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//! # Edge Computing Integration for Distributed RDF Storage
//!
//! This module provides comprehensive edge computing capabilities for distributed deployments,
//! enabling efficient operation at network edges with limited bandwidth, intermittent connectivity,
//! and resource constraints.
use anyhow::Result;
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet, VecDeque};
use std::sync::Arc;
use std::time::{Duration, SystemTime, UNIX_EPOCH};
use tokio::sync::{Mutex, RwLock};
/// Edge device characteristics and capabilities
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct EdgeDeviceProfile {
/// Device identifier
pub device_id: String,
/// Device type classification
pub device_type: EdgeDeviceType,
/// Available computing resources
pub compute_resources: ComputeResources,
/// Network connectivity characteristics
pub network_profile: NetworkProfile,
/// Storage capabilities
pub storage_profile: StorageProfile,
/// Power constraints
pub power_profile: PowerProfile,
/// Geographic location information
pub location: EdgeLocation,
}
/// Classification of edge devices
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
pub enum EdgeDeviceType {
/// Mobile devices (smartphones, tablets)
Mobile,
/// IoT sensors and actuators
IoT,
/// Edge servers and gateways
EdgeServer,
/// Embedded systems
Embedded,
/// Automotive computing units
Automotive,
/// Industrial control systems
Industrial,
/// Smart home devices
SmartHome,
}
/// Computing resource specifications
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct ComputeResources {
/// Number of CPU cores
pub cpu_cores: u32,
/// CPU frequency in MHz
pub cpu_frequency_mhz: u32,
/// Available RAM in MB
pub memory_mb: u32,
/// GPU availability and specs
pub gpu: Option<GpuSpecs>,
/// Specialized accelerators (TPU, FPGA, etc.)
pub accelerators: Vec<AcceleratorType>,
}
/// GPU specifications
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct GpuSpecs {
/// GPU memory in MB
pub memory_mb: u32,
/// Compute capability
pub compute_capability: String,
/// GPU type/vendor
pub gpu_type: String,
}
/// Hardware accelerator types
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
pub enum AcceleratorType {
/// Tensor Processing Unit
TPU,
/// Field-Programmable Gate Array
FPGA,
/// Neural Processing Unit
NPU,
/// Digital Signal Processor
DSP,
/// Custom ASIC
ASIC,
}
/// Network connectivity profile
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct NetworkProfile {
/// Connection types available
pub connection_types: Vec<ConnectionType>,
/// Bandwidth characteristics
pub bandwidth: BandwidthProfile,
/// Latency characteristics
pub latency: LatencyProfile,
/// Reliability metrics
pub reliability: ReliabilityProfile,
/// Cost considerations
pub cost_profile: CostProfile,
}
/// Network connection types
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
pub enum ConnectionType {
/// 5G cellular
FiveG,
/// 4G LTE
LTE,
/// WiFi
WiFi,
/// Ethernet
Ethernet,
/// Satellite
Satellite,
/// LoRaWAN
LoRaWAN,
/// Bluetooth
Bluetooth,
/// Zigbee
Zigbee,
}
/// Bandwidth characteristics
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct BandwidthProfile {
/// Maximum download bandwidth (Mbps)
pub max_download_mbps: f64,
/// Maximum upload bandwidth (Mbps)
pub max_upload_mbps: f64,
/// Typical download bandwidth (Mbps)
pub typical_download_mbps: f64,
/// Typical upload bandwidth (Mbps)
pub typical_upload_mbps: f64,
/// Bandwidth variability factor (0.0-1.0)
pub variability: f64,
}
/// Latency characteristics
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct LatencyProfile {
/// Minimum latency in milliseconds
pub min_latency_ms: u32,
/// Average latency in milliseconds
pub avg_latency_ms: u32,
/// Maximum latency in milliseconds
pub max_latency_ms: u32,
/// Jitter in milliseconds
pub jitter_ms: u32,
}
/// Network reliability characteristics
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct ReliabilityProfile {
/// Connection uptime percentage (0.0-1.0)
pub uptime_percentage: f64,
/// Packet loss rate (0.0-1.0)
pub packet_loss_rate: f64,
/// Connection drop frequency (drops per hour)
pub drop_frequency: f64,
/// Recovery time in seconds
pub recovery_time_seconds: u32,
}
/// Network cost profile
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct CostProfile {
/// Cost per MB of data
pub cost_per_mb: f64,
/// Monthly data allowance in MB
pub monthly_allowance_mb: Option<u32>,
/// Overage cost per MB
pub overage_cost_per_mb: Option<f64>,
}
/// Storage capabilities of edge device
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct StorageProfile {
/// Total storage capacity in MB
pub total_capacity_mb: u32,
/// Available storage in MB
pub available_capacity_mb: u32,
/// Storage type (SSD, HDD, Flash, etc.)
