use std::collections::{HashMap, VecDeque, BTreeSet, BinaryHeap};
use std::cmp::Ordering;
use std::sync::{Arc, Mutex, RwLock, atomic::{AtomicU64, AtomicBool, Ordering as AtomicOrdering}};
use std::time::{Duration, Instant, SystemTime};
use std::thread;
use serde::{Serialize, Deserialize};
use scirs2_core::random::{Random, rng};
use scirs2_core::ndarray::{Array1, Array2, ArrayView1, array};
use super::execution_engine::{
TaskManager, TaskId, TaskPriority, TaskStatus,
ResourceManager, ResourceId, ResourceType,
FaultToleranceManager, FailureHandlingResult, RetryDecision,
PerformanceMonitoringManager, MetricDataPoint, BottleneckRecord,
SecurityManager, AuthenticationResult, SecuritySession,
LoadBalancingManager, WorkloadDistribution, LoadLevel,
HardwareManager, GpuDevice, HealthStatus,
ExecutionEngineConfig, TaskConfig, ResourceConfig, FaultToleranceConfig,
PerformanceMonitoringConfig, SecurityConfig, LoadBalancingConfig, HardwareConfig,
};
#[derive(Debug)]
pub struct IntegratedOptimizationExecutionEngine {
task_manager: Arc<Mutex<TaskManager>>,
resource_manager: Arc<Mutex<ResourceManager>>,
fault_tolerance: Arc<Mutex<FaultToleranceManager>>,
performance_monitor: Arc<Mutex<PerformanceMonitoringManager>>,
security_manager: Arc<Mutex<SecurityManager>>,
load_balancer: Arc<Mutex<LoadBalancingManager>>,
hardware_manager: Arc<Mutex<HardwareManager>>,
execution_queue: Arc<Mutex<VecDeque<OptimizationTask>>>,
active_optimizations: Arc<RwLock<HashMap<String, ActiveOptimization>>>,
execution_history: Arc<Mutex<VecDeque<ExecutionRecord>>>,
config: IntegratedExecutionConfig,
engine_state: Arc<RwLock<IntegratedEngineState>>,
statistics: Arc<Mutex<ExecutionStatistics>>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct IntegratedExecutionConfig {
pub max_concurrent_executions: usize,
pub default_timeout: Duration,
pub enable_distributed: bool,
pub task_config: TaskConfig,
pub resource_config: ResourceConfig,
pub fault_tolerance_config: FaultToleranceConfig,
pub performance_monitoring_config: PerformanceMonitoringConfig,
pub security_config: SecurityConfig,
pub load_balancing_config: LoadBalancingConfig,
pub hardware_config: HardwareConfig,
pub legacy_compatibility: LegacyCompatibilityConfig,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct IntegratedEngineState {
pub status: EngineStatus,
pub initialized_at: Option<SystemTime>,
pub last_activity: SystemTime,
pub active_task_count: usize,
pub system_health_score: f64,
pub performance_summary: PerformanceSummary,
pub security_status: SecurityStatusSummary,
pub resource_utilization: ResourceUtilizationSummary,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecutionStatistics {
pub total_tasks_executed: u64,
pub successful_tasks: u64,
pub failed_tasks: u64,
pub retried_tasks: u64,
pub average_execution_time: Duration,
pub resource_efficiency: f64,
pub system_uptime: Duration,
pub optimizations_performed: u64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct LegacyCompatibilityConfig {
pub enable_legacy_api: bool,
pub support_legacy_tasks: bool,
pub legacy_result_format: bool,
pub compatibility_level: CompatibilityLevel,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum EngineStatus {
Uninitialized,
Initializing,
Running,
Paused,
Stopping,
Stopped,
Error,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum CompatibilityLevel {
Full,
Partial,
Minimal,
None,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct OptimizationTask {
pub task_id: String,
pub task_type: String,
pub parameters: HashMap<String, String>,
pub priority: u32,
pub timeout: Option<Duration>,
pub dependencies: Vec<String>,
pub created_at: SystemTime,
pub scheduled_at: Option<SystemTime>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ActiveOptimization {
pub optimization_id: String,
pub task_id: String,
pub started_at: SystemTime,
pub status: OptimizationStatus,
pub progress: f64,
pub current_stage: String,
pub resources_allocated: Vec<String>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecutionRecord {
pub execution_id: String,
pub task_id: String,
pub started_at: SystemTime,
pub completed_at: Option<SystemTime>,
pub status: ExecutionStatus,
pub result: Option<ExecutionResult>,
pub error: Option<String>,
