Merge commit 'd803bfe2b1fe7f5e219e50ac20d6801a0a58ac75' as 'vendor/ruvector'

This commit is contained in:
ruv
2026-02-28 14:39:40 -05:00
7854 changed files with 3522914 additions and 0 deletions

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//! Query coordinator for distributed graph execution
//!
//! Coordinates distributed query execution across multiple shards:
//! - Query planning and optimization
//! - Query routing to relevant shards
//! - Result aggregation and merging
//! - Transaction coordination across shards
//! - Query caching and optimization
use crate::distributed::shard::{EdgeData, GraphShard, NodeData, NodeId, ShardId};
use crate::{GraphError, Result};
use chrono::{DateTime, Utc};
use dashmap::DashMap;
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use std::sync::Arc;
use tokio::sync::RwLock;
use tracing::{debug, info, warn};
use uuid::Uuid;
/// Query execution plan
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QueryPlan {
/// Unique query ID
pub query_id: String,
/// Original query (Cypher-like syntax)
pub query: String,
/// Shards involved in this query
pub target_shards: Vec<ShardId>,
/// Execution steps
pub steps: Vec<QueryStep>,
/// Estimated cost
pub estimated_cost: f64,
/// Whether this is a distributed query
pub is_distributed: bool,
/// Creation timestamp
pub created_at: DateTime<Utc>,
}
/// Individual step in query execution
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum QueryStep {
/// Scan nodes with optional filter
NodeScan {
shard_id: ShardId,
label: Option<String>,
filter: Option<String>,
},
/// Scan edges
EdgeScan {
shard_id: ShardId,
edge_type: Option<String>,
},
/// Join results from multiple shards
Join {
left_shard: ShardId,
right_shard: ShardId,
join_key: String,
},
/// Aggregate results
Aggregate {
operation: AggregateOp,
group_by: Option<String>,
},
/// Filter results
Filter { predicate: String },
/// Sort results
Sort { key: String, ascending: bool },
/// Limit results
Limit { count: usize },
}
/// Aggregate operations
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum AggregateOp {
Count,
Sum(String),
Avg(String),
Min(String),
Max(String),
}
/// Query result
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QueryResult {
/// Query ID
pub query_id: String,
/// Result nodes
pub nodes: Vec<NodeData>,
/// Result edges
pub edges: Vec<EdgeData>,
/// Aggregate results
pub aggregates: HashMap<String, serde_json::Value>,
/// Execution statistics
pub stats: QueryStats,
}
/// Query execution statistics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QueryStats {
/// Execution time in milliseconds
pub execution_time_ms: u64,
/// Number of shards queried
pub shards_queried: usize,
/// Total nodes scanned
pub nodes_scanned: usize,
/// Total edges scanned
pub edges_scanned: usize,
/// Whether query was cached
pub cached: bool,
}
/// Shard coordinator for managing distributed queries
pub struct ShardCoordinator {
/// Map of shard_id to GraphShard
shards: Arc<DashMap<ShardId, Arc<GraphShard>>>,
/// Query cache
query_cache: Arc<DashMap<String, QueryResult>>,
/// Active transactions
transactions: Arc<DashMap<String, Transaction>>,
}
impl ShardCoordinator {
/// Create a new shard coordinator
pub fn new() -> Self {
Self {
shards: Arc::new(DashMap::new()),
query_cache: Arc::new(DashMap::new()),
transactions: Arc::new(DashMap::new()),
}
}
/// Register a shard with the coordinator
pub fn register_shard(&self, shard_id: ShardId, shard: Arc<GraphShard>) {
info!("Registering shard {} with coordinator", shard_id);
self.shards.insert(shard_id, shard);
}
/// Unregister a shard
pub fn unregister_shard(&self, shard_id: ShardId) -> Result<()> {
info!("Unregistering shard {}", shard_id);
self.shards
.remove(&shard_id)
.ok_or_else(|| GraphError::ShardError(format!("Shard {} not found", shard_id)))?;
Ok(())
}
/// Get a shard by ID
pub fn get_shard(&self, shard_id: ShardId) -> Option<Arc<GraphShard>> {
self.shards.get(&shard_id).map(|s| Arc::clone(s.value()))
}
/// List all registered shards
pub fn list_shards(&self) -> Vec<ShardId> {
self.shards.iter().map(|e| *e.key()).collect()
}
/// Create a query plan from a Cypher-like query
pub fn plan_query(&self, query: &str) -> Result<QueryPlan> {
let query_id = Uuid::new_v4().to_string();
// Parse query and determine target shards
// For now, simple heuristic: query all shards for distributed queries
let target_shards: Vec<ShardId> = self.list_shards();
let steps = self.parse_query_steps(query)?;
let estimated_cost = self.estimate_cost(&steps, &target_shards);
Ok(QueryPlan {
query_id,
query: query.to_string(),
target_shards,
steps,
estimated_cost,
is_distributed: true,
created_at: Utc::now(),
})
}
/// Parse query into execution steps
fn parse_query_steps(&self, query: &str) -> Result<Vec<QueryStep>> {
// Simplified query parsing
// In production, use a proper Cypher parser
let mut steps = Vec::new();
// Example: "MATCH (n:Person) RETURN n"
if query.to_lowercase().contains("match") {
// Add node scan for each shard
for shard_id in self.list_shards() {
steps.push(QueryStep::NodeScan {
shard_id,
label: None,
filter: None,
});
}
}
// Add aggregation if needed
if query.to_lowercase().contains("count") {
steps.push(QueryStep::Aggregate {
operation: AggregateOp::Count,
group_by: None,
});
}
// Add limit if specified
if let Some(limit_pos) = query.to_lowercase().find("limit") {
if let Some(count_str) = query[limit_pos..].split_whitespace().nth(1) {
if let Ok(count) = count_str.parse::<usize>() {
steps.push(QueryStep::Limit { count });
}
}
}
Ok(steps)
}
/// Estimate query execution cost
fn estimate_cost(&self, steps: &[QueryStep], target_shards: &[ShardId]) -> f64 {
let mut cost = 0.0;
for step in steps {
match step {
QueryStep::NodeScan { .. } => cost += 10.0,
QueryStep::EdgeScan { .. } => cost += 15.0,
QueryStep::Join { .. } => cost += 50.0,
QueryStep::Aggregate { .. } => cost += 20.0,
QueryStep::Filter { .. } => cost += 5.0,
QueryStep::Sort { .. } => cost += 30.0,
QueryStep::Limit { .. } => cost += 1.0,
}
}
// Multiply by number of shards for distributed queries
cost * target_shards.len() as f64
}
/// Execute a query plan
pub async fn execute_query(&self, plan: QueryPlan) -> Result<QueryResult> {
let start = std::time::Instant::now();
info!(
"Executing query {} across {} shards",
plan.query_id,
plan.target_shards.len()
);
// Check cache first
if let Some(cached) = self.query_cache.get(&plan.query) {
debug!("Query cache hit for: {}", plan.query);
return Ok(cached.value().clone());
}
let mut nodes = Vec::new();
let mut edges = Vec::new();
let mut aggregates = HashMap::new();
let mut nodes_scanned = 0;
let mut edges_scanned = 0;
// Execute steps
for step in &plan.steps {
match step {
QueryStep::NodeScan {
shard_id,
label,
filter,
} => {
if let Some(shard) = self.get_shard(*shard_id) {
let shard_nodes = shard.list_nodes();
nodes_scanned += shard_nodes.len();
// Apply label filter
let filtered: Vec<_> = if let Some(label_filter) = label {
shard_nodes
.into_iter()
.filter(|n| n.labels.contains(label_filter))
.collect()
} else {
shard_nodes
};
nodes.extend(filtered);
}
}
QueryStep::EdgeScan {
shard_id,
edge_type,
} => {
if let Some(shard) = self.get_shard(*shard_id) {
let shard_edges = shard.list_edges();
edges_scanned += shard_edges.len();
// Apply edge type filter
let filtered: Vec<_> = if let Some(type_filter) = edge_type {
shard_edges
.into_iter()
.filter(|e| &e.edge_type == type_filter)
.collect()
} else {
shard_edges
};
edges.extend(filtered);
}
}
QueryStep::Aggregate {
operation,
group_by,
} => {
match operation {
AggregateOp::Count => {
aggregates.insert(
"count".to_string(),
serde_json::Value::Number(nodes.len().into()),
);
}
_ => {
// Implement other aggregations
}
}
}
QueryStep::Limit { count } => {
nodes.truncate(*count);
}
_ => {
// Implement other steps
}
}
}
let execution_time_ms = start.elapsed().as_millis() as u64;
let result = QueryResult {
query_id: plan.query_id.clone(),
nodes,
edges,
aggregates,
stats: QueryStats {
execution_time_ms,
shards_queried: plan.target_shards.len(),
nodes_scanned,
edges_scanned,
cached: false,
},
};
// Cache the result
self.query_cache.insert(plan.query.clone(), result.clone());
info!(
"Query {} completed in {}ms",
plan.query_id, execution_time_ms
);
Ok(result)
}
/// Begin a distributed transaction
pub fn begin_transaction(&self) -> String {
let tx_id = Uuid::new_v4().to_string();
let transaction = Transaction::new(tx_id.clone());
self.transactions.insert(tx_id.clone(), transaction);
info!("Started transaction: {}", tx_id);
tx_id
}
/// Commit a transaction
pub async fn commit_transaction(&self, tx_id: &str) -> Result<()> {
if let Some((_, tx)) = self.transactions.remove(tx_id) {
// In production, implement 2PC (Two-Phase Commit)
info!("Committing transaction: {}", tx_id);
Ok(())
} else {
Err(GraphError::CoordinatorError(format!(
"Transaction not found: {}",
tx_id
)))
}
}
/// Rollback a transaction
pub async fn rollback_transaction(&self, tx_id: &str) -> Result<()> {
if let Some((_, tx)) = self.transactions.remove(tx_id) {
warn!("Rolling back transaction: {}", tx_id);
Ok(())
} else {
Err(GraphError::CoordinatorError(format!(
"Transaction not found: {}",
tx_id
)))
}
}
/// Clear query cache
pub fn clear_cache(&self) {
self.query_cache.clear();
info!("Query cache cleared");
}
}
/// Distributed transaction
#[derive(Debug, Clone)]
struct Transaction {
/// Transaction ID
id: String,
/// Participating shards
shards: HashSet<ShardId>,
/// Transaction state
state: TransactionState,
/// Created timestamp
created_at: DateTime<Utc>,
}
impl Transaction {
fn new(id: String) -> Self {
Self {
id,
shards: HashSet::new(),
state: TransactionState::Active,
created_at: Utc::now(),
}
}
}
/// Transaction state
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
enum TransactionState {
Active,
Preparing,
Committed,
Aborted,
}
/// Main coordinator for the entire distributed graph system
pub struct Coordinator {
/// Shard coordinator
shard_coordinator: Arc<ShardCoordinator>,
/// Coordinator configuration
config: CoordinatorConfig,
}
impl Coordinator {
/// Create a new coordinator
pub fn new(config: CoordinatorConfig) -> Self {
Self {
shard_coordinator: Arc::new(ShardCoordinator::new()),
config,
}
}
/// Get the shard coordinator
pub fn shard_coordinator(&self) -> Arc<ShardCoordinator> {
Arc::clone(&self.shard_coordinator)
}
/// Execute a query
pub async fn execute(&self, query: &str) -> Result<QueryResult> {
let plan = self.shard_coordinator.plan_query(query)?;
self.shard_coordinator.execute_query(plan).await
}
/// Get configuration
pub fn config(&self) -> &CoordinatorConfig {
&self.config
}
}
/// Coordinator configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CoordinatorConfig {
/// Enable query caching
pub enable_cache: bool,
/// Cache TTL in seconds
pub cache_ttl_seconds: u64,
/// Maximum query execution time
pub max_query_time_seconds: u64,
/// Enable query optimization
pub enable_optimization: bool,
}
impl Default for CoordinatorConfig {
fn default() -> Self {
Self {
enable_cache: true,
cache_ttl_seconds: 300,
max_query_time_seconds: 60,
enable_optimization: true,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::distributed::shard::ShardMetadata;
use crate::distributed::shard::ShardStrategy;
#[tokio::test]
async fn test_shard_coordinator() {
let coordinator = ShardCoordinator::new();
let metadata = ShardMetadata::new(0, "node-1".to_string(), ShardStrategy::Hash);
let shard = Arc::new(GraphShard::new(metadata));
coordinator.register_shard(0, shard);
assert_eq!(coordinator.list_shards().len(), 1);
assert!(coordinator.get_shard(0).is_some());
}
#[tokio::test]
async fn test_query_planning() {
let coordinator = ShardCoordinator::new();
let metadata = ShardMetadata::new(0, "node-1".to_string(), ShardStrategy::Hash);
let shard = Arc::new(GraphShard::new(metadata));
coordinator.register_shard(0, shard);
let plan = coordinator.plan_query("MATCH (n:Person) RETURN n").unwrap();
assert!(!plan.query_id.is_empty());
assert!(!plan.steps.is_empty());
}
#[tokio::test]
async fn test_transaction() {
let coordinator = ShardCoordinator::new();
let tx_id = coordinator.begin_transaction();
assert!(!tx_id.is_empty());
coordinator.commit_transaction(&tx_id).await.unwrap();
}
}

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//! Cross-cluster federation for distributed graph queries
//!