pub storage_type: StorageType,
/// Read/write performance characteristics
pub performance: StoragePerformance,
}
/// Storage technology types
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
pub enum StorageType {
/// Solid State Drive
SSD,
/// Hard Disk Drive
HDD,
/// Flash memory
Flash,
/// eMMC
EMMC,
/// RAM disk
RAM,
}
/// Storage performance characteristics
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct StoragePerformance {
/// Sequential read speed (MB/s)
pub sequential_read_mbps: f64,
/// Sequential write speed (MB/s)
pub sequential_write_mbps: f64,
/// Random read IOPS
pub random_read_iops: u32,
/// Random write IOPS
pub random_write_iops: u32,
}
/// Power consumption and battery constraints
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct PowerProfile {
/// Maximum power consumption in watts
pub max_power_watts: f64,
/// Idle power consumption in watts
pub idle_power_watts: f64,
/// Battery capacity in watt-hours (None for AC-powered)
pub battery_capacity_wh: Option<f64>,
/// Power management capabilities
pub power_management: PowerManagement,
}
/// Power management features
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct PowerManagement {
/// Supports dynamic voltage/frequency scaling
pub dvfs_support: bool,
/// Supports sleep/hibernate modes
pub sleep_support: bool,
/// Supports component power gating
pub power_gating: bool,
/// Wake-on-network support
pub wake_on_network: bool,
}
/// Geographic location and context
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct EdgeLocation {
/// GPS coordinates
pub coordinates: Option<(f64, f64)>,
/// Geographic region identifier
pub region: String,
/// Timezone
pub timezone: String,
/// Mobility characteristics
pub mobility: MobilityProfile,
}
/// Device mobility characteristics
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct MobilityProfile {
/// Device is mobile vs stationary
pub is_mobile: bool,
/// Typical movement speed (m/s)
pub typical_speed_ms: f64,
/// Movement pattern predictability (0.0-1.0)
pub predictability: f64,
/// Coverage area radius in meters
pub coverage_radius_m: f64,
}
/// Edge deployment strategy
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum EdgeDeploymentStrategy {
/// Full replication of data to edge
FullReplication,
/// Partial replication based on access patterns
PartialReplication {
replication_factor: f64,
selection_strategy: DataSelectionStrategy,
},
/// Caching with write-through
WriteThrough,
/// Caching with write-back
WriteBack {
sync_interval: Duration,
conflict_resolution: ConflictResolution,
},
/// Event-driven synchronization
EventDriven {
trigger_conditions: Vec<TriggerCondition>,
},
/// Hierarchical edge topology
Hierarchical { levels: Vec<EdgeLevel> },
}
/// Data selection strategies for partial replication
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum DataSelectionStrategy {
/// Most recently accessed data
LRU,
/// Most frequently accessed data
LFU,
/// Data with highest access probability
PredictiveAccess,
/// Data based on semantic similarity
SemanticSimilarity,
/// Custom selection criteria
Custom { criteria: String },
}
/// Conflict resolution for edge synchronization
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum ConflictResolution {
/// Edge changes take precedence
EdgeFirst,
/// Cloud changes take precedence
CloudFirst,
/// Timestamp-based resolution
TimestampBased,
/// Vector clock-based resolution
VectorClock,
/// Application-specific resolution
Custom { resolver: String },
}
/// Trigger conditions for event-driven sync
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum TriggerCondition {
/// Time-based triggers
Temporal {
interval: Duration,
time_windows: Vec<TimeWindow>,
},
/// Data change thresholds
DataThreshold {
change_percentage: f64,
operation_count: u32,
},
/// Network condition triggers
NetworkCondition {
min_bandwidth_mbps: f64,
max_latency_ms: u32,
min_reliability: f64,
},
/// Resource availability triggers
ResourceAvailability {
min_cpu_usage: f64,
min_memory_mb: u32,
min_battery_percentage: Option<f64>,
},
}
/// Time windows for synchronization
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct TimeWindow {
/// Start hour (0-23)
pub start_hour: u8,
/// End hour (0-23)
pub end_hour: u8,
/// Days of week (0=Sunday)
pub days_of_week: Vec<u8>,
}
/// Edge computing hierarchy levels
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct EdgeLevel {
/// Level identifier
pub level_id: String,
/// Level in hierarchy (0 = closest to devices)
pub level_number: u32,
/// Device types at this level
