#![allow(unused_imports)]
use crate::core::{
DocumentId, Entity, EntityId, GraphRAGError, KnowledgeGraph, Relationship, Result, TextChunk,
};
use chrono::{DateTime, Utc};
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet};
use std::time::{Duration, Instant};
#[cfg(feature = "incremental")]
use std::sync::Arc;
#[cfg(feature = "incremental")]
use {
dashmap::DashMap,
parking_lot::{Mutex, RwLock},
tokio::sync::{broadcast, Semaphore},
uuid::Uuid,
};
use super::*;
#[cfg(feature = "incremental")]
#[allow(dead_code)]
pub struct ProductionGraphStore {
graph: Arc<RwLock<KnowledgeGraph>>,
transactions: DashMap<TransactionId, Transaction>,
change_log: DashMap<UpdateId, ChangeRecord>,
rollback_data: DashMap<UpdateId, RollbackData>,
conflict_resolver: Arc<ConflictResolver>,
cache_invalidation: Arc<SelectiveInvalidation>,
monitor: Arc<UpdateMonitor>,
batch_processor: Arc<BatchProcessor>,
incremental_pagerank: Arc<IncrementalPageRank>,
event_publisher: broadcast::Sender<ChangeEvent>,
config: IncrementalConfig,
}
#[derive(Debug, Clone)]
#[allow(dead_code)]
struct Transaction {
id: TransactionId,
changes: Vec<ChangeRecord>,
status: TransactionStatus,
created_at: DateTime<Utc>,
isolation_level: IsolationLevel,
}
#[derive(Debug, Clone, PartialEq)]
#[allow(dead_code)]
enum TransactionStatus {
Active,
Preparing,
Committed,
Aborted,
}
#[derive(Debug, Clone)]
#[allow(dead_code)]
enum IsolationLevel {
ReadUncommitted,
ReadCommitted,
RepeatableRead,
Serializable,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ChangeEvent {
pub event_id: UpdateId,
pub event_type: ChangeEventType,
pub entity_id: Option<EntityId>,
pub timestamp: DateTime<Utc>,
pub metadata: HashMap<String, String>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ChangeEventType {
EntityUpserted,
EntityDeleted,
RelationshipUpserted,
RelationshipDeleted,
EmbeddingUpdated,
TransactionStarted,
TransactionCommitted,
TransactionRolledBack,
ConflictResolved,
CacheInvalidated,
BatchProcessed,
}
#[cfg(feature = "incremental")]
impl ProductionGraphStore {
pub fn new(
graph: KnowledgeGraph,
config: IncrementalConfig,
conflict_resolver: ConflictResolver,
) -> Self {
let (event_tx, _) = broadcast::channel(1000);
Self {
graph: Arc::new(RwLock::new(graph)),
transactions: DashMap::new(),
change_log: DashMap::new(),
rollback_data: DashMap::new(),
conflict_resolver: Arc::new(conflict_resolver),
cache_invalidation: Arc::new(SelectiveInvalidation::new()),
monitor: Arc::new(UpdateMonitor::new()),
batch_processor: Arc::new(BatchProcessor::new(
config.batch_size,
Duration::from_millis(100),
config.max_concurrent_operations,
)),
incremental_pagerank: Arc::new(IncrementalPageRank::new(0.85, 1e-6, 100)),
event_publisher: event_tx,
config,
}
}
pub fn subscribe_events(&self) -> broadcast::Receiver<ChangeEvent> {
self.event_publisher.subscribe()
}
async fn publish_event(&self, event: ChangeEvent) {
let _ = self.event_publisher.send(event);
}
fn create_change_record(
&self,
change_type: ChangeType,
operation: Operation,
change_data: ChangeData,
entity_id: Option<EntityId>,
document_id: Option<DocumentId>,
) -> ChangeRecord {
ChangeRecord {
change_id: UpdateId::new(),
timestamp: Utc::now(),
change_type,
entity_id,
document_id,
operation,
data: change_data,
metadata: HashMap::new(),
}
}
async fn apply_change_with_conflict_resolution(
&self,
change: ChangeRecord,
) -> Result<UpdateId> {
let operation_id = self.monitor.start_operation("apply_change");
if let Some(conflict) = self.detect_conflict(&change)? {
let resolution = self.conflict_resolver.resolve_conflict(&conflict).await?;
let resolved_change = ChangeRecord {
data: resolution.resolved_data,
metadata: resolution.metadata,
..change
};
self.apply_change_internal(resolved_change).await?;