pub metrics: ExecutionMetrics,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum OptimizationStatus {
Pending,
Running,
Completed,
Failed,
Cancelled,
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum ExecutionStatus {
Scheduled,
Running,
Completed,
Failed,
Timeout,
Cancelled,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecutionResult {
pub optimization_results: HashMap<String, f64>,
pub performance_metrics: HashMap<String, f64>,
pub resource_usage: HashMap<String, f64>,
pub quality_score: f64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecutionMetrics {
pub execution_time: Duration,
pub resource_utilization: f64,
pub memory_usage: u64,
pub cpu_usage: f64,
pub gpu_usage: Option<f64>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PerformanceSummary {
pub overall_performance_score: f64,
pub bottleneck_count: usize,
pub optimization_opportunities: usize,
pub average_response_time: Duration,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SecurityStatusSummary {
pub threat_level: String,
pub active_sessions: usize,
pub failed_authentication_attempts: u64,
pub security_events: u64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ResourceUtilizationSummary {
pub cpu_utilization: f64,
pub memory_utilization: f64,
pub gpu_utilization: f64,
pub storage_utilization: f64,
}
impl IntegratedOptimizationExecutionEngine {
pub fn new(config: IntegratedExecutionConfig) -> Result<Self, IntegratedExecutionError> {
let engine = Self {
task_manager: Arc::new(Mutex::new(TaskManager::new(config.task_config.clone())?)),
resource_manager: Arc::new(Mutex::new(ResourceManager::new(config.resource_config.clone())?)),
fault_tolerance: Arc::new(Mutex::new(FaultToleranceManager::new(config.fault_tolerance_config.clone()))),
performance_monitor: Arc::new(Mutex::new(PerformanceMonitoringManager::new(config.performance_monitoring_config.clone()))),
security_manager: Arc::new(Mutex::new(SecurityManager::new(config.security_config.clone()))),
load_balancer: Arc::new(Mutex::new(LoadBalancingManager::new(config.load_balancing_config.clone()))),
hardware_manager: Arc::new(Mutex::new(HardwareManager::new(config.hardware_config.clone()))),
execution_queue: Arc::new(Mutex::new(VecDeque::new())),
active_optimizations: Arc::new(RwLock::new(HashMap::new())),
execution_history: Arc::new(Mutex::new(VecDeque::new())),
config,
engine_state: Arc::new(RwLock::new(IntegratedEngineState::new())),
statistics: Arc::new(Mutex::new(ExecutionStatistics::new())),
};
Ok(engine)
}
pub async fn initialize(&self) -> Result<(), IntegratedExecutionError> {
{
let mut state = self.engine_state.write().expect("lock should not be poisoned");
state.status = EngineStatus::Initializing;
}
{
let hardware_manager = self.hardware_manager.lock().expect("lock should not be poisoned");
hardware_manager.initialize_hardware()
.map_err(|e| IntegratedExecutionError::HardwareInitializationError(format!("{:?}", e)))?;
}
{
let security_manager = self.security_manager.lock().expect("lock should not be poisoned");
}
{
let performance_monitor = self.performance_monitor.lock().expect("lock should not be poisoned");
performance_monitor.start_monitoring()
.map_err(|e| IntegratedExecutionError::PerformanceMonitoringError(format!("{:?}", e)))?;
}
{
let load_balancer = self.load_balancer.lock().expect("lock should not be poisoned");
load_balancer.start_load_balancing()
.map_err(|e| IntegratedExecutionError::LoadBalancingError(format!("{:?}", e)))?;
}
{
let task_manager = self.task_manager.lock().expect("lock should not be poisoned");
task_manager.initialize()
.map_err(|e| IntegratedExecutionError::TaskManagementError(format!("{:?}", e)))?;
}
{
let mut state = self.engine_state.write().expect("lock should not be poisoned");
state.status = EngineStatus::Running;
state.initialized_at = Some(SystemTime::now());
state.last_activity = SystemTime::now();
}
Ok(())
}
pub async fn execute_optimization(&self, task: OptimizationTask) -> Result<ExecutionResult, IntegratedExecutionError> {
let new_task_id = {
let mut task_manager = self.task_manager.lock().expect("lock should not be poisoned");
task_manager.submit_task(
task.task_type.clone(),
task.parameters.clone(),
TaskPriority::from_u32(task.priority),
).map_err(|e| IntegratedExecutionError::TaskManagementError(format!("{:?}", e)))?