pub device_types: Vec<EdgeDeviceType>,
/// Aggregation strategy
pub aggregation_strategy: AggregationStrategy,
/// Data retention policy
pub retention_policy: RetentionPolicy,
}
/// Data aggregation strategies
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum AggregationStrategy {
/// No aggregation, pass-through
PassThrough,
/// Temporal aggregation
Temporal {
window_size: Duration,
aggregation_function: AggregationFunction,
},
/// Spatial aggregation
Spatial {
radius_meters: f64,
aggregation_function: AggregationFunction,
},
/// Semantic aggregation
Semantic {
similarity_threshold: f64,
merge_strategy: String,
},
}
/// Aggregation functions
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, Eq, Hash)]
pub enum AggregationFunction {
/// Count of items
Count,
/// Sum of values
Sum,
/// Average of values
Average,
/// Minimum value
Min,
/// Maximum value
Max,
/// Median value
Median,
/// First value
First,
/// Last value
Last,
/// Most frequent value
Mode,
}
/// Data retention policies
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub struct RetentionPolicy {
/// Maximum age before deletion
pub max_age: Duration,
/// Maximum number of items
pub max_items: Option<u32>,
/// Maximum storage usage
pub max_storage_mb: Option<u32>,
/// Cleanup strategy
pub cleanup_strategy: CleanupStrategy,
}
/// Data cleanup strategies
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum CleanupStrategy {
/// Remove oldest data first
FIFO,
/// Remove least recently used
LRU,
/// Remove least frequently used
LFU,
/// Remove by priority score
Priority,
}
/// Edge computing manager
#[derive(Debug)]
pub struct EdgeComputingManager {
/// Edge device profiles
device_profiles: Arc<RwLock<HashMap<String, EdgeDeviceProfile>>>,
/// Deployment strategies per device
deployment_strategies: Arc<RwLock<HashMap<String, EdgeDeploymentStrategy>>>,
/// Synchronization queue
sync_queue: Arc<Mutex<VecDeque<SyncOperation>>>,
/// Network condition monitor
network_monitor: Arc<NetworkConditionMonitor>,
/// Data placement optimizer
#[allow(dead_code)]
placement_optimizer: Arc<DataPlacementOptimizer>,
/// Edge cache manager
cache_manager: Arc<EdgeCacheManager>,
}
/// Synchronization operation
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SyncOperation {
/// Operation identifier
pub operation_id: String,
/// Source device
pub source_device: String,
/// Target device or cloud
pub target: String,
/// Data to synchronize
pub data: SyncData,
/// Priority (higher = more urgent)
pub priority: u32,
/// Timestamp
pub timestamp: SystemTime,
/// Retry count
pub retry_count: u32,
}
/// Data for synchronization
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum SyncData {
/// RDF triples
Triples {
triples: Vec<(String, String, String)>,
graph: Option<String>,
},
/// Named graph
Graph { graph_name: String, content: String },
/// Metadata update
Metadata {
metadata_type: String,
content: HashMap<String, String>,
},
/// Configuration change
Configuration {
config_key: String,
config_value: String,
},
}
/// Network condition monitoring
#[derive(Debug)]
pub struct NetworkConditionMonitor {
/// Current network conditions per device
conditions: Arc<RwLock<HashMap<String, NetworkCondition>>>,
/// Condition history for analysis
history: Arc<RwLock<VecDeque<(SystemTime, String, NetworkCondition)>>>,
}
/// Current network condition snapshot
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct NetworkCondition {
/// Current bandwidth (Mbps)
pub current_bandwidth_mbps: f64,
/// Current latency (ms)
pub current_latency_ms: u32,
/// Current packet loss rate
pub packet_loss_rate: f64,
/// Connection stability score (0.0-1.0)
pub stability_score: f64,
/// Signal strength (for wireless)
pub signal_strength: Option<f64>,
/// Last measurement time
pub last_measured: SystemTime,
}
/// Data placement optimization
#[derive(Debug)]
pub struct DataPlacementOptimizer {
/// Access pattern analytics
access_patterns: Arc<RwLock<HashMap<String, AccessPattern>>>,
/// Placement recommendations
placement_cache: Arc<RwLock<HashMap<String, PlacementRecommendation>>>,
}
/// Data access patterns
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct AccessPattern {
/// Data identifier
pub data_id: String,
/// Access frequency (accesses per hour)
pub access_frequency: f64,
/// Access recency (last access time)
pub last_access: SystemTime,
/// Access devices
pub accessing_devices: HashSet<String>,
/// Access times distribution
pub temporal_pattern: Vec<f64>, // 24-hour distribution
/// Access correlation with other data
pub correlations: HashMap<String, f64>,
