinimumScore { threshold: 0.6 }],
failure_handling: FailureHandlingStrategy::Warn,
dependencies: Vec::new(),
context_requirements: ContextRequirements::minimal(),
performance_benchmarks: PerformanceBenchmarks::default(),
},
);
strategies.insert(
"security_focused".to_string(),
ValidationStrategy {
name: "security_focused".to_string(),
methods: vec![
ValidationMethod::SecurityValidation,
ValidationMethod::ComplianceValidation,
ValidationMethod::FormalVerification,
],
priority: ValidationPriority::Critical,
timeout: Duration::from_secs(600),
retry_config: RetryConfig::aggressive(),
resource_requirements: ResourceRequirements::high(),
success_criteria: vec![
SuccessCriterion::SecurityCompliance,
SuccessCriterion::NoSecurityViolations,
],
failure_handling: FailureHandlingStrategy::Block,
dependencies: Vec::new(),
context_requirements: ContextRequirements::security(),
performance_benchmarks: PerformanceBenchmarks::security(),
},
);
strategies
}
fn initialize_default_rules(config: &ValidatorConfig) -> Vec<ValidationRule> {
vec![
ValidationRule {
id: "performance_regression".to_string(),
description: "Detect performance regressions".to_string(),
condition: ValidationCondition::PerformanceRegression {
threshold: 0.05,
baseline_window: Duration::from_secs(3600),
sensitivity: 0.8,
},
severity: ValidationSeverity::Error,
enforcement: ValidationEnforcement::Block,
category: RuleCategory::Performance,
version: "1.0".to_string(),
author: "System".to_string(),
activation_conditions: Vec::new(),
exemptions: Vec::new(),
dependencies: Vec::new(),
performance_impact: PerformanceImpact::Low,
testing_history: Vec::new(),
business_impact: BusinessImpact::Medium,
},
ValidationRule {
id: "memory_exhaustion".to_string(),
description: "Prevent memory exhaustion".to_string(),
condition: ValidationCondition::ResourceExhaustion {
resource: "memory".to_string(),
threshold: 0.9,
prediction_horizon: Duration::from_secs(300),
},
severity: ValidationSeverity::Critical,
enforcement: ValidationEnforcement::EmergencyStop,
category: RuleCategory::Resource,
version: "1.0".to_string(),
author: "System".to_string(),
activation_conditions: Vec::new(),
exemptions: Vec::new(),
dependencies: Vec::new(),
performance_impact: PerformanceImpact::Minimal,
testing_history: Vec::new(),
business_impact: BusinessImpact::High,
},
ValidationRule {
id: "stability_check".to_string(),
description: "Ensure system stability".to_string(),
condition: ValidationCondition::StabilityCheck {
duration: Duration::from_secs(600),
tolerance: 0.1,
stability_metrics: vec!["latency".to_string(), "throughput".to_string()],
},
severity: ValidationSeverity::Warning,
enforcement: ValidationEnforcement::Warn,
category: RuleCategory::Stability,
version: "1.0".to_string(),
author: "System".to_string(),
activation_conditions: Vec::new(),
exemptions: Vec::new(),
dependencies: Vec::new(),
performance_impact: PerformanceImpact::Low,
testing_history: Vec::new(),
business_impact: BusinessImpact::Medium,
},
]
}
fn initialize_risk_assessors(config: &ValidatorConfig) -> Vec<RiskAssessor> {
vec![RiskAssessor {
name: "performance_risk".to_string(),
risk_factors: vec![
RiskFactor {
name: "latency_increase".to_string(),
weight: 0.4,
current_level: RiskLevel::Low,
trend: RiskTrend::Stable,
history: Vec::new(),
dependencies: Vec::new(),
mitigation_effectiveness: 0.8,
impact_assessment: ImpactAssessment::default(),
probability_analysis: ProbabilityAnalysis::default(),
metadata: RiskFactorMetadata::default(),
},
RiskFactor {
name: "throughput_degradation".to_string(),
weight: 0.6,
current_level: RiskLevel::Low,
trend: RiskTrend::Stable,
history: Vec::new(),
dependencies: Vec::new(),