//! Enables querying across independent RuVector graph clusters:
//! - Cluster discovery and registration
//! - Remote query execution
//! - Result merging from multiple clusters
//! - Cross-cluster authentication and authorization
use crate::distributed::coordinator::{QueryPlan, QueryResult};
use crate::distributed::shard::ShardId;
use crate::{GraphError, Result};
use chrono::{DateTime, Utc};
use dashmap::DashMap;
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::sync::Arc;
use tokio::sync::RwLock;
use tracing::{debug, info, warn};
use uuid::Uuid;
/// Unique identifier for a cluster
pub type ClusterId = String;
/// Remote cluster information
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct RemoteCluster {
/// Unique cluster ID
pub cluster_id: ClusterId,
/// Cluster name
pub name: String,
/// Cluster endpoint URL
pub endpoint: String,
/// Cluster status
pub status: ClusterStatus,
/// Authentication token
pub auth_token: Option<String>,
/// Last health check timestamp
pub last_health_check: DateTime<Utc>,
/// Cluster metadata
pub metadata: HashMap<String, String>,
/// Number of shards in this cluster
pub shard_count: u32,
/// Cluster region/datacenter
pub region: Option<String>,
}
impl RemoteCluster {
/// Create a new remote cluster
pub fn new(cluster_id: ClusterId, name: String, endpoint: String) -> Self {
Self {
cluster_id,
name,
endpoint,
status: ClusterStatus::Unknown,
auth_token: None,
last_health_check: Utc::now(),
metadata: HashMap::new(),
shard_count: 0,
region: None,
}
}
/// Check if cluster is healthy
pub fn is_healthy(&self) -> bool {
matches!(self.status, ClusterStatus::Healthy)
}
}
/// Cluster status
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum ClusterStatus {
/// Cluster is healthy and available
Healthy,
/// Cluster is degraded but operational
Degraded,
/// Cluster is unreachable
Unreachable,
/// Cluster status unknown
Unknown,
}
/// Cluster registry for managing federated clusters
pub struct ClusterRegistry {
/// Registered clusters
clusters: Arc<DashMap<ClusterId, RemoteCluster>>,
/// Cluster discovery configuration
discovery_config: DiscoveryConfig,
}
impl ClusterRegistry {
/// Create a new cluster registry
pub fn new(discovery_config: DiscoveryConfig) -> Self {
Self {
clusters: Arc::new(DashMap::new()),
discovery_config,
}
}
/// Register a remote cluster
pub fn register_cluster(&self, cluster: RemoteCluster) -> Result<()> {
info!(
"Registering cluster: {} ({})",
cluster.name, cluster.cluster_id
);
self.clusters.insert(cluster.cluster_id.clone(), cluster);
Ok(())
}
/// Unregister a cluster
pub fn unregister_cluster(&self, cluster_id: &ClusterId) -> Result<()> {
info!("Unregistering cluster: {}", cluster_id);
self.clusters.remove(cluster_id).ok_or_else(|| {
GraphError::FederationError(format!("Cluster not found: {}", cluster_id))
})?;
Ok(())
}
/// Get a cluster by ID
pub fn get_cluster(&self, cluster_id: &ClusterId) -> Option<RemoteCluster> {
self.clusters.get(cluster_id).map(|c| c.value().clone())
}
/// List all registered clusters
pub fn list_clusters(&self) -> Vec<RemoteCluster> {
self.clusters.iter().map(|e| e.value().clone()).collect()
}
/// List healthy clusters only
pub fn healthy_clusters(&self) -> Vec<RemoteCluster> {
self.clusters
.iter()
.filter(|e| e.value().is_healthy())
.map(|e| e.value().clone())
.collect()
}
/// Perform health check on a cluster
pub async fn health_check(&self, cluster_id: &ClusterId) -> Result<ClusterStatus> {
let cluster = self.get_cluster(cluster_id).ok_or_else(|| {
GraphError::FederationError(format!("Cluster not found: {}", cluster_id))
})?;
// In production, make actual HTTP/gRPC health check request
// For now, simulate health check
let status = ClusterStatus::Healthy;
// Update cluster status
if let Some(mut entry) = self.clusters.get_mut(cluster_id) {
entry.status = status;
entry.last_health_check = Utc::now();
}
debug!("Health check for cluster {}: {:?}", cluster_id, status);
Ok(status)
}
/// Perform health checks on all clusters
pub async fn health_check_all(&self) -> HashMap<ClusterId, ClusterStatus> {
let mut results = HashMap::new();
for cluster in self.list_clusters() {
match self.health_check(&cluster.cluster_id).await {
Ok(status) => {
results.insert(cluster.cluster_id, status);
}
Err(e) => {
warn!(
"Health check failed for cluster {}: {}",
cluster.cluster_id, e
);
results.insert(cluster.cluster_id, ClusterStatus::Unreachable);
}
}
}
results
}
/// Discover clusters automatically (if enabled)
pub async fn discover_clusters(&self) -> Result<Vec<RemoteCluster>> {
if !self.discovery_config.auto_discovery {
return Ok(Vec::new());
}
info!("Discovering clusters...");
// In production, implement actual cluster discovery:
// - mDNS/DNS-SD for local network
// - Consul/etcd for service discovery
// - Static configuration file
// - Cloud provider APIs (AWS, GCP, Azure)
// For now, return empty list
Ok(Vec::new())
}
}
/// Cluster discovery configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct DiscoveryConfig {
/// Enable automatic cluster discovery
pub auto_discovery: bool,
/// Discovery method
pub discovery_method: DiscoveryMethod,
/// Discovery interval in seconds
pub discovery_interval_seconds: u64,
/// Health check interval in seconds
pub health_check_interval_seconds: u64,
}
impl Default for DiscoveryConfig {
fn default() -> Self {
Self {
auto_discovery: false,
discovery_method: DiscoveryMethod::Static,
discovery_interval_seconds: 60,
health_check_interval_seconds: 30,
}
}
}
/// Cluster discovery method
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum DiscoveryMethod {
/// Static configuration
Static,
/// DNS-based discovery
Dns,
/// Consul service discovery
Consul,
/// etcd service discovery
Etcd,
/// Kubernetes service discovery
Kubernetes,
}
/// Federated query spanning multiple clusters
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct FederatedQuery {
/// Query ID
pub query_id: String,
/// Original query
pub query: String,
/// Target clusters
pub target_clusters: Vec<ClusterId>,
/// Query execution strategy
pub strategy: FederationStrategy,
/// Created timestamp
pub created_at: DateTime<Utc>,
}
/// Federation strategy
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum FederationStrategy {
/// Execute on all clusters in parallel
Parallel,
/// Execute on clusters sequentially
Sequential,
/// Execute on primary cluster, fallback to others
PrimaryWithFallback,
/// Execute on nearest/fastest cluster only
Nearest,
}
/// Federation engine for cross-cluster queries
pub struct Federation {
/// Cluster registry
registry: Arc<ClusterRegistry>,
/// Federation configuration
config: FederationConfig,
/// Active federated queries
active_queries: Arc<DashMap<String, FederatedQuery>>,
}
impl Federation {
/// Create a new federation engine
pub fn new(config: FederationConfig) -> Self {
let discovery_config = DiscoveryConfig::default();
Self {
registry: Arc::new(ClusterRegistry::new(discovery_config)),
config,
active_queries: Arc::new(DashMap::new()),
}
}
/// Get the cluster registry
pub fn registry(&self) -> Arc<ClusterRegistry> {
Arc::clone(&self.registry)
}
/// Execute a federated query across multiple clusters
pub async fn execute_federated(
&self,
query: &str,
target_clusters: Option<Vec<ClusterId>>,
) -> Result<FederatedQueryResult> {
let query_id = Uuid::new_v4().to_string();
let start = std::time::Instant::now();
// Determine target clusters
let clusters = if let Some(targets) = target_clusters {
targets
.into_iter()
.filter_map(|id| self.registry.get_cluster(&id))
.collect()
} else {
self.registry.healthy_clusters()
};
if clusters.is_empty() {
return Err(GraphError::FederationError(
"No healthy clusters available".to_string(),
));
}
info!(
"Executing federated query {} across {} clusters",
query_id,
clusters.len()
);
let federated_query = FederatedQuery {
query_id: query_id.clone(),
query: query.to_string(),
target_clusters: clusters.iter().map(|c| c.cluster_id.clone()).collect(),
strategy: self.config.default_strategy,
created_at: Utc::now(),
};
self.active_queries
.insert(query_id.clone(), federated_query.clone());
// Execute query on each cluster based on strategy
let mut cluster_results = HashMap::new();
match self.config.default_strategy {
FederationStrategy::Parallel => {
// Execute on all clusters in parallel
let mut handles = Vec::new();
for cluster in &clusters {
let cluster_id = cluster.cluster_id.clone();
let query_str = query.to_string();
let cluster_clone = cluster.clone();
let handle = tokio::spawn(async move {
Self::execute_on_cluster(&cluster_clone, &query_str).await
});
handles.push((cluster_id, handle));
}
// Collect results
for (cluster_id, handle) in handles {
match handle.await {
Ok(Ok(result)) => {
cluster_results.insert(cluster_id, result);
}
Ok(Err(e)) => {
warn!("Query failed on cluster {}: {}", cluster_id, e);
}
Err(e) => {
warn!("Task failed for cluster {}: {}", cluster_id, e);
}
}
}
}
FederationStrategy::Sequential => {
// Execute on clusters sequentially
for cluster in &clusters {
match Self::execute_on_cluster(cluster, query).await {
Ok(result) => {
cluster_results.insert(cluster.cluster_id.clone(), result);
}
Err(e) => {
warn!("Query failed on cluster {}: {}", cluster.cluster_id, e);
}
}
}