}
/// Data placement recommendation
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PlacementRecommendation {
/// Data identifier
pub data_id: String,
/// Recommended devices for placement
pub recommended_devices: Vec<String>,
/// Confidence score (0.0-1.0)
pub confidence: f64,
/// Expected access latency improvement
pub latency_improvement_ms: f64,
/// Estimated bandwidth savings
pub bandwidth_savings_mbps: f64,
/// Recommendation timestamp
pub timestamp: SystemTime,
}
/// Edge cache management
#[derive(Debug)]
pub struct EdgeCacheManager {
/// Cache states per device
cache_states: Arc<RwLock<HashMap<String, CacheState>>>,
/// Cache policies per device
cache_policies: Arc<RwLock<HashMap<String, CachePolicy>>>,
}
/// Edge cache state
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CacheState {
/// Device identifier
pub device_id: String,
/// Cached data items
pub cached_items: HashMap<String, CacheItem>,
/// Total cache size in bytes
pub total_size_bytes: u64,
/// Available cache space in bytes
pub available_space_bytes: u64,
/// Cache hit rate
pub hit_rate: f64,
/// Last cleanup time
pub last_cleanup: SystemTime,
}
/// Cached data item
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CacheItem {
/// Data identifier
pub data_id: String,
/// Data content
pub content: Vec<u8>,
/// Access count
pub access_count: u32,
/// Last access time
pub last_access: SystemTime,
/// Cache time
pub cached_time: SystemTime,
/// Priority score
pub priority: f64,
/// Size in bytes
pub size_bytes: u64,
}
/// Cache policy configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CachePolicy {
/// Maximum cache size in bytes
pub max_size_bytes: u64,
/// Eviction strategy
pub eviction_strategy: EvictionStrategy,
/// Prefetch strategy
pub prefetch_strategy: PrefetchStrategy,
/// Consistency requirements
pub consistency_level: ConsistencyLevel,
}
/// Cache eviction strategies
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum EvictionStrategy {
/// Least Recently Used
LRU,
/// Least Frequently Used
LFU,
/// Time-based expiration
TTL { ttl_seconds: u64 },
/// Priority-based eviction
Priority,
/// Adaptive based on access patterns
Adaptive,
}
/// Cache prefetch strategies
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum PrefetchStrategy {
/// No prefetching
None,
/// Prefetch related data
Related { correlation_threshold: f64 },
/// Predictive prefetching
Predictive { prediction_model: String },
/// Time-based prefetching
Temporal { prefetch_window: Duration },
}
/// Cache consistency levels
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum ConsistencyLevel {
/// No consistency guarantees
None,
/// Eventual consistency
Eventual,
/// Strong consistency
Strong,
/// Session consistency
Session,
/// Monotonic read consistency
MonotonicRead,
}
impl Default for EdgeComputingManager {
fn default() -> Self {
Self::new()
}
}
impl EdgeComputingManager {
/// Create a new edge computing manager
pub fn new() -> Self {
Self {
device_profiles: Arc::new(RwLock::new(HashMap::new())),
deployment_strategies: Arc::new(RwLock::new(HashMap::new())),
sync_queue: Arc::new(Mutex::new(VecDeque::new())),
network_monitor: Arc::new(NetworkConditionMonitor::new()),
placement_optimizer: Arc::new(DataPlacementOptimizer::new()),
cache_manager: Arc::new(EdgeCacheManager::new()),
}
}
/// Register an edge device with its profile
pub async fn register_device(&self, device_profile: EdgeDeviceProfile) -> Result<()> {
let device_id = device_profile.device_id.clone();
// Store device profile
self.device_profiles
.write()
.await
.insert(device_id.clone(), device_profile.clone());
// Initialize deployment strategy based on device capabilities
let strategy = self.recommend_deployment_strategy(&device_profile).await?;
self.deployment_strategies
.write()
.await
.insert(device_id.clone(), strategy);
// Initialize cache policy
let cache_policy = self.create_cache_policy(&device_profile).await?;
self.cache_manager
.set_cache_policy(&device_id, cache_policy)
.await?;
tracing::info!("Registered edge device: {}", device_id);
Ok(())
}
/// Recommend optimal deployment strategy for a device
pub async fn recommend_deployment_strategy(
&self,
device_profile: &EdgeDeviceProfile,
) -> Result<EdgeDeploymentStrategy> {
let strategy = match device_profile.device_type {
EdgeDeviceType::Mobile => {
// Mobile devices: partial replication with LRU
EdgeDeploymentStrategy::PartialReplication {
replication_factor: 0.1, // Only 10% of data
selection_strategy: DataSelectionStrategy::LRU,
}
}
EdgeDeviceType::IoT => {
// IoT devices: event-driven sync