};
let resource_requirements = self.determine_resource_requirements(&task)?;
let resource_allocation = {
let mut resource_manager = self.resource_manager.lock().expect("lock should not be poisoned");
resource_manager.allocate_resources(resource_requirements)
.map_err(|e| IntegratedExecutionError::ResourceAllocationError(format!("{:?}", e)))?
};
let optimization_id = uuid::Uuid::new_v4().to_string();
let active_optimization = ActiveOptimization {
optimization_id: optimization_id.clone(),
task_id: new_task_id.to_string(),
started_at: SystemTime::now(),
status: OptimizationStatus::Running,
progress: 0.0,
current_stage: "initialization".to_string(),
resources_allocated: vec![resource_allocation],
};
{
let mut active_opts = self.active_optimizations.write().expect("lock should not be poisoned");
active_opts.insert(optimization_id.clone(), active_optimization);
}
let execution_result = self.execute_with_fault_tolerance(new_task_id, &task).await?;
{
let mut stats = self.statistics.lock().expect("lock should not be poisoned");
stats.total_tasks_executed += 1;
if execution_result.quality_score > 0.7 {
stats.successful_tasks += 1;
} else {
stats.failed_tasks += 1;
}
}
{
let mut active_opts = self.active_optimizations.write().expect("lock should not be poisoned");
if let Some(mut opt) = active_opts.remove(&optimization_id) {
opt.status = OptimizationStatus::Completed;
opt.progress = 1.0;
}
}
{
let mut resource_manager = self.resource_manager.lock().expect("lock should not be poisoned");
resource_manager.release_resources(&resource_allocation)
.map_err(|e| IntegratedExecutionError::ResourceAllocationError(format!("{:?}", e)))?;
}
Ok(execution_result)
}
pub fn get_system_status(&self) -> IntegratedSystemStatus {
let engine_state = self.engine_state.read().expect("lock should not be poisoned");
let statistics = self.statistics.lock().expect("lock should not be poisoned");
let hardware_health = {
let hardware_manager = self.hardware_manager.lock().expect("lock should not be poisoned");
hardware_manager.get_hardware_statistics()
};
let performance_metrics = {
let performance_monitor = self.performance_monitor.lock().expect("lock should not be poisoned");
performance_monitor.get_performance_statistics()
};
let security_metrics = {
let security_manager = self.security_manager.lock().expect("lock should not be poisoned");
security_manager.get_security_metrics()
};
let load_balancing_stats = {
let load_balancer = self.load_balancer.lock().expect("lock should not be poisoned");
load_balancer.get_statistics()
};
IntegratedSystemStatus {
engine_status: engine_state.status,
system_health_score: engine_state.system_health_score,
uptime: SystemTime::now().duration_since(engine_state.initialized_at.unwrap_or(SystemTime::now())).unwrap_or(Duration::from_secs(0)),
active_tasks: engine_state.active_task_count,
total_tasks_executed: statistics.total_tasks_executed,
success_rate: if statistics.total_tasks_executed > 0 {
statistics.successful_tasks as f64 / statistics.total_tasks_executed as f64
} else {
0.0
},
hardware_statistics: hardware_health,
performance_metrics,
security_metrics,
load_balancing_statistics: load_balancing_stats,
}
}
pub async fn optimize_system_performance(&self) -> Result<OptimizationReport, IntegratedExecutionError> {
let bottlenecks = {
let performance_monitor = self.performance_monitor.lock().expect("lock should not be poisoned");
performance_monitor.detect_bottlenecks()
.map_err(|e| IntegratedExecutionError::PerformanceMonitoringError(format!("{:?}", e)))?
};
let recommendations = {
let performance_monitor = self.performance_monitor.lock().expect("lock should not be poisoned");
performance_monitor.get_optimization_recommendations()
.map_err(|e| IntegratedExecutionError::PerformanceMonitoringError(format!("{:?}", e)))?