}
FederationStrategy::Nearest | FederationStrategy::PrimaryWithFallback => {
// Execute on first healthy cluster
if let Some(cluster) = clusters.first() {
match Self::execute_on_cluster(cluster, query).await {
Ok(result) => {
cluster_results.insert(cluster.cluster_id.clone(), result);
}
Err(e) => {
warn!("Query failed on cluster {}: {}", cluster.cluster_id, e);
}
}
}
}
}
// Merge results from all clusters
let merged_result = self.merge_results(cluster_results)?;
let execution_time_ms = start.elapsed().as_millis() as u64;
// Remove from active queries
self.active_queries.remove(&query_id);
Ok(FederatedQueryResult {
query_id,
merged_result,
clusters_queried: clusters.len(),
execution_time_ms,
})
}
/// Execute query on a single remote cluster
async fn execute_on_cluster(cluster: &RemoteCluster, query: &str) -> Result<QueryResult> {
debug!("Executing query on cluster: {}", cluster.cluster_id);
// In production, make actual HTTP/gRPC call to remote cluster
// For now, return empty result
Ok(QueryResult {
query_id: Uuid::new_v4().to_string(),
nodes: Vec::new(),
edges: Vec::new(),
aggregates: HashMap::new(),
stats: crate::distributed::coordinator::QueryStats {
execution_time_ms: 0,
shards_queried: 0,
nodes_scanned: 0,
edges_scanned: 0,
cached: false,
},
})
}
/// Merge results from multiple clusters
fn merge_results(&self, results: HashMap<ClusterId, QueryResult>) -> Result<QueryResult> {
if results.is_empty() {
return Err(GraphError::FederationError(
"No results to merge".to_string(),
));
}
let mut merged = QueryResult {
query_id: Uuid::new_v4().to_string(),
nodes: Vec::new(),
edges: Vec::new(),
aggregates: HashMap::new(),
stats: crate::distributed::coordinator::QueryStats {
execution_time_ms: 0,
shards_queried: 0,
nodes_scanned: 0,
edges_scanned: 0,
cached: false,
},
};
for (cluster_id, result) in results {
debug!("Merging results from cluster: {}", cluster_id);
// Merge nodes (deduplicating by ID)
for node in result.nodes {
if !merged.nodes.iter().any(|n| n.id == node.id) {
merged.nodes.push(node);
}
}
// Merge edges (deduplicating by ID)
for edge in result.edges {
if !merged.edges.iter().any(|e| e.id == edge.id) {
merged.edges.push(edge);
}
}
// Merge aggregates
for (key, value) in result.aggregates {
merged
.aggregates
.insert(format!("{}_{}", cluster_id, key), value);
}
// Aggregate stats
merged.stats.execution_time_ms = merged
.stats
.execution_time_ms
.max(result.stats.execution_time_ms);
merged.stats.shards_queried += result.stats.shards_queried;
merged.stats.nodes_scanned += result.stats.nodes_scanned;
merged.stats.edges_scanned += result.stats.edges_scanned;
}
Ok(merged)
}
/// Get configuration
pub fn config(&self) -> &FederationConfig {
&self.config
}
}
/// Federation configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct FederationConfig {
/// Default federation strategy
pub default_strategy: FederationStrategy,
/// Maximum number of clusters to query
pub max_clusters: usize,
/// Query timeout in seconds
pub query_timeout_seconds: u64,
/// Enable result caching
pub enable_caching: bool,
}
impl Default for FederationConfig {
fn default() -> Self {
Self {
default_strategy: FederationStrategy::Parallel,
max_clusters: 10,
query_timeout_seconds: 30,
enable_caching: true,
}
}
}
/// Federated query result
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct FederatedQueryResult {
/// Query ID
pub query_id: String,
/// Merged result from all clusters
pub merged_result: QueryResult,
/// Number of clusters queried
pub clusters_queried: usize,
/// Total execution time
pub execution_time_ms: u64,
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_cluster_registry() {
let config = DiscoveryConfig::default();
let registry = ClusterRegistry::new(config);
let cluster = RemoteCluster::new(
"cluster-1".to_string(),
"Test Cluster".to_string(),
"http://localhost:8080".to_string(),
);
registry.register_cluster(cluster.clone()).unwrap();
assert_eq!(registry.list_clusters().len(), 1);
assert!(registry.get_cluster(&"cluster-1".to_string()).is_some());
}
#[tokio::test]
async fn test_federation() {
let config = FederationConfig::default();
let federation = Federation::new(config);
let cluster = RemoteCluster::new(
"cluster-1".to_string(),
"Test Cluster".to_string(),
"http://localhost:8080".to_string(),
);
federation.registry().register_cluster(cluster).unwrap();
// Test would execute federated query in production
}
#[test]
fn test_remote_cluster() {
let cluster = RemoteCluster::new(
"test".to_string(),
"Test".to_string(),
"http://localhost".to_string(),
);
assert!(!cluster.is_healthy());
}
}

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@@ -0,0 +1,623 @@
//! Gossip protocol for cluster membership and health monitoring
//!
//! Implements SWIM (Scalable Weakly-consistent Infection-style Membership) protocol:
//! - Fast failure detection
//! - Efficient membership propagation
//! - Low network overhead
//! - Automatic node discovery
use crate::{GraphError, Result};
use chrono::{DateTime, Duration as ChronoDuration, Utc};
use dashmap::DashMap;
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use std::net::SocketAddr;
use std::sync::Arc;
use tokio::sync::RwLock;
use tracing::{debug, info, warn};
use uuid::Uuid;
/// Node identifier in the cluster
pub type NodeId = String;
/// Gossip message types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum GossipMessage {
/// Ping message for health check
Ping {
from: NodeId,
sequence: u64,
timestamp: DateTime<Utc>,
},
/// Ack response to ping
Ack {
from: NodeId,
to: NodeId,
sequence: u64,
timestamp: DateTime<Utc>,
},
/// Indirect ping through intermediary
IndirectPing {
from: NodeId,
target: NodeId,
intermediary: NodeId,
sequence: u64,
},
/// Membership update
MembershipUpdate {
from: NodeId,
updates: Vec<MembershipEvent>,
version: u64,
},
/// Join request
Join {
node_id: NodeId,
address: SocketAddr,
metadata: HashMap<String, String>,
},
/// Leave notification
Leave { node_id: NodeId },
}
/// Membership event types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum MembershipEvent {
/// Node joined the cluster
Join {
node_id: NodeId,
address: SocketAddr,
timestamp: DateTime<Utc>,
},
/// Node left the cluster
Leave {
node_id: NodeId,
timestamp: DateTime<Utc>,
},
/// Node suspected to be failed
Suspect {
node_id: NodeId,
timestamp: DateTime<Utc>,
},
/// Node confirmed alive
Alive {
node_id: NodeId,
timestamp: DateTime<Utc>,
},
/// Node confirmed dead
Dead {
node_id: NodeId,
timestamp: DateTime<Utc>,
},
}
/// Node health status
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum NodeHealth {
/// Node is healthy and responsive
Alive,
/// Node is suspected to be failed
Suspect,
/// Node is confirmed dead
Dead,
/// Node explicitly left
Left,
}
/// Member information in the gossip protocol
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Member {
/// Node identifier
pub node_id: NodeId,
/// Network address
pub address: SocketAddr,
/// Current health status
pub health: NodeHealth,
/// Last time we heard from this node
pub last_seen: DateTime<Utc>,
/// Incarnation number (for conflict resolution)
pub incarnation: u64,
/// Node metadata
pub metadata: HashMap<String, String>,
/// Number of consecutive ping failures
pub failure_count: u32,
}
impl Member {
/// Create a new member
pub fn new(node_id: NodeId, address: SocketAddr) -> Self {
Self {
node_id,
address,
health: NodeHealth::Alive,
last_seen: Utc::now(),
incarnation: 0,
metadata: HashMap::new(),
failure_count: 0,
}
}
/// Check if member is healthy
pub fn is_healthy(&self) -> bool {
matches!(self.health, NodeHealth::Alive)
}
/// Mark as seen
pub fn mark_seen(&mut self) {
self.last_seen = Utc::now();
self.failure_count = 0;
if self.health != NodeHealth::Left {
self.health = NodeHealth::Alive;
}
}
/// Increment failure count
pub fn increment_failures(&mut self) {
self.failure_count += 1;
}
}
/// Gossip configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct GossipConfig {
/// Gossip interval in milliseconds
pub gossip_interval_ms: u64,
/// Number of nodes to gossip with per interval
pub gossip_fanout: usize,
/// Ping timeout in milliseconds
pub ping_timeout_ms: u64,
/// Number of ping failures before suspecting node
pub suspect_threshold: u32,
/// Number of indirect ping nodes
pub indirect_ping_nodes: usize,
/// Suspicion timeout in seconds
pub suspicion_timeout_seconds: u64,
}
impl Default for GossipConfig {
fn default() -> Self {
Self {
gossip_interval_ms: 1000,
gossip_fanout: 3,
ping_timeout_ms: 500,
suspect_threshold: 3,
indirect_ping_nodes: 3,
suspicion_timeout_seconds: 30,
}
}
}
/// Gossip-based membership protocol
pub struct GossipMembership {
/// Local node ID
local_node_id: NodeId,
/// Local node address
local_address: SocketAddr,
/// Configuration
config: GossipConfig,
/// Cluster members
members: Arc<DashMap<NodeId, Member>>,
/// Membership version (incremented on changes)
version: Arc<RwLock<u64>>,
/// Pending acks
pending_acks: Arc<DashMap<u64, PendingAck>>,
/// Sequence number for messages
sequence: Arc<RwLock<u64>>,
/// Event listeners
event_listeners: Arc<RwLock<Vec<Box<dyn Fn(MembershipEvent) + Send + Sync>>>>,
}
/// Pending acknowledgment
struct PendingAck {
target: NodeId,
sent_at: DateTime<Utc>,
}
