#![allow(dead_code)]
use crate::model::{NamedNode, Object, Predicate, Subject, Triple};
use crate::store::IndexedGraph;
use anyhow::{anyhow, Result};
use dashmap::DashMap;
use parking_lot::{Mutex, RwLock};
use serde::{Deserialize, Serialize};
use std::collections::hash_map::DefaultHasher;
use std::collections::{HashMap, VecDeque};
use std::hash::{Hash, Hasher};
use std::sync::Arc;
#[derive(Debug, Clone)]
pub struct ShardingConfig {
pub shard_count: usize,
pub replication_factor: usize,
pub semantic_partitioning: bool,
pub max_shard_size: usize,
pub enable_rebalancing: bool,
pub rebalancing_threshold: f64,
}
impl Default for ShardingConfig {
fn default() -> Self {
Self {
shard_count: 16,
replication_factor: 3,
semantic_partitioning: true,
max_shard_size: 10_000_000,
enable_rebalancing: true,
rebalancing_threshold: 0.2,
}
}
}
pub type ShardId = u32;
pub type NodeId = u64;
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ShardingStrategy {
Hash,
Subject,
Predicate,
Graph,
Semantic(SemanticStrategy),
Hybrid {
primary: Box<ShardingStrategy>,
secondary: Box<ShardingStrategy>,
},
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct SemanticStrategy {
pub entity_groups: HashMap<String, Vec<String>>,
pub relationship_predicates: Vec<String>,
pub namespace_groups: HashMap<String, ShardId>,
pub class_hierarchy: HashMap<String, String>,
}
impl Default for SemanticStrategy {
fn default() -> Self {
let mut entity_groups = HashMap::new();
entity_groups.insert(
"Person".to_string(),
vec![
"name".to_string(),
"email".to_string(),
"address".to_string(),
],
);
entity_groups.insert(
"Organization".to_string(),
vec![
"name".to_string(),
"location".to_string(),
"employees".to_string(),
],
);
let relationship_predicates = vec![
"http://www.w3.org/1999/02/22-rdf-syntax-ns#type".to_string(),
"http://www.w3.org/2000/01/rdf-schema#subClassOf".to_string(),
"http://www.w3.org/2002/07/owl#sameAs".to_string(),
];
Self {
entity_groups,
relationship_predicates,
namespace_groups: HashMap::new(),
class_hierarchy: HashMap::new(),
}
}
}
pub struct ShardManager {
config: ShardingConfig,
strategy: ShardingStrategy,
shard_metadata: Arc<RwLock<HashMap<ShardId, ShardMetadata>>>,
shard_assignments: Arc<RwLock<HashMap<ShardId, Vec<NodeId>>>>,
entity_shard_map: Arc<DashMap<String, ShardId>>,
shard_stats: Arc<DashMap<ShardId, ShardStatistics>>,
pending_migrations: Arc<Mutex<VecDeque<Migration>>>,
local_shards: Arc<DashMap<ShardId, IndexedGraph>>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ShardMetadata {
pub id: ShardId,
pub version: u64,
pub triple_count: usize,
pub size_bytes: usize,
pub created_at: std::time::SystemTime,
pub last_modified: std::time::SystemTime,
pub primary_node: NodeId,
pub replica_nodes: Vec<NodeId>,
}
#[derive(Debug, Clone, Default)]
pub struct ShardStatistics {
pub read_count: u64,
pub write_count: u64,
pub query_latency_ms: f64,
pub hot_entities: Vec<String>,
pub access_pattern: AccessPattern,
}
#[derive(Debug, Clone, Default)]
pub struct AccessPattern {
pub read_heavy: bool,
pub write_heavy: bool,
pub temporal_locality: f64,
pub spatial_locality: f64,
}
#[derive(Debug, Clone)]
pub struct Migration {
pub shard_id: ShardId,
pub from_node: NodeId,
pub to_node: NodeId,
pub triples: Vec<Triple>,
pub reason: MigrationReason,
}
#[derive(Debug, Clone)]