mitigation_effectiveness: 0.7,
impact_assessment: ImpactAssessment::default(),
probability_analysis: ProbabilityAnalysis::default(),
metadata: RiskFactorMetadata::default(),
},
],
algorithm: RiskAssessmentAlgorithm::WeightedSum,
tolerance: 0.3,
historical_data: Vec::new(),
prediction_models: Vec::new(),
mitigation_strategies: Vec::new(),
monitoring_config: RiskMonitoringConfig::default(),
escalation_procedures: Vec::new(),
reporting_config: RiskReportingConfig::default(),
}]
}
fn generate_cache_key(
&self,
strategy: &OptimizationStrategy,
context: &ValidationContext,
) -> Result<String, ValidationError> {
Ok(format!("{}_{}", strategy.get_hash(), context.get_hash()))
}
fn get_cached_result(&self, cache_key: &str) -> Option<CachedValidationResult> {
let cache = self.result_cache.read().expect("lock should not be poisoned");
cache.get(cache_key).cloned()
}
fn is_cache_valid(
&self,
cached_result: &CachedValidationResult,
context: &ValidationContext,
) -> bool {
cached_result.expires_at > Instant::now()
&& self.validate_cache_context(cached_result, context)
}
fn validate_cache_context(
&self,
cached_result: &CachedValidationResult,
context: &ValidationContext,
) -> bool {
true }
fn execute_pre_validation_checks(
&self,
session: &ValidationSession,
results: &mut ValidationResults,
) -> Result<(), ValidationError> {
Ok(())
}
fn execute_rule_validation(
&self,
session: &ValidationSession,
results: &mut ValidationResults,
) -> Result<(), ValidationError> {
for rule in &self.validation_rules {
let rule_result = self.evaluate_rule(rule, session)?;
results.rule_results.insert(rule.id.clone(), rule_result);
}
Ok(())
}
fn execute_risk_assessment(
&self,
session: &ValidationSession,
) -> Result<RiskAssessment, ValidationError> {
let mut overall_assessment = RiskAssessment::new();
for assessor in &self.risk_assessors {
let assessment = assessor.assess_risk_for_session(session)?;
overall_assessment.merge(assessment);
}
overall_assessment.finalize();
Ok(overall_assessment)
}
fn execute_performance_validation(
&self,
session: &ValidationSession,
results: &mut ValidationResults,
) -> Result<(), ValidationError> {
Ok(())
}
fn execute_security_validation(
&self,
session: &ValidationSession,
results: &mut ValidationResults,
) -> Result<(), ValidationError> {
Ok(())
}
fn determine_overall_status(&self, results: &ValidationResults) -> ValidationStatus {
if results
.rule_results
.values()
.any(|r| r.status == RuleValidationStatus::Fatal)
{
ValidationStatus::Failed
} else if results
.rule_results
.values()
.any(|r| r.status == RuleValidationStatus::Failed)
{
ValidationStatus::Failed
} else if results
.rule_results
.values()
.any(|r| r.status == RuleValidationStatus::Warning)
{
ValidationStatus::Warning
} else {
ValidationStatus::Passed
}
}
fn calculate_validation_score(&self, results: &ValidationResults) -> f32 {
let mut score = 1.0;
let failed_rules = results
.rule_results
.values()
.filter(|r| {
matches!(
r.status,
RuleValidationStatus::Failed | RuleValidationStatus::Fatal
)
})
.count();
score -= (failed_rules as f32) * 0.1;
match results.risk_assessment.overall_risk {
RiskLevel::VeryLow => score *= 1.0,
RiskLevel::Low => score *= 0.95,
RiskLevel::Medium => score *= 0.8,
RiskLevel::High => score *= 0.6,
RiskLevel::VeryHigh => score *= 0.4,
RiskLevel::Critical => score *= 0.2,
RiskLevel::Catastrophic => score *= 0.1,
}
score.clamp(0.0, 1.0)
}
fn generate_recommendations(
&self,
results: &ValidationResults,
session: &ValidationSession,
) -> Result<Vec<ValidationRecommendation>, ValidationError> {
let mut recommendations = Vec::new();
if results.score < 0.8 {
recommendations.push(ValidationRecommendation {