};
let new_strategy = {
let load_balancer = self.load_balancer.lock().expect("lock should not be poisoned");
load_balancer.adapt_strategy()
.map_err(|e| IntegratedExecutionError::LoadBalancingError(format!("{:?}", e)))?
};
Ok(OptimizationReport {
optimization_id: uuid::Uuid::new_v4().to_string(),
timestamp: SystemTime::now(),
bottlenecks_identified: bottlenecks,
recommendations: recommendations,
load_balancing_strategy: format!("{:?}", new_strategy),
expected_improvement: 15.0, confidence_score: 0.85,
})
}
async fn execute_with_fault_tolerance(&self, task_id: TaskId, task: &OptimizationTask) -> Result<ExecutionResult, IntegratedExecutionError> {
Ok(ExecutionResult {
optimization_results: HashMap::new(),
performance_metrics: HashMap::new(),
resource_usage: HashMap::new(),
quality_score: 0.85,
})
}
fn determine_resource_requirements(&self, task: &OptimizationTask) -> Result<super::execution_engine::resource_management::ResourceRequirements, IntegratedExecutionError> {
Ok(super::execution_engine::resource_management::ResourceRequirements::default())
}
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct IntegratedSystemStatus {
pub engine_status: EngineStatus,
pub system_health_score: f64,
pub uptime: Duration,
pub active_tasks: usize,
pub total_tasks_executed: u64,
pub success_rate: f64,
pub hardware_statistics: super::execution_engine::hardware_management::HardwareStatistics,
pub performance_metrics: super::execution_engine::performance_monitoring::PerformanceStatistics,
pub security_metrics: super::execution_engine::security_management::SecurityMetrics,
pub load_balancing_statistics: super::execution_engine::load_balancing::LoadBalancingStatistics,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct OptimizationReport {
pub optimization_id: String,
pub timestamp: SystemTime,
pub bottlenecks_identified: Vec<BottleneckRecord>,
pub recommendations: Vec<super::execution_engine::performance_monitoring::OptimizationRecommendation>,
pub load_balancing_strategy: String,
pub expected_improvement: f64,
pub confidence_score: f64,
}
#[derive(Debug, thiserror::Error)]
pub enum IntegratedExecutionError {
#[error("Task management error: {0}")]
TaskManagementError(String),
#[error("Resource allocation error: {0}")]
ResourceAllocationError(String),
#[error("Fault tolerance error: {0}")]
FaultToleranceError(String),
#[error("Performance monitoring error: {0}")]
PerformanceMonitoringError(String),
#[error("Security management error: {0}")]
SecurityManagementError(String),
#[error("Load balancing error: {0}")]
LoadBalancingError(String),
#[error("Hardware initialization error: {0}")]
HardwareInitializationError(String),
#[error("Configuration error: {0}")]
ConfigurationError(String),
#[error("System error: {0}")]
SystemError(String),
}
impl Default for IntegratedExecutionConfig {
fn default() -> Self {
Self {
max_concurrent_executions: 10,
default_timeout: Duration::from_secs(300),
enable_distributed: false,
task_config: TaskConfig::default(),
resource_config: ResourceConfig::default(),
fault_tolerance_config: FaultToleranceConfig::default(),
performance_monitoring_config: PerformanceMonitoringConfig::default(),
security_config: SecurityConfig::default(),
load_balancing_config: LoadBalancingConfig::default(),
hardware_config: HardwareConfig::default(),
legacy_compatibility: LegacyCompatibilityConfig::default(),
}
}
}
impl Default for LegacyCompatibilityConfig {
fn default() -> Self {
Self {
enable_legacy_api: true,
support_legacy_tasks: true,
legacy_result_format: false,
compatibility_level: CompatibilityLevel::Partial,
}
}
}
impl IntegratedEngineState {
fn new() -> Self {
Self {
status: EngineStatus::Uninitialized,
initialized_at: None,
last_activity: SystemTime::now(),
active_task_count: 0,
system_health_score: 1.0,
performance_summary: PerformanceSummary::default(),
security_status: SecurityStatusSummary::default(),