pub enum MigrationReason {
LoadBalance,
NodeFailure,
Manual,
SemanticOptimization,
}
impl ShardManager {
pub fn new(config: ShardingConfig, strategy: ShardingStrategy) -> Self {
let mut shard_metadata = HashMap::new();
let mut shard_assignments = HashMap::new();
for shard_id in 0..config.shard_count {
let metadata = ShardMetadata {
id: shard_id as ShardId,
version: 0,
triple_count: 0,
size_bytes: 0,
created_at: std::time::SystemTime::now(),
last_modified: std::time::SystemTime::now(),
primary_node: 0, replica_nodes: vec![],
};
shard_metadata.insert(shard_id as ShardId, metadata);
shard_assignments.insert(shard_id as ShardId, vec![]);
}
Self {
config,
strategy,
shard_metadata: Arc::new(RwLock::new(shard_metadata)),
shard_assignments: Arc::new(RwLock::new(shard_assignments)),
entity_shard_map: Arc::new(DashMap::new()),
shard_stats: Arc::new(DashMap::new()),
pending_migrations: Arc::new(Mutex::new(VecDeque::new())),
local_shards: Arc::new(DashMap::new()),
}
}
pub fn get_shard_for_triple(&self, triple: &Triple) -> ShardId {
match &self.strategy {
ShardingStrategy::Hash => self.hash_shard(triple),
ShardingStrategy::Subject => self.subject_shard(triple),
ShardingStrategy::Predicate => self.predicate_shard(triple),
ShardingStrategy::Graph => self.graph_shard(triple),
ShardingStrategy::Semantic(strategy) => self.semantic_shard(triple, strategy),
ShardingStrategy::Hybrid { primary, secondary } => {
let primary_shard = self.get_shard_with_strategy(triple, primary);
if self.is_shard_overloaded(primary_shard) {
self.get_shard_with_strategy(triple, secondary)
} else {
primary_shard
}
}
}
}
fn get_shard_with_strategy(&self, triple: &Triple, strategy: &ShardingStrategy) -> ShardId {
match strategy {
ShardingStrategy::Hash => self.hash_shard(triple),
ShardingStrategy::Subject => self.subject_shard(triple),
ShardingStrategy::Predicate => self.predicate_shard(triple),
ShardingStrategy::Graph => self.graph_shard(triple),
ShardingStrategy::Semantic(s) => self.semantic_shard(triple, s),
ShardingStrategy::Hybrid { primary, .. } => {
self.get_shard_with_strategy(triple, primary)
}
}
}
fn hash_shard(&self, triple: &Triple) -> ShardId {
let mut hasher = DefaultHasher::new();
triple.subject().to_string().hash(&mut hasher);
triple.predicate().to_string().hash(&mut hasher);
triple.object().to_string().hash(&mut hasher);
(hasher.finish() % self.config.shard_count as u64) as ShardId
}
fn subject_shard(&self, triple: &Triple) -> ShardId {
let mut hasher = DefaultHasher::new();
triple.subject().to_string().hash(&mut hasher);
(hasher.finish() % self.config.shard_count as u64) as ShardId
}
fn predicate_shard(&self, triple: &Triple) -> ShardId {
let mut hasher = DefaultHasher::new();
triple.predicate().to_string().hash(&mut hasher);
(hasher.finish() % self.config.shard_count as u64) as ShardId
}
fn graph_shard(&self, _triple: &Triple) -> ShardId {
0
}
fn semantic_shard(&self, triple: &Triple, strategy: &SemanticStrategy) -> ShardId {
let subject_str = triple.subject().to_string();
if let Some(shard) = self.entity_shard_map.get(&subject_str) {
return *shard;
}
for (namespace, shard_id) in &strategy.namespace_groups {
if subject_str.starts_with(namespace) {
self.entity_shard_map.insert(subject_str.clone(), *shard_id);
return *shard_id;
}
}
let predicate_str = triple.predicate().to_string();
