use serde::{Deserialize, Serialize};
use std::collections::HashMap;
pub struct WorkloadClassifier {
categories: HashMap<String, WorkloadCategory>,
current_workload: WorkloadCharacteristics,
transition_matrix: TransitionMatrix,
adaptive_thresholds: AdaptiveThresholds,
}
#[derive(Debug, Clone)]
pub struct WorkloadCategory {
pub name: String,
pub characteristics: WorkloadCharacteristics,
pub optimization_strategy: OptimizationStrategy,
pub resource_requirements: ResourceRequirements,
}
#[derive(Debug, Clone)]
pub struct WorkloadCharacteristics {
pub query_rate: f64,
pub avg_complexity: f64,
pub read_write_ratio: f64,
pub temporal_locality: f64,
pub data_locality: f64,
pub concurrency_level: usize,
pub resource_intensity: ResourceIntensity,
}
#[derive(Debug, Clone)]
pub struct ResourceIntensity {
pub cpu_intensive: f64,
pub memory_intensive: f64,
pub io_intensive: f64,
pub network_intensive: f64,
}
#[derive(Debug, Clone)]
pub struct OptimizationStrategy {
pub priority_optimizations: Vec<OptimizationType>,
pub resource_allocation: ResourceAllocation,
pub caching_strategy: CachingStrategy,
pub parallelization_factor: f64,
}
#[derive(Debug, Clone)]
pub struct ResourceAllocation {
pub memory_allocation: f64,
pub cpu_allocation: f64,
pub io_bandwidth: f64,
pub connection_pool_size: usize,
}
#[derive(Debug, Clone)]
pub struct CachingStrategy {
pub cache_size: usize,
pub eviction_policy: EvictionPolicy,
pub prefetch_strategy: PrefetchStrategy,
pub invalidation_strategy: InvalidationStrategy,
}
#[derive(Debug, Clone)]
pub enum EvictionPolicy {
Lru,
Lfu,
Arc,
Adaptive,
}
#[derive(Debug, Clone)]
pub enum PrefetchStrategy {
None,
Sequential,
Predictive,
Collaborative,
}
#[derive(Debug, Clone)]
pub enum InvalidationStrategy {
Ttl,
WriteThrough,
EventDriven,
Adaptive,
}
#[derive(Debug, Clone)]
pub struct ResourceRequirements {
pub min_memory: usize,
pub max_memory: usize,
pub cpu_cores: usize,
pub io_bandwidth: f64,
pub network_bandwidth: f64,
}
#[derive(Debug, Clone)]
impl WorkloadClassifier {
pub fn new() -> Self {
Self {
categories: HashMap::new(),
current_workload: WorkloadCharacteristics::default(),
transition_matrix: TransitionMatrix::new(),
adaptive_thresholds: AdaptiveThresholds::new(),
}
}
pub fn classify_workload(&mut self, algebra: &Algebra, execution_time: Duration) -> Result<()> {
Ok(())
}
pub fn get_current_classification(&self) -> WorkloadCategory {
WorkloadCategory {
name: "balanced".to_string(),
characteristics: self.current_workload.clone(),
optimization_strategy: OptimizationStrategy::default(),
resource_requirements: ResourceRequirements::default(),
}
}
}
impl Default for WorkloadCharacteristics {
fn default() -> Self {
Self {
query_rate: 10.0,
avg_complexity: 5.0,
read_write_ratio: 0.9,
temporal_locality: 0.7,
data_locality: 0.8,
concurrency_level: 4,
resource_intensity: ResourceIntensity::default(),
}
}
}
impl Default for ResourceIntensity {
fn default() -> Self {
Self {
cpu_intensive: 0.5,
memory_intensive: 0.5,
io_intensive: 0.3,
network_intensive: 0.2,
}
}
}
impl Default for OptimizationStrategy {
fn default() -> Self {
Self {
priority_optimizations: vec![OptimizationType::JoinReordering],
resource_allocation: ResourceAllocation::default(),
caching_strategy: CachingStrategy::default(),
parallelization_factor: 2.0,
}
}
}
impl Default for ResourceAllocation {
fn default() -> Self {
Self {
memory_allocation: 0.8,
cpu_allocation: 0.8,
io_bandwidth: 100.0,
connection_pool_size: 10,
}
}
}
impl Default for CachingStrategy {
fn default() -> Self {
Self {
cache_size: 1024 * 1024 * 100, eviction_policy: EvictionPolicy::Lru,
prefetch_strategy: PrefetchStrategy::Sequential,
invalidation_strategy: InvalidationStrategy::Ttl,
}
}
}
impl Default for ResourceRequirements {
fn default() -> Self {
Self {
min_memory: 1024 * 1024 * 64, max_memory: 1024 * 1024 * 1024, cpu_cores: 2,
io_bandwidth: 50.0,
network_bandwidth: 10.0,
}
}
}