impl GossipMembership {
/// Create a new gossip membership
pub fn new(node_id: NodeId, address: SocketAddr, config: GossipConfig) -> Self {
let members = Arc::new(DashMap::new());
// Add self to members
let local_member = Member::new(node_id.clone(), address);
members.insert(node_id.clone(), local_member);
Self {
local_node_id: node_id,
local_address: address,
config,
members,
version: Arc::new(RwLock::new(0)),
pending_acks: Arc::new(DashMap::new()),
sequence: Arc::new(RwLock::new(0)),
event_listeners: Arc::new(RwLock::new(Vec::new())),
}
}
/// Start the gossip protocol
pub async fn start(&self) -> Result<()> {
info!("Starting gossip protocol for node: {}", self.local_node_id);
// Start periodic gossip
let gossip_self = self.clone();
tokio::spawn(async move {
gossip_self.run_gossip_loop().await;
});
// Start failure detection
let detection_self = self.clone();
tokio::spawn(async move {
detection_self.run_failure_detection().await;
});
Ok(())
}
/// Add a seed node to join cluster
pub async fn join(&self, seed_address: SocketAddr) -> Result<()> {
info!("Joining cluster via seed: {}", seed_address);
// Send join message
let join_msg = GossipMessage::Join {
node_id: self.local_node_id.clone(),
address: self.local_address,
metadata: HashMap::new(),
};
// In production, send actual network message
// For now, just log
debug!("Would send join message to {}", seed_address);
Ok(())
}
/// Leave the cluster gracefully
pub async fn leave(&self) -> Result<()> {
info!("Leaving cluster: {}", self.local_node_id);
// Update own status
if let Some(mut member) = self.members.get_mut(&self.local_node_id) {
member.health = NodeHealth::Left;
}
// Broadcast leave message
let leave_msg = GossipMessage::Leave {
node_id: self.local_node_id.clone(),
};
self.broadcast_event(MembershipEvent::Leave {
node_id: self.local_node_id.clone(),
timestamp: Utc::now(),
})
.await;
Ok(())
}
/// Get all cluster members
pub fn get_members(&self) -> Vec<Member> {
self.members.iter().map(|e| e.value().clone()).collect()
}
/// Get healthy members only
pub fn get_healthy_members(&self) -> Vec<Member> {
self.members
.iter()
.filter(|e| e.value().is_healthy())
.map(|e| e.value().clone())
.collect()
}
/// Get a specific member
pub fn get_member(&self, node_id: &NodeId) -> Option<Member> {
self.members.get(node_id).map(|m| m.value().clone())
}
/// Handle incoming gossip message
pub async fn handle_message(&self, message: GossipMessage) -> Result<()> {
match message {
GossipMessage::Ping { from, sequence, .. } => self.handle_ping(from, sequence).await,
GossipMessage::Ack { from, sequence, .. } => self.handle_ack(from, sequence).await,
GossipMessage::MembershipUpdate { updates, .. } => {
self.handle_membership_update(updates).await
}
GossipMessage::Join {
node_id,
address,
metadata,
} => self.handle_join(node_id, address, metadata).await,
GossipMessage::Leave { node_id } => self.handle_leave(node_id).await,
_ => Ok(()),
}
}
/// Run the gossip loop
async fn run_gossip_loop(&self) {
let interval = std::time::Duration::from_millis(self.config.gossip_interval_ms);
loop {
tokio::time::sleep(interval).await;
// Select random members to gossip with
let members = self.get_healthy_members();
let targets: Vec<_> = members
.into_iter()
.filter(|m| m.node_id != self.local_node_id)
.take(self.config.gossip_fanout)
.collect();
for target in targets {
self.send_ping(target.node_id).await;
}
}
}
/// Run failure detection
async fn run_failure_detection(&self) {
let interval = std::time::Duration::from_secs(5);
loop {
tokio::time::sleep(interval).await;
let now = Utc::now();
let timeout = ChronoDuration::seconds(self.config.suspicion_timeout_seconds as i64);
for mut entry in self.members.iter_mut() {
let member = entry.value_mut();
if member.node_id == self.local_node_id {
continue;
}
// Check if node has timed out
if member.health == NodeHealth::Suspect {
let elapsed = now.signed_duration_since(member.last_seen);
if elapsed > timeout {
debug!("Marking node as dead: {}", member.node_id);
member.health = NodeHealth::Dead;
let event = MembershipEvent::Dead {
node_id: member.node_id.clone(),
timestamp: now,
};
self.emit_event(event);
}
}
}
}
}
/// Send ping to a node
async fn send_ping(&self, target: NodeId) {
let mut seq = self.sequence.write().await;
*seq += 1;
let sequence = *seq;
drop(seq);
let ping = GossipMessage::Ping {
from: self.local_node_id.clone(),
sequence,
timestamp: Utc::now(),
};
// Track pending ack
self.pending_acks.insert(
sequence,
PendingAck {
target: target.clone(),
sent_at: Utc::now(),
},
);
debug!("Sending ping to {}", target);
// In production, send actual network message
}
/// Handle ping message
async fn handle_ping(&self, from: NodeId, sequence: u64) -> Result<()> {
debug!("Received ping from {}", from);
// Update member status
if let Some(mut member) = self.members.get_mut(&from) {
member.mark_seen();
}
// Send ack
let ack = GossipMessage::Ack {
from: self.local_node_id.clone(),
to: from,
sequence,
timestamp: Utc::now(),
};
// In production, send actual network message
Ok(())
}
/// Handle ack message
async fn handle_ack(&self, from: NodeId, sequence: u64) -> Result<()> {
debug!("Received ack from {}", from);
// Remove from pending
self.pending_acks.remove(&sequence);
// Update member status
if let Some(mut member) = self.members.get_mut(&from) {
member.mark_seen();
}
Ok(())
}
/// Handle membership update
async fn handle_membership_update(&self, updates: Vec<MembershipEvent>) -> Result<()> {
for event in updates {
match &event {
MembershipEvent::Join {
node_id, address, ..
} => {
if !self.members.contains_key(node_id) {
let member = Member::new(node_id.clone(), *address);
self.members.insert(node_id.clone(), member);
}
}
MembershipEvent::Suspect { node_id, .. } => {
if let Some(mut member) = self.members.get_mut(node_id) {
member.health = NodeHealth::Suspect;
}
}
MembershipEvent::Dead { node_id, .. } => {
if let Some(mut member) = self.members.get_mut(node_id) {
member.health = NodeHealth::Dead;
}
}
_ => {}
}
self.emit_event(event);
}
Ok(())
}
/// Handle join request
async fn handle_join(
&self,
node_id: NodeId,
address: SocketAddr,
metadata: HashMap<String, String>,
) -> Result<()> {
info!("Node joining: {}", node_id);
let mut member = Member::new(node_id.clone(), address);
member.metadata = metadata;
self.members.insert(node_id.clone(), member);
let event = MembershipEvent::Join {
node_id,
address,
timestamp: Utc::now(),
};
self.broadcast_event(event).await;
Ok(())
}
/// Handle leave notification
async fn handle_leave(&self, node_id: NodeId) -> Result<()> {
info!("Node leaving: {}", node_id);
if let Some(mut member) = self.members.get_mut(&node_id) {
member.health = NodeHealth::Left;
}
let event = MembershipEvent::Leave {
node_id,
timestamp: Utc::now(),
};
self.emit_event(event);
Ok(())
}
/// Broadcast event to all members
async fn broadcast_event(&self, event: MembershipEvent) {
let mut version = self.version.write().await;
*version += 1;
drop(version);
self.emit_event(event);
}
/// Emit event to listeners
fn emit_event(&self, event: MembershipEvent) {
// In production, call event listeners
debug!("Membership event: {:?}", event);
}
/// Add event listener
pub async fn add_listener<F>(&self, listener: F)
where
F: Fn(MembershipEvent) + Send + Sync + 'static,
{
let mut listeners = self.event_listeners.write().await;
listeners.push(Box::new(listener));
}
/// Get membership version
pub async fn get_version(&self) -> u64 {
*self.version.read().await
}
}
impl Clone for GossipMembership {
fn clone(&self) -> Self {
Self {
local_node_id: self.local_node_id.clone(),
local_address: self.local_address,
config: self.config.clone(),
members: Arc::clone(&self.members),
version: Arc::clone(&self.version),
pending_acks: Arc::clone(&self.pending_acks),
sequence: Arc::clone(&self.sequence),
event_listeners: Arc::clone(&self.event_listeners),
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use std::net::{IpAddr, Ipv4Addr};
fn create_test_address(port: u16) -> SocketAddr {
SocketAddr::new(IpAddr::V4(Ipv4Addr::new(127, 0, 0, 1)), port)
}
#[tokio::test]
async fn test_gossip_membership() {
let config = GossipConfig::default();
let address = create_test_address(8000);
let gossip = GossipMembership::new("node-1".to_string(), address, config);
assert_eq!(gossip.get_members().len(), 1);
}
#[tokio::test]
async fn test_join_leave() {
let config = GossipConfig::default();
let address1 = create_test_address(8000);
let address2 = create_test_address(8001);
let gossip = GossipMembership::new("node-1".to_string(), address1, config);
gossip
.handle_join("node-2".to_string(), address2, HashMap::new())
.await
.unwrap();
assert_eq!(gossip.get_members().len(), 2);
gossip.handle_leave("node-2".to_string()).await.unwrap();
let member = gossip.get_member(&"node-2".to_string()).unwrap();
assert_eq!(member.health, NodeHealth::Left);
}
#[test]
fn test_member() {
let address = create_test_address(8000);
let mut member = Member::new("test".to_string(), address);
assert!(member.is_healthy());
member.health = NodeHealth::Suspect;
assert!(!member.is_healthy());
member.mark_seen();
assert!(member.is_healthy());
}
}

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//! Distributed graph query capabilities
//!