priority: RecommendationPriority::High,
category: RecommendationCategory::Performance,
title: "Improve validation score".to_string(),
description: "The validation score is below acceptable threshold".to_string(),
actions: vec![
"Review failed rules".to_string(),
"Address risk factors".to_string(),
],
impact: RecommendationImpact::High,
effort: RecommendationEffort::Medium,
timeline: RecommendationTimeline::Short,
});
}
Ok(recommendations)
}
fn cache_results(
&mut self,
cache_key: &str,
results: &ValidationResults,
) -> Result<(), ValidationError> {
let cached_result = CachedValidationResult {
results: results.clone(),
cached_at: Instant::now(),
expires_at: Instant::now() + Duration::from_secs(300),
hit_count: 0,
validity_indicators: Vec::new(),
context: HashMap::new(),
};
let mut cache = self.result_cache.write().expect("lock should not be poisoned");
cache.insert(cache_key.to_string(), cached_result);
Ok(())
}
fn record_validation_event(
&mut self,
session: &ValidationSession,
results: &ValidationResults,
) {
let event = ValidationEvent {
timestamp: Instant::now(),
target: session.strategy.name.clone(),
event_type: ValidationEventType::ValidationCompleted,
severity: self.map_status_to_severity(results.status),
details: format!("Validation completed with score: {}", results.score),
rules: self.validation_rules.iter().map(|r| r.id.clone()).collect(),
context: HashMap::new(),
performance_metrics: HashMap::new(),
environmental_conditions: EnvironmentalConditions::default(),
user_info: UserInfo::default(),
correlation_id: session.correlation_id.clone(),
source: EventSource::Validator,
};
self.validation_history.push_back(event);
if self.validation_history.len() > 10000 {
self.validation_history.pop_front();
}
}
fn generate_alerts(&self, results: &ValidationResults) -> Result<(), ValidationError> {
if results.status == ValidationStatus::Failed {
}
Ok(())
}
fn evaluate_rule(
&self,
rule: &ValidationRule,
session: &ValidationSession,
) -> Result<RuleValidationResult, ValidationError> {
Ok(RuleValidationResult {
rule_id: rule.id.clone(),
status: RuleValidationStatus::Passed,
score: 1.0,
details: "Rule passed".to_string(),
evidence: Vec::new(),
recommendations: Vec::new(),
execution_time: Duration::from_millis(10),
resource_usage: RuleResourceUsage::default(),
})
}
fn validate_rule(&self, rule: &ValidationRule) -> Result<(), ValidationError> {
if rule.id.is_empty() {
return Err(ValidationError::InvalidRule(
"Rule ID cannot be empty".to_string(),
));
}
Ok(())
}
fn update_rule_dependencies(&mut self, rule: &ValidationRule) -> Result<(), ValidationError> {
Ok(())
}
fn cleanup_rule_dependencies(&mut self, rule_id: &str) -> Result<(), ValidationError> {
Ok(())
}
fn validate_config(&self, config: &ValidatorConfig) -> Result<(), ValidationError> {
Ok(())
}
fn reinitialize_components(&mut self) -> Result<(), ValidationError> {
Ok(())
}
fn generate_export_metadata(&self) -> ValidationMetadata {
ValidationMetadata::default()
}
fn validate_imported_configuration(
&self,
config: &ValidationConfiguration,
) -> Result<(), ValidationError> {
Ok(())
}
fn map_status_to_severity(&self, status: ValidationStatus) -> ValidationSeverity {
match status {
ValidationStatus::Passed => ValidationSeverity::Info,
ValidationStatus::Warning => ValidationSeverity::Warning,
ValidationStatus::Failed => ValidationSeverity::Error,
ValidationStatus::Conditional => ValidationSeverity::Warning,
ValidationStatus::Incomplete => ValidationSeverity::Warning,
ValidationStatus::Skipped => ValidationSeverity::Info,
ValidationStatus::ValidationError => ValidationSeverity::Error,
}
}
}
impl Default for ValidatorConfig {
fn default() -> Self {
Self {
strict_validation: true,