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::ConflictResolved,
entity_id: conflict.existing_data.get_entity_id(),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
} else {
self.apply_change_internal(change).await?;
}
self.monitor
.complete_operation(&operation_id, true, None, 1, 0);
Ok(operation_id)
}
fn detect_conflict(&self, change: &ChangeRecord) -> Result<Option<Conflict>> {
match &change.data {
ChangeData::Entity(entity) => {
let graph = self.graph.read();
if let Some(existing) = graph.get_entity(&entity.id) {
if existing.name != entity.name || existing.entity_type != entity.entity_type {
return Ok(Some(Conflict {
conflict_id: UpdateId::new(),
conflict_type: ConflictType::EntityExists,
existing_data: ChangeData::Entity(existing.clone()),
new_data: change.data.clone(),
resolution: None,
}));
}
}
},
ChangeData::Relationship(relationship) => {
let graph = self.graph.read();
for existing_rel in graph.get_all_relationships() {
if existing_rel.source == relationship.source
&& existing_rel.target == relationship.target
&& existing_rel.relation_type == relationship.relation_type
{
return Ok(Some(Conflict {
conflict_id: UpdateId::new(),
conflict_type: ConflictType::RelationshipExists,
existing_data: ChangeData::Relationship(existing_rel.clone()),
new_data: change.data.clone(),
resolution: None,
}));
}
}
},
_ => {},
}
Ok(None)
}
async fn apply_change_internal(&self, change: ChangeRecord) -> Result<()> {
let change_id = change.change_id.clone();
let rollback_data = {
let graph = self.graph.read();
self.create_rollback_data(&change, &graph)?
};
self.rollback_data.insert(change_id.clone(), rollback_data);
{
let mut graph = self.graph.write();
match &change.data {
ChangeData::Entity(entity) => {
match change.operation {
Operation::Insert | Operation::Upsert => {
graph.add_entity(entity.clone())?;
self.incremental_pagerank.record_change(entity.id.clone());
},
Operation::Delete => {
},
_ => {},
}
},
ChangeData::Relationship(relationship) => {
match change.operation {
Operation::Insert | Operation::Upsert => {
graph.add_relationship(relationship.clone())?;
self.incremental_pagerank
.record_change(relationship.source.clone());
self.incremental_pagerank
.record_change(relationship.target.clone());
},
Operation::Delete => {
},
_ => {},
}
},
ChangeData::Embedding {
entity_id,
embedding,
} => {
if let Some(entity) = graph.get_entity_mut(entity_id) {
entity.embedding = Some(embedding.clone());
}
},
_ => {},
}
}
self.change_log.insert(change_id, change);
Ok(())
}
fn create_rollback_data(
&self,
change: &ChangeRecord,
graph: &KnowledgeGraph,
) -> Result<RollbackData> {
let mut previous_entities = Vec::new();
let mut previous_relationships = Vec::new();
match &change.data {
ChangeData::Entity(entity) => {
if let Some(existing) = graph.get_entity(&entity.id) {
previous_entities.push(existing.clone());
}
},
ChangeData::Relationship(relationship) => {
for rel in graph.get_all_relationships() {
if rel.source == relationship.source && rel.target == relationship.target {
previous_relationships.push(rel.clone());
}
}
},
_ => {},
}
Ok(RollbackData {
previous_entities,
previous_relationships,
affected_caches: vec![], })
}
}
#[cfg(feature = "incremental")]
#[async_trait::async_trait]
impl IncrementalGraphStore for ProductionGraphStore {
type Error = GraphRAGError;
async fn upsert_entity(&mut self, entity: Entity) -> Result<UpdateId> {
let change = self.create_change_record(
ChangeType::EntityAdded,
Operation::Upsert,
ChangeData::Entity(entity.clone()),
Some(entity.id.clone()),
None,
);
let update_id = self.apply_change_with_conflict_resolution(change).await?;
let changes = vec![self
.change_log
.get(&update_id)
.expect("just inserted above")
.clone()];
let _invalidation_strategies = self.cache_invalidation.invalidate_for_changes(&changes);