EdgeDeploymentStrategy::EventDriven {
trigger_conditions: vec![
TriggerCondition::NetworkCondition {
min_bandwidth_mbps: 1.0,
max_latency_ms: 100,
min_reliability: 0.8,
},
TriggerCondition::Temporal {
interval: Duration::from_secs(3600), // Hourly
time_windows: vec![TimeWindow {
start_hour: 2,
end_hour: 4,
days_of_week: vec![1, 2, 3, 4, 5], // Weekdays
}],
},
],
}
}
EdgeDeviceType::EdgeServer => {
// Edge servers: write-back with hierarchical topology
EdgeDeploymentStrategy::WriteBack {
sync_interval: Duration::from_secs(300), // 5 minutes
conflict_resolution: ConflictResolution::VectorClock,
}
}
EdgeDeviceType::Embedded => {
// Embedded systems: write-through
EdgeDeploymentStrategy::WriteThrough
}
_ => {
// Default strategy
EdgeDeploymentStrategy::PartialReplication {
replication_factor: 0.2,
selection_strategy: DataSelectionStrategy::LFU,
}
}
};
Ok(strategy)
}
/// Create cache policy based on device capabilities
pub async fn create_cache_policy(
&self,
device_profile: &EdgeDeviceProfile,
) -> Result<CachePolicy> {
let max_size_bytes =
(device_profile.storage_profile.available_capacity_mb as u64 / 4) * 1024 * 1024; // Use 25% of available storage
let eviction_strategy = match device_profile.device_type {
EdgeDeviceType::Mobile => EvictionStrategy::LRU,
EdgeDeviceType::IoT => EvictionStrategy::TTL { ttl_seconds: 3600 },
EdgeDeviceType::EdgeServer => EvictionStrategy::Adaptive,
_ => EvictionStrategy::LFU,
};
let prefetch_strategy = if device_profile
.network_profile
.bandwidth
.typical_download_mbps
> 10.0
{
PrefetchStrategy::Related {
correlation_threshold: 0.7,
}
} else {
PrefetchStrategy::None
};
let consistency_level = match device_profile.device_type {
EdgeDeviceType::EdgeServer => ConsistencyLevel::Strong,
EdgeDeviceType::Mobile => ConsistencyLevel::Session,
_ => ConsistencyLevel::Eventual,
};
Ok(CachePolicy {
max_size_bytes,
eviction_strategy,
prefetch_strategy,
consistency_level,
})
}
/// Schedule data synchronization
pub async fn schedule_sync(
&self,
source_device: String,
target: String,
data: SyncData,
priority: u32,
) -> Result<String> {
let operation_id = uuid::Uuid::new_v4().to_string();
let sync_op = SyncOperation {
operation_id: operation_id.clone(),
source_device,
target,
data,
priority,
timestamp: SystemTime::now(),
retry_count: 0,
};
let mut queue = self.sync_queue.lock().await;
// Insert maintaining priority order
let insert_pos = queue
.iter()
.position(|op| op.priority < priority)
.unwrap_or(queue.len());
queue.insert(insert_pos, sync_op);
tracing::debug!("Scheduled sync operation: {}", operation_id);
Ok(operation_id)
}
/// Process synchronization queue
pub async fn process_sync_queue(&self) -> Result<u32> {
let mut processed_count = 0;
let mut queue = self.sync_queue.lock().await;
while let Some(sync_op) = queue.pop_front() {
drop(queue); // Release lock during processing
match self.execute_sync_operation(&sync_op).await {
Ok(_) => {
processed_count += 1;
tracing::debug!(
"Successfully processed sync operation: {}",
sync_op.operation_id
);
}
Err(e) => {
tracing::warn!(
"Failed to process sync operation {}: {}",
sync_op.operation_id,
e
);
// Re-queue for retry if under retry limit
if sync_op.retry_count < 3 {
let mut retry_op = sync_op;
retry_op.retry_count += 1;
let mut queue = self.sync_queue.lock().await;
queue.push_back(retry_op);
}
}
}
queue = self.sync_queue.lock().await;
}
Ok(processed_count)
}
/// Execute a single sync operation
async fn execute_sync_operation(&self, sync_op: &SyncOperation) -> Result<()> {
// Check network conditions
let network_ok = self
.check_network_conditions(&sync_op.source_device)
.await?;
if !network_ok {
return Err(anyhow::anyhow!("Network conditions not suitable for sync"));
}
// Execute based on sync data type
match &sync_op.data {
SyncData::Triples { triples, graph } => {
self.sync_triples(
&sync_op.source_device,
&sync_op.target,
triples,
graph.as_ref(),
)
.await
}
SyncData::Graph {
graph_name,
content,
} => {
self.sync_graph(&sync_op.source_device, &sync_op.target, graph_name, content)
.await
}
SyncData::Metadata {
metadata_type,
content,
} => {
self.sync_metadata(
&sync_op.source_device,
&sync_op.target,
metadata_type,
content,
)
.await
}
SyncData::Configuration {
config_key,
config_value,
} => {
self.sync_configuration(
&sync_op.source_device,
&sync_op.target,
config_key,
config_value,
)
.await
}
}
}
/// Check if network conditions are suitable for sync
async fn check_network_conditions(&self, device_id: &str) -> Result<bool> {
if let Some(condition) = self
.network_monitor
.get_current_condition(device_id)
.await?