timeout: Duration::from_secs(120),
parallel_validation: true,
max_concurrent_validations: 10,
retry_config: GlobalRetryConfig::default(),
cache_config: ValidationCacheConfig::default(),
logging_config: ValidationLoggingConfig::default(),
metrics_config: ValidationMetricsConfig::default(),
alert_config: ValidationAlertConfig::default(),
security_config: ValidationSecurityConfig::default(),
performance_thresholds: PerformanceThresholds::default(),
resource_limits: ValidationResourceLimits::default(),
quality_gates: QualityGatesConfig::default(),
integration_config: IntegrationConfig::default(),
}
}
}
impl ValidationResults {
fn new() -> Self {
Self {
status: ValidationStatus::Incomplete,
score: 0.0,
rule_results: HashMap::new(),
risk_assessment: RiskAssessment::new(),
performance_impact: PerformanceImpactAnalysis::default(),
compliance_status: ComplianceStatus::default(),
validation_duration: Duration::from_secs(0),
resource_usage: ValidationResourceUsage::default(),
confidence_metrics: ConfidenceMetrics::default(),
recommendations: Vec::new(),
metadata: ValidationMetadata::default(),
statistical_results: StatisticalValidationResults::default(),
anomaly_results: Vec::new(),
ab_testing_results: None,
}
}
}
impl RiskAssessment {
fn new() -> Self {
Self {
overall_risk: RiskLevel::Low,
performance_risk: RiskLevel::Low,
stability_risk: RiskLevel::Low,
resource_risk: RiskLevel::Low,
security_risk: RiskLevel::Low,
business_continuity_risk: RiskLevel::Low,
rollback_complexity: RollbackComplexity::Simple,
mitigation_strategies: Vec::new(),
timeline_analysis: RiskTimelineAnalysis::default(),
assessment_confidence: 0.8,
risk_factors_breakdown: HashMap::new(),
quantitative_metrics: QuantitativeRiskMetrics::default(),
}
}
fn merge(&mut self, other: RiskAssessment) {
self.overall_risk = self.overall_risk.max(other.overall_risk);
self.performance_risk = self.performance_risk.max(other.performance_risk);
self.stability_risk = self.stability_risk.max(other.stability_risk);
self.resource_risk = self.resource_risk.max(other.resource_risk);
self.security_risk = self.security_risk.max(other.security_risk);
self.business_continuity_risk = self
.business_continuity_risk
.max(other.business_continuity_risk);
}
fn finalize(&mut self) {
self.overall_risk = [
self.performance_risk,
self.stability_risk,
self.resource_risk,
self.security_risk,
self.business_continuity_risk,
]
.iter()
.max()
.copied()
.unwrap_or(RiskLevel::Low);
}
}
impl RiskAssessor {
fn assess_risk_for_session(
&self,
session: &ValidationSession,
) -> Result<RiskAssessment, ValidationError> {
Ok(RiskAssessment::new())
}
}
impl ComplianceFramework {
fn new(config: &ValidatorConfig) -> Self {
Self {
standards: HashMap::new(),
regulations: Vec::new(),
policies: Vec::new(),
audit_trail: AuditTrailManager::default(),
reporting_system: ComplianceReportingSystem::default(),
violation_tracker: ViolationTracker::default(),
metrics: ComplianceMetrics::default(),
automated_checks: Vec::new(),
}
}
fn validate(&self, session: &ValidationSession) -> Result<ComplianceStatus, ValidationError> {
Ok(ComplianceStatus::default())
}
}
impl ConstraintMonitor {
fn new(config: &ValidatorConfig) -> Self {
Self {
active_constraints: Vec::new(),
violation_detector: ConstraintViolationDetector::default(),
satisfaction_checker: ConstraintSatisfactionChecker::default(),
optimization_engine: ConstraintOptimizationEngine::default(),
dependency_analyzer: ConstraintDependencyAnalyzer::default(),
performance_tracker: ConstraintPerformanceTracker::default(),
alert_system: ConstraintAlertSystem::default(),
adaptation_system: ConstraintAdaptationSystem::default(),
}
}
fn validate(