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::EntityUpserted,
entity_id: Some(entity.id),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
Ok(update_id)
}
async fn upsert_relationship(&mut self, relationship: Relationship) -> Result<UpdateId> {
let change = self.create_change_record(
ChangeType::RelationshipAdded,
Operation::Upsert,
ChangeData::Relationship(relationship.clone()),
None,
None,
);
let update_id = self.apply_change_with_conflict_resolution(change).await?;
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::RelationshipUpserted,
entity_id: Some(relationship.source),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
Ok(update_id)
}
async fn delete_entity(&mut self, entity_id: &EntityId) -> Result<UpdateId> {
let update_id = UpdateId::new();
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::EntityDeleted,
entity_id: Some(entity_id.clone()),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
Ok(update_id)
}
async fn delete_relationship(
&mut self,
source: &EntityId,
_target: &EntityId,
_relation_type: &str,
) -> Result<UpdateId> {
let update_id = UpdateId::new();
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::RelationshipDeleted,
entity_id: Some(source.clone()),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
Ok(update_id)
}
async fn apply_delta(&mut self, delta: GraphDelta) -> Result<UpdateId> {
let tx_id = self.begin_transaction().await?;
for change in delta.changes {
self.apply_change_with_conflict_resolution(change).await?;
}
self.commit_transaction(tx_id).await?;
Ok(delta.delta_id)
}
async fn rollback_delta(&mut self, _delta_id: &UpdateId) -> Result<()> {
Ok(())
}
async fn get_change_log(&self, since: Option<DateTime<Utc>>) -> Result<Vec<ChangeRecord>> {
let changes: Vec<ChangeRecord> = self
.change_log
.iter()
.filter_map(|entry| {
let change = entry.value();
if let Some(since_time) = since {
if change.timestamp >= since_time {
Some(change.clone())
} else {
None
}
} else {
Some(change.clone())
}
})
.collect();
Ok(changes)
}
async fn begin_transaction(&mut self) -> Result<TransactionId> {
let tx_id = TransactionId::new();
let transaction = Transaction {
id: tx_id.clone(),
changes: Vec::new(),
status: TransactionStatus::Active,
created_at: Utc::now(),
isolation_level: IsolationLevel::ReadCommitted,
};
self.transactions.insert(tx_id.clone(), transaction);
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::TransactionStarted,
entity_id: None,
timestamp: Utc::now(),
metadata: [("transaction_id".to_string(), tx_id.to_string())]
.into_iter()
.collect(),
})
.await;
Ok(tx_id)
}
async fn commit_transaction(&mut self, tx_id: TransactionId) -> Result<()> {
if let Some((_, mut tx)) = self.transactions.remove(&tx_id) {
tx.status = TransactionStatus::Committed;
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::TransactionCommitted,
entity_id: None,
timestamp: Utc::now(),
metadata: [("transaction_id".to_string(), tx_id.to_string())]
.into_iter()
.collect(),
})
.await;
Ok(())
} else {
Err(GraphRAGError::IncrementalUpdate {
message: format!("Transaction {tx_id} not found"),
})
}
}
async fn rollback_transaction(&mut self, tx_id: TransactionId) -> Result<()> {
if let Some((_, mut tx)) = self.transactions.remove(&tx_id) {
tx.status = TransactionStatus::Aborted;
for _change in &tx.changes {
}
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::TransactionRolledBack,
entity_id: None,
timestamp: Utc::now(),
metadata: [("transaction_id".to_string(), tx_id.to_string())]
.into_iter()
.collect(),
})
.await;
Ok(())
} else {
Err(GraphRAGError::IncrementalUpdate {
message: format!("Transaction {tx_id} not found"),
})
}
}
async fn batch_upsert_entities(
&mut self,
entities: Vec<Entity>,
_strategy: ConflictStrategy,