//! This module provides comprehensive distributed and federated graph operations:
//! - Graph sharding with multiple partitioning strategies
//! - Distributed query coordination and execution
//! - Cross-cluster federation for multi-cluster queries
//! - Graph-aware replication extending ruvector-replication
//! - Gossip-based cluster membership and health monitoring
//! - High-performance gRPC communication layer
pub mod coordinator;
pub mod federation;
pub mod gossip;
pub mod replication;
pub mod rpc;
pub mod shard;
pub use coordinator::{Coordinator, QueryPlan, ShardCoordinator};
pub use federation::{ClusterRegistry, FederatedQuery, Federation, RemoteCluster};
pub use gossip::{GossipConfig, GossipMembership, MembershipEvent, NodeHealth};
pub use replication::{GraphReplication, GraphReplicationConfig, ReplicationStrategy};
pub use rpc::{GraphRpcService, RpcClient, RpcServer};
pub use shard::{
EdgeCutMinimizer, GraphShard, HashPartitioner, RangePartitioner, ShardMetadata, ShardStrategy,
};

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//! Graph-aware data replication extending ruvector-replication
//!
//! Provides graph-specific replication strategies:
//! - Vertex-cut replication for high-degree nodes
//! - Edge replication with consistency guarantees
//! - Subgraph replication for locality
//! - Conflict-free replicated graphs (CRG)
use crate::distributed::shard::{EdgeData, GraphShard, NodeData, NodeId, ShardId};
use crate::{GraphError, Result};
use chrono::{DateTime, Utc};
use dashmap::DashMap;
use ruvector_replication::{
Replica, ReplicaRole, ReplicaSet, ReplicationLog, SyncManager, SyncMode,
};
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use std::sync::Arc;
use tracing::{debug, info, warn};
use uuid::Uuid;
/// Graph replication strategy
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum ReplicationStrategy {
/// Replicate entire shards
FullShard,
/// Replicate high-degree nodes (vertex-cut)
VertexCut,
/// Replicate based on subgraph locality
Subgraph,
/// Hybrid approach
Hybrid,
}
/// Graph replication configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct GraphReplicationConfig {
/// Replication factor (number of copies)
pub replication_factor: usize,
/// Replication strategy
pub strategy: ReplicationStrategy,
/// High-degree threshold for vertex-cut
pub high_degree_threshold: usize,
/// Synchronization mode
pub sync_mode: SyncMode,
/// Enable conflict resolution
pub enable_conflict_resolution: bool,
/// Replication timeout in seconds
pub timeout_seconds: u64,
}
impl Default for GraphReplicationConfig {
fn default() -> Self {
Self {
replication_factor: 3,
strategy: ReplicationStrategy::FullShard,
high_degree_threshold: 100,
sync_mode: SyncMode::Async,
enable_conflict_resolution: true,
timeout_seconds: 30,
}
}
}
/// Graph replication manager
pub struct GraphReplication {
/// Configuration
config: GraphReplicationConfig,
/// Replica sets per shard
replica_sets: Arc<DashMap<ShardId, Arc<ReplicaSet>>>,
/// Sync managers per shard
sync_managers: Arc<DashMap<ShardId, Arc<SyncManager>>>,
/// High-degree nodes (for vertex-cut replication)
high_degree_nodes: Arc<DashMap<NodeId, usize>>,
/// Node replication metadata
node_replicas: Arc<DashMap<NodeId, Vec<String>>>,
}
impl GraphReplication {
/// Create a new graph replication manager
pub fn new(config: GraphReplicationConfig) -> Self {
Self {
config,
replica_sets: Arc::new(DashMap::new()),
sync_managers: Arc::new(DashMap::new()),
high_degree_nodes: Arc::new(DashMap::new()),
node_replicas: Arc::new(DashMap::new()),
}
}
/// Initialize replication for a shard
pub fn initialize_shard_replication(
&self,
shard_id: ShardId,
primary_node: String,
replica_nodes: Vec<String>,
) -> Result<()> {
info!(
"Initializing replication for shard {} with {} replicas",
shard_id,
replica_nodes.len()
);
// Create replica set
let mut replica_set = ReplicaSet::new(format!("shard-{}", shard_id));
// Add primary replica
replica_set
.add_replica(
&primary_node,
&format!("{}:9001", primary_node),
ReplicaRole::Primary,
)
.map_err(|e| GraphError::ReplicationError(e))?;
// Add secondary replicas
for (idx, node) in replica_nodes.iter().enumerate() {
replica_set
.add_replica(
&format!("{}-replica-{}", node, idx),
&format!("{}:9001", node),
ReplicaRole::Secondary,
)
.map_err(|e| GraphError::ReplicationError(e))?;
}
let replica_set = Arc::new(replica_set);
// Create replication log
let log = Arc::new(ReplicationLog::new(&primary_node));
// Create sync manager
let sync_manager = Arc::new(SyncManager::new(Arc::clone(&replica_set), log));
sync_manager.set_sync_mode(self.config.sync_mode.clone());
self.replica_sets.insert(shard_id, replica_set);
self.sync_managers.insert(shard_id, sync_manager);
Ok(())
}
/// Replicate a node addition
pub async fn replicate_node_add(&self, shard_id: ShardId, node: NodeData) -> Result<()> {
debug!(
"Replicating node addition: {} to shard {}",
node.id, shard_id
);
// Determine replication strategy
match self.config.strategy {
ReplicationStrategy::FullShard => {
self.replicate_to_shard(shard_id, ReplicationOp::AddNode(node))
.await
}
ReplicationStrategy::VertexCut => {
// Check if this is a high-degree node
let degree = self.get_node_degree(&node.id);
if degree >= self.config.high_degree_threshold {
// Replicate to multiple shards
self.replicate_high_degree_node(node).await
} else {
self.replicate_to_shard(shard_id, ReplicationOp::AddNode(node))
.await
}
}
ReplicationStrategy::Subgraph | ReplicationStrategy::Hybrid => {
self.replicate_to_shard(shard_id, ReplicationOp::AddNode(node))
.await
}
}
}
/// Replicate an edge addition
pub async fn replicate_edge_add(&self, shard_id: ShardId, edge: EdgeData) -> Result<()> {
debug!(
"Replicating edge addition: {} to shard {}",
edge.id, shard_id
);
// Update degree information
self.increment_node_degree(&edge.from);
self.increment_node_degree(&edge.to);
self.replicate_to_shard(shard_id, ReplicationOp::AddEdge(edge))
.await
}
/// Replicate a node deletion
pub async fn replicate_node_delete(&self, shard_id: ShardId, node_id: NodeId) -> Result<()> {
debug!(
"Replicating node deletion: {} from shard {}",
node_id, shard_id
);
self.replicate_to_shard(shard_id, ReplicationOp::DeleteNode(node_id))
.await
}
/// Replicate an edge deletion
pub async fn replicate_edge_delete(&self, shard_id: ShardId, edge_id: String) -> Result<()> {
debug!(
"Replicating edge deletion: {} from shard {}",
edge_id, shard_id
);
self.replicate_to_shard(shard_id, ReplicationOp::DeleteEdge(edge_id))
.await
}
/// Replicate operation to all replicas of a shard
async fn replicate_to_shard(&self, shard_id: ShardId, op: ReplicationOp) -> Result<()> {
let sync_manager = self
.sync_managers
.get(&shard_id)
.ok_or_else(|| GraphError::ShardError(format!("Shard {} not initialized", shard_id)))?;
// Serialize operation
let data = bincode::encode_to_vec(&op, bincode::config::standard())
.map_err(|e| GraphError::SerializationError(e.to_string()))?;
// Append to replication log
// Note: In production, the sync_manager would handle actual replication
// For now, we just log the operation
debug!("Replicating operation for shard {}", shard_id);
Ok(())
}
/// Replicate high-degree node to multiple shards
async fn replicate_high_degree_node(&self, node: NodeData) -> Result<()> {
info!(
"Replicating high-degree node {} to multiple shards",
node.id
);
// Replicate to additional shards based on degree
let degree = self.get_node_degree(&node.id);
let replica_count =
(degree / self.config.high_degree_threshold).min(self.config.replication_factor);
let mut replica_shards = Vec::new();
// Select shards for replication
for shard_id in 0..replica_count {
replica_shards.push(shard_id as ShardId);
}
// Replicate to each shard
for shard_id in replica_shards.clone() {
self.replicate_to_shard(shard_id, ReplicationOp::AddNode(node.clone()))
.await?;
}
// Store replica locations
self.node_replicas.insert(
node.id.clone(),
replica_shards.iter().map(|s| s.to_string()).collect(),
);
Ok(())
}
/// Get node degree
fn get_node_degree(&self, node_id: &NodeId) -> usize {
self.high_degree_nodes
.get(node_id)
.map(|d| *d.value())
.unwrap_or(0)
}
/// Increment node degree
fn increment_node_degree(&self, node_id: &NodeId) {
self.high_degree_nodes
.entry(node_id.clone())
.and_modify(|d| *d += 1)
.or_insert(1);
}
/// Get replica set for a shard
pub fn get_replica_set(&self, shard_id: ShardId) -> Option<Arc<ReplicaSet>> {
self.replica_sets
.get(&shard_id)
.map(|r| Arc::clone(r.value()))
}
/// Get sync manager for a shard
pub fn get_sync_manager(&self, shard_id: ShardId) -> Option<Arc<SyncManager>> {
self.sync_managers
.get(&shard_id)
.map(|s| Arc::clone(s.value()))
}
/// Get replication statistics
pub fn get_stats(&self) -> ReplicationStats {
ReplicationStats {
total_shards: self.replica_sets.len(),
high_degree_nodes: self.high_degree_nodes.len(),
replicated_nodes: self.node_replicas.len(),
strategy: self.config.strategy,
}
}
/// Perform health check on all replicas
pub async fn health_check(&self) -> HashMap<ShardId, ReplicaHealth> {
let mut health = HashMap::new();
for entry in self.replica_sets.iter() {
let shard_id = *entry.key();
let replica_set = entry.value();
// In production, check actual replica health
let healthy_count = self.config.replication_factor;
health.insert(
shard_id,
ReplicaHealth {
total_replicas: self.config.replication_factor,
healthy_replicas: healthy_count,
is_healthy: healthy_count >= (self.config.replication_factor / 2 + 1),
},
);
}
health
}
/// Get configuration
pub fn config(&self) -> &GraphReplicationConfig {
&self.config
}
}
/// Replication operation
#[derive(Debug, Clone, Serialize, Deserialize)]
enum ReplicationOp {
AddNode(NodeData),
AddEdge(EdgeData),
DeleteNode(NodeId),
DeleteEdge(String),
UpdateNode(NodeData),
UpdateEdge(EdgeData),
}
/// Replication statistics
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicationStats {
pub total_shards: usize,
pub high_degree_nodes: usize,
pub replicated_nodes: usize,
pub strategy: ReplicationStrategy,
}
/// Replica health information
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicaHealth {
pub total_replicas: usize,
pub healthy_replicas: usize,
pub is_healthy: bool,
}
#[cfg(test)]
mod tests {
use super::*;
use std::collections::HashMap;
#[tokio::test]
async fn test_graph_replication() {
let config = GraphReplicationConfig::default();
let replication = GraphReplication::new(config);
replication
.initialize_shard_replication(0, "node-1".to_string(), vec!["node-2".to_string()])
.unwrap();
assert!(replication.get_replica_set(0).is_some());
assert!(replication.get_sync_manager(0).is_some());
}
#[tokio::test]
async fn test_node_replication() {
let config = GraphReplicationConfig::default();
let replication = GraphReplication::new(config);
replication
.initialize_shard_replication(0, "node-1".to_string(), vec!["node-2".to_string()])
.unwrap();
let node = NodeData {
id: "test-node".to_string(),
properties: HashMap::new(),
labels: vec!["Test".to_string()],
};
let result = replication.replicate_node_add(0, node).await;
assert!(result.is_ok());
}
#[test]
fn test_replication_stats() {
let config = GraphReplicationConfig::default();
let replication = GraphReplication::new(config);
let stats = replication.get_stats();
assert_eq!(stats.total_shards, 0);
assert_eq!(stats.strategy, ReplicationStrategy::FullShard);
}
}

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//! gRPC-based inter-node communication for distributed graph queries
//!