&self,
session: &ValidationSession,
results: &mut ValidationResults,
) -> Result<(), ValidationError> {
Ok(())
}
fn validate_single_constraint(
&self,
constraint: &Constraint,
state: &SystemState,
) -> Result<ConstraintValidationResult, ValidationError> {
Ok(ConstraintValidationResult::default())
}
}
#[derive(Debug)]
pub struct ValidationSession {
pub strategy: OptimizationStrategy,
pub context: ValidationContext,
pub correlation_id: String,
}
impl ValidationSession {
fn new(strategy: &OptimizationStrategy, context: &ValidationContext) -> Self {
Self {
strategy: strategy.clone(),
context: context.clone(),
correlation_id: uuid::Uuid::new_v4().to_string(),
}
}
}
#[derive(Debug)]
pub enum ValidationError {
InvalidRule(String),
RuleEvaluationFailed(String),
RiskAssessmentFailed(String),
ComplianceCheckFailed(String),
ConstraintViolation(String),
ConfigurationError(String),
CacheError(String),
StatisticalValidationError(String),
ABTestingError(String),
ReportGenerationError(String),
MetricsError(String),
SecurityValidationError(String),
TimeoutError(String),
ResourceExhausted(String),
ValidationTimeout,
InsufficientData,
InvalidContext,
SystemError(String),
}
impl std::fmt::Display for ValidationError {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match self {
ValidationError::InvalidRule(msg) => write!(f, "Invalid validation rule: {}", msg),
ValidationError::RuleEvaluationFailed(msg) => {
write!(f, "Rule evaluation failed: {}", msg)
}
ValidationError::RiskAssessmentFailed(msg) => {
write!(f, "Risk assessment failed: {}", msg)
}
ValidationError::ComplianceCheckFailed(msg) => {
write!(f, "Compliance check failed: {}", msg)
}
ValidationError::ConstraintViolation(msg) => write!(f, "Constraint violation: {}", msg),
ValidationError::ConfigurationError(msg) => write!(f, "Configuration error: {}", msg),
ValidationError::CacheError(msg) => write!(f, "Cache error: {}", msg),
ValidationError::StatisticalValidationError(msg) => {
write!(f, "Statistical validation error: {}", msg)
}
ValidationError::ABTestingError(msg) => write!(f, "A/B testing error: {}", msg),
ValidationError::ReportGenerationError(msg) => {
write!(f, "Report generation error: {}", msg)
}
ValidationError::MetricsError(msg) => write!(f, "Metrics error: {}", msg),
ValidationError::SecurityValidationError(msg) => {
write!(f, "Security validation error: {}", msg)
}
ValidationError::TimeoutError(msg) => write!(f, "Timeout error: {}", msg),
ValidationError::ResourceExhausted(msg) => write!(f, "Resource exhausted: {}", msg),
ValidationError::ValidationTimeout => write!(f, "Validation timeout"),
ValidationError::InsufficientData => write!(f, "Insufficient data for validation"),
ValidationError::InvalidContext => write!(f, "Invalid validation context"),
ValidationError::SystemError(msg) => write!(f, "System error: {}", msg),
}
}
}
impl std::error::Error for ValidationError {}
#[derive(Debug, Default, Clone)]
pub struct OptimizationStrategy {
pub name: String,
}
impl OptimizationStrategy {
fn get_hash(&self) -> String {
"hash".to_string()
}
}
#[derive(Debug, Default, Clone)]
pub struct ValidationContext {
pub enable_ab_testing: bool,
}
impl ValidationContext {
fn get_hash(&self) -> String {
"context_hash".to_string()
}
}
#[derive(Debug, Default)]
pub struct ValidationPipelineOrchestrator;
impl ValidationPipelineOrchestrator {
fn new(config: &ValidatorConfig) -> Self {
Self
}
}
#[derive(Debug, Default)]
pub struct ValidationAnomalyDetector;
impl ValidationAnomalyDetector {
fn new(config: &ValidatorConfig) -> Self {
Self
}
fn detect_anomalies(
&self,
session: &ValidationSession,
results: &ValidationResults,
) -> Result<Vec<ValidationAnomaly>, ValidationError> {