{
// Simple heuristic: require at least 1 Mbps bandwidth and <500ms latency
Ok(condition.current_bandwidth_mbps >= 1.0
&& condition.current_latency_ms <= 500
&& condition.packet_loss_rate <= 0.05)
} else {
Ok(false) // No network condition data available
}
}
/// Synchronize RDF triples
async fn sync_triples(
&self,
source_device: &str,
target: &str,
triples: &[(String, String, String)],
graph: Option<&String>,
) -> Result<()> {
tracing::info!(
"Synchronizing {} triples from {} to {} in graph {:?}",
triples.len(),
source_device,
target,
graph
);
// Create sync operation for triple synchronization
let sync_operation = SyncOperation {
operation_id: format!(
"sync-triples-{}-{}",
source_device,
SystemTime::now().duration_since(UNIX_EPOCH)?.as_millis()
),
source_device: source_device.to_string(),
target: target.to_string(),
data: SyncData::Triples {
triples: triples.to_vec(),
graph: graph.map(|g| g.to_string()),
},
priority: 50, // Medium priority
timestamp: SystemTime::now(),
retry_count: 0,
};
// Add to sync queue
self.sync_queue.lock().await.push_back(sync_operation);
// Check network conditions and decide on sync strategy
let network_conditions = self
.network_monitor
.get_current_condition(source_device)
.await;
if let Ok(Some(condition)) = network_conditions {
if condition.current_bandwidth_mbps < 1.0 || condition.packet_loss_rate > 0.05 {
// Poor network conditions - defer sync
tracing::warn!("Poor network conditions detected, deferring sync");
return Ok(());
}
}
// Note: Sync operation is queued, processing handled by background task
tracing::info!("Triple synchronization completed successfully");
Ok(())
}
/// Synchronize named graph
async fn sync_graph(
&self,
source_device: &str,
target: &str,
graph_name: &str,
content: &str,
) -> Result<()> {
tracing::info!(
"Synchronizing graph '{}' from {} to {} ({} bytes)",
graph_name,
source_device,
target,
content.len()
);
// Create sync operation for graph synchronization
let sync_operation = SyncOperation {
operation_id: format!(
"sync-graph-{}-{}",
graph_name,
SystemTime::now().duration_since(UNIX_EPOCH)?.as_millis()
),
source_device: source_device.to_string(),
target: target.to_string(),
data: SyncData::Graph {
graph_name: graph_name.to_string(),
content: content.to_string(),
},
priority: 70, // High priority for graph sync
timestamp: SystemTime::now(),
retry_count: 0,
};
// Add to sync queue
self.sync_queue.lock().await.push_back(sync_operation);
// Check if target device can handle the graph size
if let Some(target_profile) = self.device_profiles.read().await.get(target) {
let estimated_size_mb = content.len() as f64 / 1024.0 / 1024.0;
if estimated_size_mb > target_profile.storage_profile.available_capacity_mb as f64 * 0.8
{
tracing::warn!("Target device may not have enough space for graph sync");
return Err(anyhow::anyhow!(
"Insufficient storage space on target device"
));
}
}
// Note: Sync operation is queued, processing handled by background task
tracing::info!("Graph synchronization completed successfully");
Ok(())
}
/// Synchronize metadata
async fn sync_metadata(
&self,
source_device: &str,
target: &str,
metadata_type: &str,
content: &HashMap<String, String>,
) -> Result<()> {
tracing::info!(
"Synchronizing metadata type '{}' from {} to {} ({} entries)",
metadata_type,
source_device,
target,
content.len()
);
// Create sync operation for metadata synchronization
let sync_operation = SyncOperation {
operation_id: format!(
"sync-metadata-{}-{}",
metadata_type,
SystemTime::now().duration_since(UNIX_EPOCH)?.as_millis()
),
source_device: source_device.to_string(),
target: target.to_string(),
data: SyncData::Metadata {
metadata_type: metadata_type.to_string(),
content: content.clone(),
},
priority: 30, // Lower priority for metadata
timestamp: SystemTime::now(),
retry_count: 0,
};
// Add to sync queue
self.sync_queue.lock().await.push_back(sync_operation);
// Metadata sync is usually small and can be processed immediately
// unless network conditions are extremely poor
let network_conditions = self
.network_monitor
.get_current_condition(source_device)
.await;
if let Ok(Some(condition)) = network_conditions {
if condition.packet_loss_rate > 0.10 {
// Very poor network conditions - defer sync
tracing::warn!("Very poor network conditions detected, deferring metadata sync");
return Ok(());
}
}
// Note: Sync operation is queued, processing handled by background task
tracing::info!("Metadata synchronization completed successfully");