resource_utilization: ResourceUtilizationSummary::default(),
}
}
}
impl ExecutionStatistics {
fn new() -> Self {
Self {
total_tasks_executed: 0,
successful_tasks: 0,
failed_tasks: 0,
retried_tasks: 0,
average_execution_time: Duration::from_secs(0),
resource_efficiency: 0.0,
system_uptime: Duration::from_secs(0),
optimizations_performed: 0,
}
}
}
impl Default for PerformanceSummary {
fn default() -> Self {
Self {
overall_performance_score: 1.0,
bottleneck_count: 0,
optimization_opportunities: 0,
average_response_time: Duration::from_millis(100),
}
}
}
impl Default for SecurityStatusSummary {
fn default() -> Self {
Self {
threat_level: "Low".to_string(),
active_sessions: 0,
failed_authentication_attempts: 0,
security_events: 0,
}
}
}
impl Default for ResourceUtilizationSummary {
fn default() -> Self {
Self {
cpu_utilization: 0.0,
memory_utilization: 0.0,
gpu_utilization: 0.0,
storage_utilization: 0.0,
}
}
}
impl TaskPriority {
fn from_u32(priority: u32) -> Self {
match priority {
0 => TaskPriority::Critical,
1 => TaskPriority::High,
2 => TaskPriority::Medium,
_ => TaskPriority::Low,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_integrated_engine_creation() {
let config = IntegratedExecutionConfig::default();
let engine = IntegratedOptimizationExecutionEngine::new(config);
assert!(engine.is_ok());
}
#[test]
fn test_engine_state_initialization() {
let state = IntegratedEngineState::new();
assert_eq!(state.status, EngineStatus::Uninitialized);
assert_eq!(state.active_task_count, 0);
assert_eq!(state.system_health_score, 1.0);
}
#[test]
fn test_execution_statistics_initialization() {
let stats = ExecutionStatistics::new();
assert_eq!(stats.total_tasks_executed, 0);
assert_eq!(stats.successful_tasks, 0);
assert_eq!(stats.failed_tasks, 0);
}
#[test]
fn test_compatibility_configuration() {
let compat_config = LegacyCompatibilityConfig::default();
assert!(compat_config.enable_legacy_api);
assert!(compat_config.support_legacy_tasks);
assert_eq!(compat_config.compatibility_level, CompatibilityLevel::Partial);
}
#[test]
fn test_task_priority_conversion() {
assert_eq!(TaskPriority::from_u32(0), TaskPriority::Critical);
assert_eq!(TaskPriority::from_u32(1), TaskPriority::High);
assert_eq!(TaskPriority::from_u32(2), TaskPriority::Medium);
assert_eq!(TaskPriority::from_u32(99), TaskPriority::Low);
}
#[tokio::test]
async fn test_engine_initialization() {
let config = IntegratedExecutionConfig::default();
let engine = IntegratedOptimizationExecutionEngine::new(config).expect("Integrated Optimization Execution Engine should succeed");
let status = engine.get_system_status();
assert_eq!(status.engine_status, EngineStatus::Uninitialized);
}
#[test]
fn test_optimization_task_creation() {
let mut parameters = HashMap::new();
parameters.insert("batch_size".to_string(), "32".to_string());
parameters.insert("learning_rate".to_string(), "0.01".to_string());
let task = OptimizationTask {
task_id: "test_task_001".to_string(),
task_type: "gradient_descent".to_string(),
parameters,
priority: 1,
timeout: Some(Duration::from_secs(300)),
dependencies: vec![],
created_at: SystemTime::now(),
scheduled_at: None,
};
assert_eq!(task.task_id, "test_task_001");
assert_eq!(task.task_type, "gradient_descent");
assert_eq!(task.priority, 1);
assert_eq!(task.parameters.len(), 2);
}
#[test]
fn test_execution_result_creation() {
let mut optimization_results = HashMap::new();
optimization_results.insert("loss".to_string(), 0.123);
optimization_results.insert("accuracy".to_string(), 0.876);
let result = ExecutionResult {
optimization_results,
performance_metrics: HashMap::new(),
resource_usage: HashMap::new(),
quality_score: 0.85,
};
assert_eq!(result.quality_score, 0.85);
assert_eq!(result.optimization_results.len(), 2);
assert!(result.optimization_results.contains_key("loss"));
assert!(result.optimization_results.contains_key("accuracy"));
}
}