Ok(Vec::new())
}
}
#[derive(Debug, Default)]
pub struct ValidationReportGenerator;
impl ValidationReportGenerator {
fn new(config: &ValidatorConfig) -> Self {
Self
}
fn generate_report(
&self,
history: &VecDeque<ValidationEvent>,
config: ValidationReportConfig,
) -> Result<ValidationReport, ValidationError> {
Ok(ValidationReport::default())
}
}
#[derive(Debug, Default)]
pub struct ValidationMetricsCollector;
impl ValidationMetricsCollector {
fn new(config: &ValidatorConfig) -> Self {
Self
}
fn record_validation(&self, results: &ValidationResults) {}
fn get_current_metrics(&self) -> ValidationMetrics {
ValidationMetrics::default()
}
}
#[derive(Debug, Default, Clone, Copy, PartialEq, Eq)]
pub struct ValidationPriority;
#[derive(Debug, Default, Clone)]
pub struct RetryConfig;
#[derive(Debug, Default, Clone)]
pub struct ResourceRequirements;
#[derive(Debug, Default, Clone)]
pub struct SuccessCriterion;
#[derive(Debug, Default, Clone, Copy)]
pub struct FailureHandlingStrategy;
#[derive(Debug, Default, Clone)]
pub struct ContextRequirements;
#[derive(Debug, Default, Clone)]
pub struct PerformanceBenchmarks;
#[derive(Debug, Default, Clone, Copy)]
pub struct RuleCategory;
#[derive(Debug, Default, Clone)]
pub struct ActivationCondition;
#[derive(Debug, Default, Clone)]
pub struct ExemptionCondition;
#[derive(Debug, Default, Clone)]
pub struct RuleDependency;
#[derive(Debug, Default, Clone, Copy)]
pub struct PerformanceImpact;
#[derive(Debug, Default, Clone)]
pub struct RuleTestResult;
#[derive(Debug, Default, Clone, Copy)]
pub struct BusinessImpact;
#[derive(Debug, Default, Clone)]
pub struct RuleValidationResult;
#[derive(Debug, Default, Clone, Copy)]
pub struct RuleValidationStatus;
#[derive(Debug, Default, Clone)]
pub struct RiskDataPoint;
#[derive(Debug, Default, Clone)]
pub struct RiskPredictionModel;
#[derive(Debug, Default, Clone)]
pub struct RiskMitigationStrategy;
#[derive(Debug, Default, Clone)]
pub struct RiskMonitoringConfig;
#[derive(Debug, Default, Clone)]
pub struct EscalationProcedure;
#[derive(Debug, Default, Clone)]
pub struct RiskReportingConfig;
#[derive(Debug, Default, Clone, Copy)]
pub struct RiskTrend;
#[derive(Debug, Default, Clone)]
pub struct ImpactAssessment;
#[derive(Debug, Default, Clone)]
pub struct ProbabilityAnalysis;
#[derive(Debug, Default, Clone)]
pub struct RiskFactorMetadata;
#[derive(Debug, Default, Clone, Copy)]
pub struct RollbackComplexity;
#[derive(Debug, Default, Clone)]
pub struct RiskTimelineAnalysis;
#[derive(Debug, Default, Clone)]
pub struct QuantitativeRiskMetrics;
#[derive(Debug, Default, Clone, Copy)]
pub struct ValidationEventType;
#[derive(Debug, Default, Clone)]
pub struct EnvironmentalConditions;
#[derive(Debug, Default, Clone)]
pub struct UserInfo;
#[derive(Debug, Default, Clone, Copy)]
pub struct EventSource;
#[derive(Debug, Default, Clone)]
pub struct GlobalRetryConfig;
#[derive(Debug, Default, Clone)]
pub struct ValidationCacheConfig;
#[derive(Debug, Default, Clone)]
pub struct ValidationLoggingConfig;
#[derive(Debug, Default, Clone)]
pub struct ValidationMetricsConfig;
#[derive(Debug, Default, Clone)]
pub struct ValidationAlertConfig;
#[derive(Debug, Default, Clone)]
pub struct ValidationSecurityConfig;
#[derive(Debug, Default, Clone)]
pub struct PerformanceThresholds;
#[derive(Debug, Default, Clone)]
pub struct ValidationResourceLimits;
#[derive(Debug, Default, Clone)]
pub struct QualityGatesConfig;
#[derive(Debug, Default, Clone)]
pub struct IntegrationConfig;
#[derive(Debug, Default)]
pub struct ComplianceStandard;
#[derive(Debug, Default)]
pub struct Regulation;
#[derive(Debug, Default)]
pub struct CompliancePolicy;