if strategy.relationship_predicates.contains(&predicate_str) {
if let Some(object_shard) = self.get_object_shard(triple.object()) {
self.entity_shard_map
.insert(subject_str.clone(), object_shard);
return object_shard;
}
}
for (entity_type, properties) in &strategy.entity_groups {
if predicate_str.contains(entity_type)
|| properties.iter().any(|p| predicate_str.contains(p))
{
let mut hasher = DefaultHasher::new();
entity_type.hash(&mut hasher);
let shard = (hasher.finish() % self.config.shard_count as u64) as ShardId;
self.entity_shard_map.insert(subject_str.clone(), shard);
return shard;
}
}
let shard = self.hash_shard(triple);
self.entity_shard_map.insert(subject_str, shard);
shard
}
fn get_object_shard(&self, object: &Object) -> Option<ShardId> {
match object {
Object::NamedNode(node) => {
let node_str = node.as_str().to_string();
self.entity_shard_map.get(&node_str).map(|s| *s)
}
Object::BlankNode(node) => {
let node_str = node.as_str().to_string();
self.entity_shard_map.get(&node_str).map(|s| *s)
}
_ => None,
}
}
fn is_shard_overloaded(&self, shard_id: ShardId) -> bool {
if let Some(metadata) = self.shard_metadata.read().get(&shard_id) {
metadata.triple_count > self.config.max_shard_size
} else {
false
}
}
pub fn insert_triple(&self, triple: Triple) -> Result<()> {
let shard_id = self.get_shard_for_triple(&triple);
match self.local_shards.get_mut(&shard_id) {
Some(shard) => {
shard.insert(&triple);
if let Some(mut stats) = self.shard_stats.get_mut(&shard_id) {
stats.write_count += 1;
}
self.update_shard_metadata(shard_id, 1, 0);
}
_ => {
return Err(anyhow!("Shard {} not available locally", shard_id));
}
}
Ok(())
}
pub fn query_triples(
&self,
subject: Option<&Subject>,
predicate: Option<&Predicate>,
object: Option<&Object>,
) -> Result<Vec<Triple>> {
let mut results = Vec::new();
let shards_to_query = self.get_shards_for_query(subject, predicate, object);
for shard_id in shards_to_query {
if let Some(shard) = self.local_shards.get(&shard_id) {
let shard_results = shard.match_pattern(subject, predicate, object);
results.extend(shard_results);
if let Some(mut stats) = self.shard_stats.get_mut(&shard_id) {
stats.read_count += 1;
}
}
}
Ok(results)
}
fn get_shards_for_query(
&self,
subject: Option<&Subject>,
predicate: Option<&Predicate>,
_object: Option<&Object>,
) -> Vec<ShardId> {
if let Some(subj) = subject {
let triple = Triple::new(
subj.clone(),
predicate.cloned().unwrap_or_else(|| {
Predicate::NamedNode(
NamedNode::new("http://example.org/dummy").expect("dummy IRI is valid"),
)
}),
Object::NamedNode(
NamedNode::new("http://example.org/dummy").expect("dummy IRI is valid"),
),
);
vec![self.get_shard_for_triple(&triple)]
} else if let Some(pred) = predicate {
match &self.strategy {
ShardingStrategy::Predicate => {
let mut hasher = DefaultHasher::new();
pred.to_string().hash(&mut hasher);
vec![(hasher.finish() % self.config.shard_count as u64) as ShardId]
}
_ => {
(0..self.config.shard_count).map(|i| i as ShardId).collect()
}
}
} else {
(0..self.config.shard_count).map(|i| i as ShardId).collect()
}
}
fn update_shard_metadata(&self, shard_id: ShardId, triple_delta: i64, size_delta: i64) {
let mut metadata = self.shard_metadata.write();
if let Some(shard_meta) = metadata.get_mut(&shard_id) {
if triple_delta > 0 {
shard_meta.triple_count += triple_delta as usize;