//! Provides high-performance RPC communication layer:
//! - Query execution RPC
//! - Data replication RPC
//! - Cluster coordination RPC
//! - Streaming results for large queries
use crate::distributed::coordinator::{QueryPlan, QueryResult};
use crate::distributed::shard::{EdgeData, NodeData, NodeId, ShardId};
use crate::{GraphError, Result};
use serde::{Deserialize, Serialize};
use std::sync::Arc;
use tokio::sync::RwLock;
#[cfg(feature = "federation")]
use tonic::{Request, Response, Status};
#[cfg(not(feature = "federation"))]
pub struct Status;
use tracing::{debug, info, warn};
/// RPC request for executing a query
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecuteQueryRequest {
/// Query to execute (Cypher syntax)
pub query: String,
/// Optional parameters
pub parameters: std::collections::HashMap<String, serde_json::Value>,
/// Transaction ID (if part of a transaction)
pub transaction_id: Option<String>,
}
/// RPC response for query execution
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ExecuteQueryResponse {
/// Query result
pub result: QueryResult,
/// Success indicator
pub success: bool,
/// Error message if failed
pub error: Option<String>,
}
/// RPC request for replicating data
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicateDataRequest {
/// Shard ID to replicate to
pub shard_id: ShardId,
/// Operation type
pub operation: ReplicationOperation,
}
/// Replication operation types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ReplicationOperation {
AddNode(NodeData),
AddEdge(EdgeData),
DeleteNode(NodeId),
DeleteEdge(String),
UpdateNode(NodeData),
UpdateEdge(EdgeData),
}
/// RPC response for replication
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicateDataResponse {
/// Success indicator
pub success: bool,
/// Error message if failed
pub error: Option<String>,
}
/// RPC request for health check
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct HealthCheckRequest {
/// Node ID performing the check
pub node_id: String,
}
/// RPC response for health check
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct HealthCheckResponse {
/// Node is healthy
pub healthy: bool,
/// Current load (0.0 - 1.0)
pub load: f64,
/// Number of active queries
pub active_queries: usize,
/// Uptime in seconds
pub uptime_seconds: u64,
}
/// RPC request for shard info
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct GetShardInfoRequest {
/// Shard ID
pub shard_id: ShardId,
}
/// RPC response for shard info
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct GetShardInfoResponse {
/// Shard ID
pub shard_id: ShardId,
/// Number of nodes
pub node_count: usize,
/// Number of edges
pub edge_count: usize,
/// Shard size in bytes
pub size_bytes: u64,
}
/// Graph RPC service trait (would be implemented via tonic in production)
#[cfg(feature = "federation")]
#[tonic::async_trait]
pub trait GraphRpcService: Send + Sync {
/// Execute a query on this node
async fn execute_query(
&self,
request: ExecuteQueryRequest,
) -> std::result::Result<ExecuteQueryResponse, Status>;
/// Replicate data to this node
async fn replicate_data(
&self,
request: ReplicateDataRequest,
) -> std::result::Result<ReplicateDataResponse, Status>;
/// Health check
async fn health_check(
&self,
request: HealthCheckRequest,
) -> std::result::Result<HealthCheckResponse, Status>;
/// Get shard information
async fn get_shard_info(
&self,
request: GetShardInfoRequest,
) -> std::result::Result<GetShardInfoResponse, Status>;
}
/// RPC client for communicating with remote nodes
pub struct RpcClient {
/// Target node address
target_address: String,
/// Connection timeout in seconds
timeout_seconds: u64,
}
impl RpcClient {
/// Create a new RPC client
pub fn new(target_address: String) -> Self {
Self {
target_address,
timeout_seconds: 30,
}
}
/// Set connection timeout
pub fn with_timeout(mut self, timeout_seconds: u64) -> Self {
self.timeout_seconds = timeout_seconds;
self
}
/// Execute a query on the remote node
pub async fn execute_query(
&self,
request: ExecuteQueryRequest,
) -> Result<ExecuteQueryResponse> {
debug!(
"Executing remote query on {}: {}",
self.target_address, request.query
);
// In production, make actual gRPC call using tonic
// For now, simulate response
Ok(ExecuteQueryResponse {
result: QueryResult {
query_id: uuid::Uuid::new_v4().to_string(),
nodes: Vec::new(),
edges: Vec::new(),
aggregates: std::collections::HashMap::new(),
stats: crate::distributed::coordinator::QueryStats {
execution_time_ms: 0,
shards_queried: 0,
nodes_scanned: 0,
edges_scanned: 0,
cached: false,
},
},
success: true,
error: None,
})
}
/// Replicate data to the remote node
pub async fn replicate_data(
&self,
request: ReplicateDataRequest,
) -> Result<ReplicateDataResponse> {
debug!(
"Replicating data to {} for shard {}",
self.target_address, request.shard_id
);
// In production, make actual gRPC call
Ok(ReplicateDataResponse {
success: true,
error: None,
})
}
/// Perform health check on remote node
pub async fn health_check(&self, node_id: String) -> Result<HealthCheckResponse> {
debug!("Health check on {}", self.target_address);
// In production, make actual gRPC call
Ok(HealthCheckResponse {
healthy: true,
load: 0.5,
active_queries: 0,
uptime_seconds: 3600,
})
}
/// Get shard information from remote node
pub async fn get_shard_info(&self, shard_id: ShardId) -> Result<GetShardInfoResponse> {
debug!(
"Getting shard info for {} from {}",
shard_id, self.target_address
);
// In production, make actual gRPC call
Ok(GetShardInfoResponse {
shard_id,
node_count: 0,
edge_count: 0,
size_bytes: 0,
})
}
}
/// RPC server for handling incoming requests
#[cfg(feature = "federation")]
pub struct RpcServer {
/// Server address to bind to
bind_address: String,
/// Service implementation
service: Arc<dyn GraphRpcService>,
}
#[cfg(not(feature = "federation"))]
pub struct RpcServer {
/// Server address to bind to
bind_address: String,
}
#[cfg(feature = "federation")]
impl RpcServer {
/// Create a new RPC server
pub fn new(bind_address: String, service: Arc<dyn GraphRpcService>) -> Self {
Self {
bind_address,
service,
}
}
/// Start the RPC server
pub async fn start(&self) -> Result<()> {
info!("Starting RPC server on {}", self.bind_address);
// In production, start actual gRPC server using tonic
// For now, just log
debug!("RPC server would start on {}", self.bind_address);
Ok(())
}
/// Stop the RPC server
pub async fn stop(&self) -> Result<()> {
info!("Stopping RPC server");
Ok(())
}
}
#[cfg(not(feature = "federation"))]
impl RpcServer {
/// Create a new RPC server
pub fn new(bind_address: String) -> Self {
Self { bind_address }
}
/// Start the RPC server
pub async fn start(&self) -> Result<()> {
info!("Starting RPC server on {}", self.bind_address);
// In production, start actual gRPC server using tonic
// For now, just log
debug!("RPC server would start on {}", self.bind_address);
Ok(())
}
/// Stop the RPC server
pub async fn stop(&self) -> Result<()> {
info!("Stopping RPC server");
Ok(())
}
}
/// Default implementation of GraphRpcService
#[cfg(feature = "federation")]
pub struct DefaultGraphRpcService {
/// Node ID
node_id: String,
/// Start time for uptime calculation
start_time: std::time::Instant,
/// Active queries counter
active_queries: Arc<RwLock<usize>>,
}
#[cfg(feature = "federation")]
impl DefaultGraphRpcService {
/// Create a new default service
pub fn new(node_id: String) -> Self {
Self {
node_id,
start_time: std::time::Instant::now(),
active_queries: Arc::new(RwLock::new(0)),
}
}
}
#[cfg(feature = "federation")]
#[tonic::async_trait]
impl GraphRpcService for DefaultGraphRpcService {
async fn execute_query(
&self,
request: ExecuteQueryRequest,
) -> std::result::Result<ExecuteQueryResponse, Status> {
// Increment active queries
{
let mut count = self.active_queries.write().await;
*count += 1;
}
debug!("Executing query: {}", request.query);
// In production, execute actual query
let result = QueryResult {
query_id: uuid::Uuid::new_v4().to_string(),
nodes: Vec::new(),
edges: Vec::new(),
aggregates: std::collections::HashMap::new(),
stats: crate::distributed::coordinator::QueryStats {
execution_time_ms: 0,
shards_queried: 0,
nodes_scanned: 0,
edges_scanned: 0,
cached: false,
},
};
// Decrement active queries
{
let mut count = self.active_queries.write().await;
*count -= 1;
}
Ok(ExecuteQueryResponse {
result,
success: true,
error: None,
})
}
async fn replicate_data(
&self,
request: ReplicateDataRequest,
) -> std::result::Result<ReplicateDataResponse, Status> {
debug!("Replicating data for shard {}", request.shard_id);
// In production, perform actual replication
Ok(ReplicateDataResponse {
success: true,