) -> Result<Vec<UpdateId>> {
let mut update_ids = Vec::new();
for entity in entities {
let update_id = self.upsert_entity(entity).await?;
update_ids.push(update_id);
}
Ok(update_ids)
}
async fn batch_upsert_relationships(
&mut self,
relationships: Vec<Relationship>,
_strategy: ConflictStrategy,
) -> Result<Vec<UpdateId>> {
let mut update_ids = Vec::new();
for relationship in relationships {
let update_id = self.upsert_relationship(relationship).await?;
update_ids.push(update_id);
}
Ok(update_ids)
}
async fn update_entity_embedding(
&mut self,
entity_id: &EntityId,
embedding: Vec<f32>,
) -> Result<UpdateId> {
let change = self.create_change_record(
ChangeType::EmbeddingUpdated,
Operation::Update,
ChangeData::Embedding {
entity_id: entity_id.clone(),
embedding,
},
Some(entity_id.clone()),
None,
);
let update_id = self.apply_change_with_conflict_resolution(change).await?;
self.publish_event(ChangeEvent {
event_id: UpdateId::new(),
event_type: ChangeEventType::EmbeddingUpdated,
entity_id: Some(entity_id.clone()),
timestamp: Utc::now(),
metadata: HashMap::new(),
})
.await;
Ok(update_id)
}
async fn bulk_update_embeddings(
&mut self,
updates: Vec<(EntityId, Vec<f32>)>,
) -> Result<Vec<UpdateId>> {
let mut update_ids = Vec::new();
for (entity_id, embedding) in updates {
let update_id = self.update_entity_embedding(&entity_id, embedding).await?;
update_ids.push(update_id);
}
Ok(update_ids)
}
async fn get_pending_transactions(&self) -> Result<Vec<TransactionId>> {
let pending: Vec<TransactionId> = self
.transactions
.iter()
.filter(|entry| entry.value().status == TransactionStatus::Active)
.map(|entry| entry.key().clone())
.collect();
Ok(pending)
}
async fn get_graph_statistics(&self) -> Result<GraphStatistics> {
let graph = self.graph.read();
let entities: Vec<_> = graph.entities().collect();
let relationships = graph.get_all_relationships();
let node_count = entities.len();
let edge_count = relationships.len();
let total_degree: usize = entities
.iter()
.map(|entity| graph.get_neighbors(&entity.id).len())
.sum();
let average_degree = if node_count > 0 {
total_degree as f64 / node_count as f64
} else {
0.0
};
let max_degree = entities
.iter()
.map(|entity| graph.get_neighbors(&entity.id).len())
.max()
.unwrap_or(0);
Ok(GraphStatistics {
node_count,
edge_count,
average_degree,
max_degree,
connected_components: 1, clustering_coefficient: 0.0, last_updated: Utc::now(),
})
}
async fn validate_consistency(&self) -> Result<ConsistencyReport> {
let graph = self.graph.read();
let mut orphaned_entities = Vec::new();
let mut broken_relationships = Vec::new();
let mut missing_embeddings = Vec::new();
for entity in graph.entities() {
let neighbors = graph.get_neighbors(&entity.id);
if neighbors.is_empty() {
orphaned_entities.push(entity.id.clone());
}
if entity.embedding.is_none() {
missing_embeddings.push(entity.id.clone());
}
}
for relationship in graph.get_all_relationships() {
if graph.get_entity(&relationship.source).is_none()
|| graph.get_entity(&relationship.target).is_none()
{
broken_relationships.push((
relationship.source.clone(),
relationship.target.clone(),
relationship.relation_type.clone(),
));
}
}
let issues_found =
orphaned_entities.len() + broken_relationships.len() + missing_embeddings.len();
Ok(ConsistencyReport {
is_consistent: issues_found == 0,
orphaned_entities,
broken_relationships,
missing_embeddings,
validation_time: Utc::now(),
issues_found,
})
}
}
#[allow(dead_code)]
trait ChangeDataExt {
fn get_entity_id(&self) -> Option<EntityId>;
}
impl ChangeDataExt for ChangeData {
fn get_entity_id(&self) -> Option<EntityId> {
match self {
ChangeData::Entity(entity) => Some(entity.id.clone()),
ChangeData::Embedding { entity_id, .. } => Some(entity_id.clone()),
_ => None,
}
}
}