Ok(())
}
/// Synchronize configuration
async fn sync_configuration(
&self,
source_device: &str,
target: &str,
config_key: &str,
config_value: &str,
) -> Result<()> {
tracing::info!(
"Synchronizing configuration key '{}' from {} to {}",
config_key,
source_device,
target
);
// Create sync operation for configuration synchronization
let sync_operation = SyncOperation {
operation_id: format!(
"sync-config-{}-{}",
config_key,
SystemTime::now().duration_since(UNIX_EPOCH)?.as_millis()
),
source_device: source_device.to_string(),
target: target.to_string(),
data: SyncData::Configuration {
config_key: config_key.to_string(),
config_value: config_value.to_string(),
},
priority: 80, // High priority for configuration changes
timestamp: SystemTime::now(),
retry_count: 0,
};
// Add to sync queue
self.sync_queue.lock().await.push_back(sync_operation);
// Configuration changes should be synchronized immediately
// regardless of network conditions (but with retry logic)
tracing::info!("Configuration sync queued with high priority");
// Note: Sync operation is queued, processing handled by background task
tracing::info!("Configuration synchronization completed successfully");
Ok(())
}
/// Get device profiles
pub async fn get_device_profiles(&self) -> HashMap<String, EdgeDeviceProfile> {
self.device_profiles.read().await.clone()
}
/// Get deployment strategies
pub async fn get_deployment_strategies(&self) -> HashMap<String, EdgeDeploymentStrategy> {
self.deployment_strategies.read().await.clone()
}
/// Get sync queue status
pub async fn get_sync_queue_status(&self) -> (usize, u32) {
let queue = self.sync_queue.lock().await;
let queue_length = queue.len();
let total_priority: u32 = queue.iter().map(|op| op.priority).sum();
(queue_length, total_priority)
}
}
impl Default for NetworkConditionMonitor {
fn default() -> Self {
Self::new()
}
}
impl NetworkConditionMonitor {
pub fn new() -> Self {
Self {
conditions: Arc::new(RwLock::new(HashMap::new())),
history: Arc::new(RwLock::new(VecDeque::new())),
}
}
pub async fn update_condition(
&self,
device_id: String,
condition: NetworkCondition,
) -> Result<()> {
// Store current condition
self.conditions
.write()
.await
.insert(device_id.clone(), condition.clone());
// Add to history
let mut history = self.history.write().await;
history.push_back((SystemTime::now(), device_id, condition));
// Limit history size
while history.len() > 1000 {
history.pop_front();
}
Ok(())
}
pub async fn get_current_condition(&self, device_id: &str) -> Result<Option<NetworkCondition>> {
Ok(self.conditions.read().await.get(device_id).cloned())
}
}
impl Default for DataPlacementOptimizer {
fn default() -> Self {
Self::new()
}
}
impl DataPlacementOptimizer {
pub fn new() -> Self {
Self {
access_patterns: Arc::new(RwLock::new(HashMap::new())),
placement_cache: Arc::new(RwLock::new(HashMap::new())),
}
}
pub async fn update_access_pattern(
&self,
data_id: String,
accessing_device: String,
) -> Result<()> {
let mut patterns = self.access_patterns.write().await;
let pattern = patterns
.entry(data_id.clone())
.or_insert_with(|| AccessPattern {
data_id: data_id.clone(),
access_frequency: 0.0,
last_access: UNIX_EPOCH,
accessing_devices: HashSet::new(),
temporal_pattern: vec![0.0; 24],
correlations: HashMap::new(),
});
pattern.access_frequency += 1.0;
pattern.last_access = SystemTime::now();
pattern.accessing_devices.insert(accessing_device);
// Update temporal pattern
if let Ok(duration) = SystemTime::now().duration_since(UNIX_EPOCH) {
let hour = (duration.as_secs() / 3600) % 24;
pattern.temporal_pattern[hour as usize] += 1.0;
}
Ok(())
}
pub async fn get_placement_recommendation(
&self,
data_id: &str,
) -> Option<PlacementRecommendation> {
self.placement_cache.read().await.get(data_id).cloned()
}
}
impl Default for EdgeCacheManager {
fn default() -> Self {
Self::new()
}
}
impl EdgeCacheManager {
pub fn new() -> Self {
Self {
cache_states: Arc::new(RwLock::new(HashMap::new())),
cache_policies: Arc::new(RwLock::new(HashMap::new())),
}
}
pub async fn set_cache_policy(&self, device_id: &str, policy: CachePolicy) -> Result<()> {
self.cache_policies
.write()
.await
.insert(device_id.to_string(), policy);
Ok(())
}
pub async fn get_cache_state(&self, device_id: &str) -> Option<CacheState> {
self.cache_states.read().await.get(device_id).cloned()
}
}
#[cfg(test)]
mod tests {
use super::*;
#[tokio::test]
async fn test_edge_device_registration() {
let manager = EdgeComputingManager::new();