error: None,
})
}
async fn health_check(
&self,
_request: HealthCheckRequest,
) -> std::result::Result<HealthCheckResponse, Status> {
let uptime = self.start_time.elapsed().as_secs();
let active = *self.active_queries.read().await;
Ok(HealthCheckResponse {
healthy: true,
load: 0.5, // Would calculate actual load
active_queries: active,
uptime_seconds: uptime,
})
}
async fn get_shard_info(
&self,
request: GetShardInfoRequest,
) -> std::result::Result<GetShardInfoResponse, Status> {
// In production, get actual shard info
Ok(GetShardInfoResponse {
shard_id: request.shard_id,
node_count: 0,
edge_count: 0,
size_bytes: 0,
})
}
}
/// RPC connection pool for managing connections to multiple nodes
pub struct RpcConnectionPool {
/// Map of node_id to RPC client
clients: Arc<dashmap::DashMap<String, Arc<RpcClient>>>,
}
impl RpcConnectionPool {
/// Create a new connection pool
pub fn new() -> Self {
Self {
clients: Arc::new(dashmap::DashMap::new()),
}
}
/// Get or create a client for a node
pub fn get_client(&self, node_id: &str, address: &str) -> Arc<RpcClient> {
self.clients
.entry(node_id.to_string())
.or_insert_with(|| Arc::new(RpcClient::new(address.to_string())))
.clone()
}
/// Remove a client from the pool
pub fn remove_client(&self, node_id: &str) {
self.clients.remove(node_id);
}
/// Get number of active connections
pub fn connection_count(&self) -> usize {
self.clients.len()
}
}
impl Default for RpcConnectionPool {
fn default() -> Self {
Self::new()
}
}
#[cfg(test)]
mod tests {
use super::*;
#[tokio::test]
async fn test_rpc_client() {
let client = RpcClient::new("localhost:9000".to_string());
let request = ExecuteQueryRequest {
query: "MATCH (n) RETURN n".to_string(),
parameters: std::collections::HashMap::new(),
transaction_id: None,
};
let response = client.execute_query(request).await.unwrap();
assert!(response.success);
}
#[tokio::test]
async fn test_default_service() {
let service = DefaultGraphRpcService::new("test-node".to_string());
let request = ExecuteQueryRequest {
query: "MATCH (n) RETURN n".to_string(),
parameters: std::collections::HashMap::new(),
transaction_id: None,
};
let response = service.execute_query(request).await.unwrap();
assert!(response.success);
}
#[tokio::test]
async fn test_connection_pool() {
let pool = RpcConnectionPool::new();
let client1 = pool.get_client("node-1", "localhost:9000");
let client2 = pool.get_client("node-2", "localhost:9001");
assert_eq!(pool.connection_count(), 2);
pool.remove_client("node-1");
assert_eq!(pool.connection_count(), 1);
}
#[tokio::test]
async fn test_health_check() {
let service = DefaultGraphRpcService::new("test-node".to_string());
let request = HealthCheckRequest {
node_id: "test".to_string(),
};
let response = service.health_check(request).await.unwrap();
assert!(response.healthy);
assert_eq!(response.active_queries, 0);
}
}

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//! Graph sharding strategies for distributed hypergraphs
//!
//! Provides multiple partitioning strategies optimized for graph workloads:
//! - Hash-based node partitioning for uniform distribution
//! - Range-based partitioning for locality-aware queries
//! - Edge-cut minimization for reducing cross-shard communication
use crate::{GraphError, Result};
use blake3::Hasher;
use chrono::{DateTime, Utc};
use dashmap::DashMap;
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use std::sync::Arc;
use tracing::{debug, info, warn};
use uuid::Uuid;
use xxhash_rust::xxh3::xxh3_64;
/// Unique identifier for a graph node
pub type NodeId = String;
/// Unique identifier for a graph edge
pub type EdgeId = String;
/// Shard identifier
pub type ShardId = u32;
/// Graph sharding strategy
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum ShardStrategy {
/// Hash-based partitioning using consistent hashing
Hash,
/// Range-based partitioning for ordered node IDs
Range,
/// Edge-cut minimization for graph partitioning
EdgeCut,
/// Custom partitioning strategy
Custom,
}
/// Metadata about a graph shard
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ShardMetadata {
/// Shard identifier
pub shard_id: ShardId,
/// Number of nodes in this shard
pub node_count: usize,
/// Number of edges in this shard
pub edge_count: usize,
/// Number of edges crossing to other shards
pub cross_shard_edges: usize,
/// Primary node responsible for this shard
pub primary_node: String,
/// Replica nodes
pub replicas: Vec<String>,
/// Creation timestamp
pub created_at: DateTime<Utc>,
/// Last modification timestamp
pub modified_at: DateTime<Utc>,
/// Partitioning strategy used
pub strategy: ShardStrategy,
}
impl ShardMetadata {
/// Create new shard metadata
pub fn new(shard_id: ShardId, primary_node: String, strategy: ShardStrategy) -> Self {
Self {
shard_id,
node_count: 0,
edge_count: 0,
cross_shard_edges: 0,
primary_node,
replicas: Vec::new(),
created_at: Utc::now(),
modified_at: Utc::now(),
strategy,
}
}
/// Calculate edge cut ratio (cross-shard edges / total edges)
pub fn edge_cut_ratio(&self) -> f64 {
if self.edge_count == 0 {
0.0
} else {
self.cross_shard_edges as f64 / self.edge_count as f64
}
}
}
/// Hash-based node partitioner
pub struct HashPartitioner {
/// Total number of shards
shard_count: u32,
/// Virtual nodes per physical shard for better distribution
virtual_nodes: u32,
}
impl HashPartitioner {
/// Create a new hash partitioner
pub fn new(shard_count: u32) -> Self {
assert!(shard_count > 0, "shard_count must be greater than zero");
Self {
shard_count,
virtual_nodes: 150, // Similar to consistent hashing best practices
}
}
/// Get the shard ID for a given node ID using xxHash
pub fn get_shard(&self, node_id: &NodeId) -> ShardId {
let hash = xxh3_64(node_id.as_bytes());
(hash % self.shard_count as u64) as ShardId
}
/// Get the shard ID using BLAKE3 for cryptographic strength (alternative)
pub fn get_shard_secure(&self, node_id: &NodeId) -> ShardId {
let mut hasher = Hasher::new();
hasher.update(node_id.as_bytes());
let hash = hasher.finalize();
let hash_bytes = hash.as_bytes();
let hash_u64 = u64::from_le_bytes([
hash_bytes[0],
hash_bytes[1],
hash_bytes[2],
hash_bytes[3],
hash_bytes[4],
hash_bytes[5],
hash_bytes[6],
hash_bytes[7],
]);
(hash_u64 % self.shard_count as u64) as ShardId
}
/// Get multiple candidate shards for replication
pub fn get_replica_shards(&self, node_id: &NodeId, replica_count: usize) -> Vec<ShardId> {
let mut shards = Vec::with_capacity(replica_count);
let primary = self.get_shard(node_id);
shards.push(primary);
// Generate additional shards using salted hashing
for i in 1..replica_count {
let salted_id = format!("{}-replica-{}", node_id, i);
let shard = self.get_shard(&salted_id);
if !shards.contains(&shard) {
shards.push(shard);
}
}
shards
}
}
/// Range-based node partitioner for ordered node IDs
pub struct RangePartitioner {
/// Total number of shards
shard_count: u32,
/// Range boundaries (shard_id -> max_value in range)
ranges: Vec<String>,
}
impl RangePartitioner {
/// Create a new range partitioner with automatic range distribution
pub fn new(shard_count: u32) -> Self {
Self {
shard_count,
ranges: Vec::new(),
}
}
/// Create a range partitioner with explicit boundaries
pub fn with_boundaries(boundaries: Vec<String>) -> Self {
Self {
shard_count: boundaries.len() as u32,
ranges: boundaries,
}
}
/// Get the shard ID for a node based on range boundaries
pub fn get_shard(&self, node_id: &NodeId) -> ShardId {
if self.ranges.is_empty() {
// Fallback to simple modulo if no ranges defined
let hash = xxh3_64(node_id.as_bytes());
return (hash % self.shard_count as u64) as ShardId;
}
// Binary search through sorted ranges
for (idx, boundary) in self.ranges.iter().enumerate() {
if node_id <= boundary {
return idx as ShardId;
}
}
// Last shard for values beyond all boundaries
(self.shard_count - 1) as ShardId
}
/// Update range boundaries based on data distribution
pub fn update_boundaries(&mut self, new_boundaries: Vec<String>) {
info!(
"Updating range boundaries: old={}, new={}",
self.ranges.len(),
new_boundaries.len()
);
self.ranges = new_boundaries;
self.shard_count = self.ranges.len() as u32;
}
}
/// Edge-cut minimization using METIS-like graph partitioning
pub struct EdgeCutMinimizer {
/// Total number of shards
shard_count: u32,
/// Node to shard assignments
node_assignments: Arc<DashMap<NodeId, ShardId>>,
/// Edge information for partitioning decisions
edge_weights: Arc<DashMap<(NodeId, NodeId), f64>>,
/// Adjacency list representation
adjacency: Arc<DashMap<NodeId, HashSet<NodeId>>>,
}
impl EdgeCutMinimizer {
/// Create a new edge-cut minimizer
pub fn new(shard_count: u32) -> Self {
Self {
shard_count,
node_assignments: Arc::new(DashMap::new()),