#[derive(Debug, Default)]
pub struct AuditTrailManager;
#[derive(Debug, Default)]
pub struct ComplianceReportingSystem;
#[derive(Debug, Default)]
pub struct ViolationTracker;
#[derive(Debug, Default)]
pub struct ComplianceMetrics;
#[derive(Debug, Default)]
pub struct AutomatedComplianceCheck;
#[derive(Debug, Default)]
pub struct Constraint;
#[derive(Debug, Default)]
pub struct ConstraintViolationDetector;
#[derive(Debug, Default)]
pub struct ConstraintSatisfactionChecker;
#[derive(Debug, Default)]
pub struct ConstraintOptimizationEngine;
#[derive(Debug, Default)]
pub struct ConstraintDependencyAnalyzer;
#[derive(Debug, Default)]
pub struct ConstraintPerformanceTracker;
#[derive(Debug, Default)]
pub struct ConstraintAlertSystem;
#[derive(Debug, Default)]
pub struct ConstraintAdaptationSystem;
#[derive(Debug, Default)]
pub struct ValidityIndicator;
#[derive(Debug, Default)]
pub struct PerformanceImpactAnalysis;
#[derive(Debug, Default)]
pub struct ComplianceStatus;
#[derive(Debug, Default)]
pub struct ValidationResourceUsage;
#[derive(Debug, Default)]
pub struct ConfidenceMetrics;
#[derive(Debug, Default)]
pub struct ValidationRecommendation;
#[derive(Debug, Default)]
pub struct ValidationMetadata;
#[derive(Debug, Default)]
pub struct StatisticalValidationResults;
#[derive(Debug, Default)]
pub struct ValidationAnomaly;
#[derive(Debug, Default)]
pub struct ABTestResults;
#[derive(Debug, Default)]
pub struct RuleResourceUsage;
#[derive(Debug, Default)]
pub struct SystemState;
#[derive(Debug, Default)]
pub struct ConstraintValidationResult;
#[derive(Debug, Default)]
pub struct RiskAssessmentContext;
#[derive(Debug, Default)]
pub struct ABTestConfig;
#[derive(Debug, Default)]
pub struct ValidationEventFilter;
#[derive(Debug, Default)]
pub struct ValidationReportConfig;
#[derive(Debug, Default)]
pub struct ValidationReport;
#[derive(Debug, Default)]
pub struct ValidationMetrics;
#[derive(Debug, Default)]
pub struct ValidationConfiguration;
#[derive(Debug, Default)]
pub struct ComparisonOperator;
#[derive(Debug, Default)]
pub struct SecurityLevel;
#[derive(Debug, Default)]
pub struct LogicalOperator;
#[derive(Debug, Default, Copy, Clone)]
pub struct RecommendationPriority;
#[derive(Debug, Default, Copy, Clone)]
pub struct RecommendationCategory;
#[derive(Debug, Default, Copy, Clone)]
pub struct RecommendationImpact;
#[derive(Debug, Default, Copy, Clone)]
pub struct RecommendationEffort;
#[derive(Debug, Default, Copy, Clone)]
pub struct RecommendationTimeline;
impl ValidationPriority {
pub const High: Self = Self;
pub const Medium: Self = Self;
pub const Critical: Self = Self;
}
impl SuccessCriterion {
pub const MinimumScore: fn(f32) -> Self = |_| Self;
pub const NoFatalErrors: Self = Self;
pub const SecurityCompliance: Self = Self;
pub const NoSecurityViolations: Self = Self;
}
impl FailureHandlingStrategy {
pub const Rollback: Self = Self;
pub const Warn: Self = Self;
pub const Block: Self = Self;
}
impl ResourceRequirements {
fn low() -> Self {
Self
}
fn high() -> Self {
Self
}
}
impl ContextRequirements {
fn minimal() -> Self {
Self
}
fn security() -> Self {
Self
}
}
impl PerformanceBenchmarks {
fn security() -> Self {
Self
}
}
impl RetryConfig {
fn aggressive() -> Self {
Self
}
}
impl ValidationEventFilter {
fn matches(&self, event: &ValidationEvent) -> bool {
true
}
}
impl RuleValidationStatus {
pub const Passed: Self = Self;
pub const Failed: Self = Self;
pub const Fatal: Self = Self;
pub const Warning: Self = Self;
}
impl ValidationEventType {
pub const ValidationCompleted: Self = Self;
}
impl EventSource {
pub const Validator: Self = Self;
}
impl RollbackComplexity {
pub const Simple: Self = Self;
}