} else {
shard_meta.triple_count = shard_meta
.triple_count
.saturating_sub((-triple_delta) as usize);
}
if size_delta > 0 {
shard_meta.size_bytes += size_delta as usize;
} else {
shard_meta.size_bytes =
shard_meta.size_bytes.saturating_sub((-size_delta) as usize);
}
shard_meta.last_modified = std::time::SystemTime::now();
shard_meta.version += 1;
}
}
pub fn needs_rebalancing(&self) -> bool {
if !self.config.enable_rebalancing {
return false;
}
let metadata = self.shard_metadata.read();
if metadata.is_empty() {
return false;
}
let sizes: Vec<usize> = metadata.values().map(|m| m.triple_count).collect();
let avg_size = sizes.iter().sum::<usize>() / sizes.len();
let max_size = sizes.iter().max().copied().unwrap_or(0);
let min_size = sizes.iter().min().copied().unwrap_or(0);
if avg_size > 0 {
let imbalance = (max_size as f64 - min_size as f64) / avg_size as f64;
imbalance > self.config.rebalancing_threshold
} else {
false
}
}
pub fn plan_rebalancing(&self) -> Vec<Migration> {
let mut migrations = Vec::new();
let metadata = self.shard_metadata.read();
let mut shard_sizes: Vec<(ShardId, usize)> = metadata
.iter()
.map(|(id, meta)| (*id, meta.triple_count))
.collect();
shard_sizes.sort_by_key(|&(_, size)| size);
let avg_size = shard_sizes.iter().map(|(_, size)| size).sum::<usize>() / shard_sizes.len();
let overloaded: Vec<_> = shard_sizes
.iter()
.filter(|(_, size)| {
*size > avg_size + (avg_size as f64 * self.config.rebalancing_threshold) as usize
})
.collect();
let underloaded: Vec<_> = shard_sizes
.iter()
.filter(|(_, size)| {
*size < avg_size - (avg_size as f64 * self.config.rebalancing_threshold) as usize
})
.collect();
for (over_shard, over_size) in overloaded {
for (_under_shard, under_size) in &underloaded {
let to_move = (*over_size - avg_size).min(avg_size - *under_size);
if to_move > 0 {
let migration = Migration {
shard_id: *over_shard,
from_node: 0, to_node: 0, triples: vec![], reason: MigrationReason::LoadBalance,
};
migrations.push(migration);
}
}
}
migrations
}
pub async fn execute_migration(&self, migration: &Migration) -> Result<()> {
self.update_shard_metadata(migration.shard_id, -(migration.triples.len() as i64), 0);
Ok(())
}
pub fn get_shard_statistics(&self) -> HashMap<ShardId, ShardStatistics> {
self.shard_stats
.iter()
.map(|entry| (*entry.key(), entry.value().clone()))
.collect()
}
pub fn get_load_distribution(&self) -> HashMap<ShardId, f64> {
let total_ops: u64 = self
.shard_stats
.iter()
.map(|entry| entry.value().read_count + entry.value().write_count)
.sum();
if total_ops == 0 {
return HashMap::new();
}
self.shard_stats
.iter()
.map(|entry| {
let shard_ops = entry.value().read_count + entry.value().write_count;
(*entry.key(), shard_ops as f64 / total_ops as f64)
})
.collect()
}
}
pub struct ShardRouter {
manager: Arc<ShardManager>,
}
impl ShardRouter {
pub fn new(manager: Arc<ShardManager>) -> Self {
Self { manager }
}
pub fn route_query(&self, _query: &str) -> Result<Vec<ShardId>> {
Ok((0..self.manager.config.shard_count)
.map(|i| i as ShardId)
.collect())
}
pub fn optimize_distributed_query(&self, query: &str) -> Result<DistributedQueryPlan> {
let shards = self.route_query(query)?;
Ok(DistributedQueryPlan {
query: query.to_string(),
shard_operations: shards
.into_iter()
.map(|shard| ShardOperation {