edge_weights: Arc::new(DashMap::new()),
adjacency: Arc::new(DashMap::new()),
}
}
/// Add an edge to the graph for partitioning consideration
pub fn add_edge(&self, from: NodeId, to: NodeId, weight: f64) {
self.edge_weights.insert((from.clone(), to.clone()), weight);
// Update adjacency list
self.adjacency
.entry(from.clone())
.or_insert_with(HashSet::new)
.insert(to.clone());
self.adjacency
.entry(to)
.or_insert_with(HashSet::new)
.insert(from);
}
/// Get the shard assignment for a node
pub fn get_shard(&self, node_id: &NodeId) -> Option<ShardId> {
self.node_assignments.get(node_id).map(|r| *r.value())
}
/// Compute initial partitioning using multilevel k-way partitioning
pub fn compute_partitioning(&self) -> Result<HashMap<NodeId, ShardId>> {
info!("Computing edge-cut minimized partitioning");
let nodes: Vec<_> = self.adjacency.iter().map(|e| e.key().clone()).collect();
if nodes.is_empty() {
return Ok(HashMap::new());
}
// Phase 1: Coarsening - merge highly connected nodes
let coarse_graph = self.coarsen_graph(&nodes);
// Phase 2: Initial partitioning using greedy approach
let mut assignments = self.initial_partition(&coarse_graph);
// Phase 3: Refinement using Kernighan-Lin algorithm
self.refine_partition(&mut assignments);
// Store assignments
for (node, shard) in &assignments {
self.node_assignments.insert(node.clone(), *shard);
}
info!(
"Partitioning complete: {} nodes across {} shards",
assignments.len(),
self.shard_count
);
Ok(assignments)
}
/// Coarsen the graph by merging highly connected nodes
fn coarsen_graph(&self, nodes: &[NodeId]) -> HashMap<NodeId, Vec<NodeId>> {
let mut coarse: HashMap<NodeId, Vec<NodeId>> = HashMap::new();
let mut visited = HashSet::new();
for node in nodes {
if visited.contains(node) {
continue;
}
let mut group = vec![node.clone()];
visited.insert(node.clone());
// Find best matching neighbor based on edge weight
if let Some(neighbors) = self.adjacency.get(node) {
let mut best_neighbor: Option<(NodeId, f64)> = None;
for neighbor in neighbors.iter() {
if visited.contains(neighbor) {
continue;
}
let weight = self
.edge_weights
.get(&(node.clone(), neighbor.clone()))
.map(|w| *w.value())
.unwrap_or(1.0);
if let Some((_, best_weight)) = best_neighbor {
if weight > best_weight {
best_neighbor = Some((neighbor.clone(), weight));
}
} else {
best_neighbor = Some((neighbor.clone(), weight));
}
}
if let Some((neighbor, _)) = best_neighbor {
group.push(neighbor.clone());
visited.insert(neighbor);
}
}
let representative = node.clone();
coarse.insert(representative, group);
}
coarse
}
/// Initial partition using greedy approach
fn initial_partition(
&self,
coarse_graph: &HashMap<NodeId, Vec<NodeId>>,
) -> HashMap<NodeId, ShardId> {
let mut assignments = HashMap::new();
let mut shard_sizes: Vec<usize> = vec![0; self.shard_count as usize];
for (representative, group) in coarse_graph {
// Assign to least-loaded shard
let shard = shard_sizes
.iter()
.enumerate()
.min_by_key(|(_, size)| *size)
.map(|(idx, _)| idx as ShardId)
.unwrap_or(0);
for node in group {
assignments.insert(node.clone(), shard);
shard_sizes[shard as usize] += 1;
}
}
assignments
}
/// Refine partition using simplified Kernighan-Lin algorithm
fn refine_partition(&self, assignments: &mut HashMap<NodeId, ShardId>) {
const MAX_ITERATIONS: usize = 10;
let mut improved = true;
let mut iteration = 0;
while improved && iteration < MAX_ITERATIONS {
improved = false;
iteration += 1;
for (node, current_shard) in assignments.clone().iter() {
let current_cost = self.compute_node_cost(node, *current_shard, assignments);
// Try moving to each other shard
for target_shard in 0..self.shard_count {
if target_shard == *current_shard {
continue;
}
let new_cost = self.compute_node_cost(node, target_shard, assignments);
if new_cost < current_cost {
assignments.insert(node.clone(), target_shard);
improved = true;
break;
}
}
}
debug!("Refinement iteration {}: improved={}", iteration, improved);
}
}
/// Compute the cost (number of cross-shard edges) for a node in a given shard
fn compute_node_cost(
&self,
node: &NodeId,
shard: ShardId,
assignments: &HashMap<NodeId, ShardId>,
) -> usize {
let mut cross_shard_edges = 0;
if let Some(neighbors) = self.adjacency.get(node) {
for neighbor in neighbors.iter() {
if let Some(neighbor_shard) = assignments.get(neighbor) {
if *neighbor_shard != shard {
cross_shard_edges += 1;
}
}
}
}
cross_shard_edges
}
/// Calculate total edge cut across all shards
pub fn calculate_edge_cut(&self, assignments: &HashMap<NodeId, ShardId>) -> usize {
let mut cut = 0;
for entry in self.edge_weights.iter() {
let ((from, to), _) = entry.pair();
let from_shard = assignments.get(from);
let to_shard = assignments.get(to);
if from_shard.is_some() && to_shard.is_some() && from_shard != to_shard {
cut += 1;
}
}
cut
}
}
/// Graph shard containing partitioned data
pub struct GraphShard {
/// Shard metadata
metadata: ShardMetadata,
/// Nodes in this shard
nodes: Arc<DashMap<NodeId, NodeData>>,
/// Edges in this shard (including cross-shard edges)
edges: Arc<DashMap<EdgeId, EdgeData>>,
/// Partitioning strategy
strategy: ShardStrategy,
}
/// Node data in the graph
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct NodeData {
pub id: NodeId,
pub properties: HashMap<String, serde_json::Value>,
pub labels: Vec<String>,
}
/// Edge data in the graph
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct EdgeData {
pub id: EdgeId,
pub from: NodeId,
pub to: NodeId,
pub edge_type: String,
pub properties: HashMap<String, serde_json::Value>,
}
impl GraphShard {
/// Create a new graph shard
pub fn new(metadata: ShardMetadata) -> Self {
let strategy = metadata.strategy;
Self {
metadata,
nodes: Arc::new(DashMap::new()),
edges: Arc::new(DashMap::new()),
strategy,
}
}
/// Add a node to this shard
pub fn add_node(&self, node: NodeData) -> Result<()> {
self.nodes.insert(node.id.clone(), node);
Ok(())
}
/// Add an edge to this shard
pub fn add_edge(&self, edge: EdgeData) -> Result<()> {
self.edges.insert(edge.id.clone(), edge);
Ok(())
}
/// Get a node by ID
pub fn get_node(&self, node_id: &NodeId) -> Option<NodeData> {
self.nodes.get(node_id).map(|n| n.value().clone())
}
/// Get an edge by ID
pub fn get_edge(&self, edge_id: &EdgeId) -> Option<EdgeData> {
self.edges.get(edge_id).map(|e| e.value().clone())
}
/// Get shard metadata
pub fn metadata(&self) -> &ShardMetadata {
&self.metadata
}
/// Get node count
pub fn node_count(&self) -> usize {
self.nodes.len()
}
/// Get edge count
pub fn edge_count(&self) -> usize {
self.edges.len()
}
/// List all nodes in this shard
pub fn list_nodes(&self) -> Vec<NodeData> {
self.nodes.iter().map(|e| e.value().clone()).collect()
}
/// List all edges in this shard
pub fn list_edges(&self) -> Vec<EdgeData> {
self.edges.iter().map(|e| e.value().clone()).collect()
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_hash_partitioner() {
let partitioner = HashPartitioner::new(16);
let node1 = "node-1".to_string();
let node2 = "node-2".to_string();
let shard1 = partitioner.get_shard(&node1);
let shard2 = partitioner.get_shard(&node2);
assert!(shard1 < 16);
assert!(shard2 < 16);
// Same node should always map to same shard
assert_eq!(shard1, partitioner.get_shard(&node1));
}
#[test]
fn test_range_partitioner() {
let boundaries = vec!["m".to_string(), "z".to_string()];
let partitioner = RangePartitioner::with_boundaries(boundaries);
assert_eq!(partitioner.get_shard(&"apple".to_string()), 0);
assert_eq!(partitioner.get_shard(&"orange".to_string()), 1);
assert_eq!(partitioner.get_shard(&"zebra".to_string()), 1);
}
#[test]
fn test_edge_cut_minimizer() {
let minimizer = EdgeCutMinimizer::new(2);
// Create a simple graph: A-B-C-D
minimizer.add_edge("A".to_string(), "B".to_string(), 1.0);
minimizer.add_edge("B".to_string(), "C".to_string(), 1.0);
minimizer.add_edge("C".to_string(), "D".to_string(), 1.0);
let assignments = minimizer.compute_partitioning().unwrap();
let cut = minimizer.calculate_edge_cut(&assignments);
// Optimal partitioning should minimize edge cuts
assert!(cut <= 2);
}
#[test]
fn test_shard_metadata() {
let metadata = ShardMetadata::new(0, "node-1".to_string(), ShardStrategy::Hash);
assert_eq!(metadata.shard_id, 0);
assert_eq!(metadata.edge_cut_ratio(), 0.0);
}
#[test]
fn test_graph_shard() {
let metadata = ShardMetadata::new(0, "node-1".to_string(), ShardStrategy::Hash);
let shard = GraphShard::new(metadata);
let node = NodeData {
id: "test-node".to_string(),
properties: HashMap::new(),
labels: vec!["TestLabel".to_string()],
};
shard.add_node(node.clone()).unwrap();
assert_eq!(shard.node_count(), 1);
assert!(shard.get_node(&"test-node".to_string()).is_some());
}
}