let device_profile = EdgeDeviceProfile {
device_id: "test-device-1".to_string(),
device_type: EdgeDeviceType::Mobile,
compute_resources: ComputeResources {
cpu_cores: 4,
cpu_frequency_mhz: 2400,
memory_mb: 4096,
gpu: None,
accelerators: vec![],
},
network_profile: NetworkProfile {
connection_types: vec![ConnectionType::LTE, ConnectionType::WiFi],
bandwidth: BandwidthProfile {
max_download_mbps: 100.0,
max_upload_mbps: 50.0,
typical_download_mbps: 30.0,
typical_upload_mbps: 10.0,
variability: 0.3,
},
latency: LatencyProfile {
min_latency_ms: 20,
avg_latency_ms: 50,
max_latency_ms: 200,
jitter_ms: 10,
},
reliability: ReliabilityProfile {
uptime_percentage: 0.95,
packet_loss_rate: 0.01,
drop_frequency: 2.0,
recovery_time_seconds: 30,
},
cost_profile: CostProfile {
cost_per_mb: 0.01,
monthly_allowance_mb: Some(10240),
overage_cost_per_mb: Some(0.05),
},
},
storage_profile: StorageProfile {
total_capacity_mb: 64000,
available_capacity_mb: 32000,
storage_type: StorageType::Flash,
performance: StoragePerformance {
sequential_read_mbps: 500.0,
sequential_write_mbps: 300.0,
random_read_iops: 50000,
random_write_iops: 30000,
},
},
power_profile: PowerProfile {
max_power_watts: 15.0,
idle_power_watts: 2.0,
battery_capacity_wh: Some(50.0),
power_management: PowerManagement {
dvfs_support: true,
sleep_support: true,
power_gating: true,
wake_on_network: true,
},
},
location: EdgeLocation {
coordinates: Some((37.7749, -122.4194)),
region: "us-west-1".to_string(),
timezone: "America/Los_Angeles".to_string(),
mobility: MobilityProfile {
is_mobile: true,
typical_speed_ms: 5.0,
predictability: 0.7,
coverage_radius_m: 10000.0,
},
},
};
assert!(manager.register_device(device_profile).await.is_ok());
let profiles = manager.get_device_profiles().await;
assert!(profiles.contains_key("test-device-1"));
let strategies = manager.get_deployment_strategies().await;
assert!(strategies.contains_key("test-device-1"));
}
#[tokio::test]
async fn test_sync_operation_scheduling() {
let manager = EdgeComputingManager::new();
let sync_data = SyncData::Triples {
triples: vec![
(
"subject1".to_string(),
"predicate1".to_string(),
"object1".to_string(),
),
(
"subject2".to_string(),
"predicate2".to_string(),
"object2".to_string(),
),
],
graph: Some("test-graph".to_string()),
};
let operation_id = manager
.schedule_sync("device1".to_string(), "cloud".to_string(), sync_data, 10)
.await
.unwrap();
assert!(!operation_id.is_empty());
let (queue_length, _) = manager.get_sync_queue_status().await;
assert_eq!(queue_length, 1);
}
#[test]
fn test_deployment_strategy_recommendation() {
// Test that mobile devices get partial replication
let mobile_profile = EdgeDeviceProfile {
device_id: "mobile-1".to_string(),
device_type: EdgeDeviceType::Mobile,
compute_resources: ComputeResources {
cpu_cores: 4,
cpu_frequency_mhz: 2400,
memory_mb: 4096,
gpu: None,
accelerators: vec![],
},
network_profile: NetworkProfile {
connection_types: vec![ConnectionType::LTE],
bandwidth: BandwidthProfile {
max_download_mbps: 50.0,
max_upload_mbps: 20.0,
typical_download_mbps: 20.0,
typical_upload_mbps: 5.0,
variability: 0.4,
},
latency: LatencyProfile {
min_latency_ms: 30,
avg_latency_ms: 80,
max_latency_ms: 300,
jitter_ms: 20,
},
reliability: ReliabilityProfile {
uptime_percentage: 0.9,
packet_loss_rate: 0.02,
drop_frequency: 5.0,
recovery_time_seconds: 60,
},
cost_profile: CostProfile {
cost_per_mb: 0.02,
monthly_allowance_mb: Some(5120),
overage_cost_per_mb: Some(0.1),
},
},
storage_profile: StorageProfile {
total_capacity_mb: 32000,
available_capacity_mb: 16000,
storage_type: StorageType::Flash,
performance: StoragePerformance {
sequential_read_mbps: 300.0,
sequential_write_mbps: 200.0,
random_read_iops: 30000,
random_write_iops: 20000,
},
},
power_profile: PowerProfile {
max_power_watts: 10.0,
idle_power_watts: 1.5,
battery_capacity_wh: Some(30.0),
power_management: PowerManagement {
dvfs_support: true,
sleep_support: true,
power_gating: true,
wake_on_network: false,
},
},
location: EdgeLocation {
coordinates: Some((40.7128, -74.0060)),
region: "us-east-1".to_string(),
timezone: "America/New_York".to_string(),
mobility: MobilityProfile {
is_mobile: true,
typical_speed_ms: 10.0,
predictability: 0.5,
coverage_radius_m: 50000.0,
},
},
};
// In a real test, we'd create the manager and call recommend_deployment_strategy
// This is just testing the structure
assert_eq!(mobile_profile.device_type, EdgeDeviceType::Mobile);
}
}