shard_id: shard,
operation: query.to_string(),
estimated_cost: 1.0,
})
.collect(),
merge_strategy: MergeStrategy::Union,
})
}
}
#[derive(Debug, Clone)]
pub struct DistributedQueryPlan {
pub query: String,
pub shard_operations: Vec<ShardOperation>,
pub merge_strategy: MergeStrategy,
}
#[derive(Debug, Clone)]
pub struct ShardOperation {
pub shard_id: ShardId,
pub operation: String,
pub estimated_cost: f64,
}
#[derive(Debug, Clone)]
pub enum MergeStrategy {
Union,
Intersection,
Join { join_key: String },
Aggregate { group_by: Vec<String> },
}
#[cfg(test)]
mod tests {
use super::*;
use crate::model::{Literal, NamedNode, Triple};
#[test]
fn test_hash_sharding() {
let config = ShardingConfig::default();
let manager = ShardManager::new(config, ShardingStrategy::Hash);
let triple1 = Triple::new(
NamedNode::new("http://example.org/s1").expect("valid IRI"),
NamedNode::new("http://example.org/p").expect("valid IRI"),
Literal::new("value1"),
);
let triple2 = Triple::new(
NamedNode::new("http://example.org/s2").expect("valid IRI"),
NamedNode::new("http://example.org/p").expect("valid IRI"),
Literal::new("value2"),
);
let shard1 = manager.get_shard_for_triple(&triple1);
let shard2 = manager.get_shard_for_triple(&triple2);
assert!(shard1 < 16);
assert!(shard2 < 16);
}
#[test]
fn test_subject_sharding() {
let config = ShardingConfig::default();
let manager = ShardManager::new(config, ShardingStrategy::Subject);
let subject = NamedNode::new("http://example.org/entity1").expect("valid IRI");
let triple1 = Triple::new(
subject.clone(),
NamedNode::new("http://example.org/p1").expect("valid IRI"),
Literal::new("value1"),
);
let triple2 = Triple::new(
subject.clone(),
NamedNode::new("http://example.org/p2").expect("valid IRI"),
Literal::new("value2"),
);
let shard1 = manager.get_shard_for_triple(&triple1);
let shard2 = manager.get_shard_for_triple(&triple2);
assert_eq!(shard1, shard2);
}
#[test]
fn test_semantic_sharding() {
let config = ShardingConfig::default();
let strategy = SemanticStrategy::default();
let manager = ShardManager::new(config, ShardingStrategy::Semantic(strategy));
let person = NamedNode::new("http://example.org/person1").expect("valid IRI");
let triple1 = Triple::new(
person.clone(),
NamedNode::new("http://example.org/name").expect("valid IRI"),
Literal::new("John"),
);
let triple2 = Triple::new(
person.clone(),
NamedNode::new("http://example.org/email").expect("valid IRI"),
Literal::new("john@example.org"),
);
let shard1 = manager.get_shard_for_triple(&triple1);
let shard2 = manager.get_shard_for_triple(&triple2);
assert_eq!(shard1, shard2);
}
#[test]
fn test_rebalancing_detection() {
let config = ShardingConfig {
shard_count: 4,
rebalancing_threshold: 0.2,
..Default::default()
};
let manager = ShardManager::new(config, ShardingStrategy::Hash);
assert!(!manager.needs_rebalancing());
manager.update_shard_metadata(0, 1000, 0);
manager.update_shard_metadata(1, 100, 0);
assert!(manager.needs_rebalancing());
}
#[test]
fn test_query_routing() {
let config = ShardingConfig::default();
let manager = Arc::new(ShardManager::new(config, ShardingStrategy::Subject));
let router = ShardRouter::new(manager);
let query = "SELECT ?s ?p ?o WHERE { ?s ?p ?o }";
let shards = router.route_query(query).expect("operation should succeed");
assert_eq!(shards.len(), 16);
}
}