use crate::{
embeddings::{EmbeddableContent, EmbeddingStrategy},
rdf_integration::{RdfVectorConfig, RdfVectorIntegration},
sparql_integration::SparqlVectorService,
Vector, VectorId, VectorStore, VectorStoreTrait,
};
use anyhow::{anyhow, Result};
use parking_lot::RwLock;
use serde::{Deserialize, Serialize};
use std::collections::{HashMap, HashSet, VecDeque};
use std::sync::{
atomic::{AtomicU64, Ordering},
Arc,
};
use std::time::{Duration, Instant, SystemTime};
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct StoreIntegrationConfig {
pub real_time_sync: bool,
pub batch_size: usize,
pub transaction_timeout: Duration,
pub incremental_updates: bool,
pub consistency_level: ConsistencyLevel,
pub conflict_resolution: ConflictResolution,
pub multi_tenant: bool,
pub cache_config: StoreCacheConfig,
pub streaming_config: StreamingConfig,
pub replication_config: ReplicationConfig,
}
#[derive(Debug, Clone, Copy, Serialize, Deserialize)]
pub enum ConsistencyLevel {
Eventual,
Session,
Strong,
Causal,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ConflictResolution {
LastWriteWins,
FirstWriteWins,
Merge,
Custom(String),
Manual,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct StoreCacheConfig {
pub enable_vector_cache: bool,
pub enable_query_cache: bool,
pub cache_size_mb: usize,
pub cache_ttl: Duration,
pub enable_compression: bool,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct StreamingConfig {
pub enable_streaming: bool,
pub buffer_size: usize,
pub flush_interval: Duration,
pub enable_backpressure: bool,
pub max_lag: Duration,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicationConfig {
pub enable_replication: bool,
pub replication_factor: usize,
pub synchronous: bool,
pub replica_endpoints: Vec<String>,
}
pub struct IntegratedVectorStore {
config: StoreIntegrationConfig,
vector_store: Arc<RwLock<VectorStore>>,
rdf_integration: Arc<RwLock<RdfVectorIntegration>>,
sparql_service: Arc<RwLock<SparqlVectorService>>,
transaction_manager: Arc<TransactionManager>,
streaming_engine: Arc<StreamingEngine>,
cache_manager: Arc<CacheManager>,
replication_manager: Arc<ReplicationManager>,
consistency_manager: Arc<ConsistencyManager>,
change_log: Arc<ChangeLog>,
metrics: Arc<StoreMetrics>,
}
pub struct TransactionManager {
active_transactions: Arc<RwLock<HashMap<TransactionId, Transaction>>>,
transaction_counter: AtomicU64,
config: StoreIntegrationConfig,
write_ahead_log: Arc<WriteAheadLog>,
lock_manager: Arc<LockManager>,
}
#[derive(Debug, Clone)]
pub struct Transaction {
pub id: TransactionId,
pub start_time: SystemTime,
pub timeout: Duration,
pub operations: Vec<TransactionOperation>,
pub status: TransactionStatus,
pub isolation_level: IsolationLevel,
pub read_set: HashSet<String>,
pub write_set: HashSet<String>,
}
pub type TransactionId = u64;
#[derive(Debug, Clone, Copy, PartialEq)]
pub enum TransactionStatus {
Active,
Committed,
Aborted,
Preparing,
Prepared,
}
#[derive(Debug, Clone, Copy)]
pub enum IsolationLevel {
ReadUncommitted,
ReadCommitted,
RepeatableRead,
Serializable,
}
#[derive(Debug, Clone)]
pub enum TransactionOperation {
Insert {
uri: String,
vector: Vector,
embedding_content: Option<EmbeddableContent>,
},
Update {
uri: String,
vector: Vector,
old_vector: Option<Vector>,
},
Delete {
uri: String,
vector: Option<Vector>,
},
BatchInsert {
items: Vec<(String, Vector)>,
},
IndexRebuild {
algorithm: String,
parameters: HashMap<String, String>,
},
}
pub struct WriteAheadLog {
log_entries: Arc<RwLock<VecDeque<LogEntry>>>,
log_file: Option<String>,
checkpoint_interval: Duration,
last_checkpoint: Arc<RwLock<SystemTime>>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct LogEntry {
pub lsn: u64, pub transaction_id: TransactionId,
pub operation: SerializableOperation,
pub timestamp: SystemTime,
pub checksum: u64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum SerializableOperation {
Insert {
uri: String,
vector_data: Vec<f32>,
},
Update {
uri: String,
new_vector: Vec<f32>,
old_vector: Option<Vec<f32>>,
},
Delete {
uri: String,
},
Commit {
transaction_id: TransactionId,
},
Abort {
transaction_id: TransactionId,
},
}
pub struct LockManager {
locks: Arc<RwLock<HashMap<String, LockInfo>>>,
deadlock_detector: Arc<DeadlockDetector>,
}
#[derive(Debug, Clone)]
pub struct LockInfo {
pub lock_type: LockType,
pub holders: HashSet<TransactionId>,
pub waiters: VecDeque<(TransactionId, LockType)>,
pub granted_time: SystemTime,
}
#[derive(Debug, Clone, Copy, PartialEq)]
pub enum LockType {
Shared,
Exclusive,
IntentionShared,
IntentionExclusive,
SharedIntentionExclusive,
}
pub struct DeadlockDetector {
wait_for_graph: Arc<RwLock<HashMap<TransactionId, HashSet<TransactionId>>>>,
detection_interval: Duration,
}
pub struct StreamingEngine {
config: StreamingConfig,
stream_buffer: Arc<RwLock<VecDeque<StreamingOperation>>>,
processor_thread: Option<std::thread::JoinHandle<()>>,
backpressure_controller: Arc<BackpressureController>,
stream_metrics: Arc<StreamingMetrics>,
}
#[derive(Debug, Clone)]
pub enum StreamingOperation {
VectorInsert {
uri: String,
vector: Vector,
priority: Priority,
},
VectorUpdate {
uri: String,
vector: Vector,
priority: Priority,
},
VectorDelete {
uri: String,
priority: Priority,
},
EmbeddingRequest {
content: EmbeddableContent,
uri: String,
priority: Priority,
},
BatchOperation {
operations: Vec<StreamingOperation>,
},
}
#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord)]
pub enum Priority {
Low = 0,
Normal = 1,
High = 2,
Critical = 3,
}
pub struct BackpressureController {
current_load: Arc<RwLock<f64>>,
max_load_threshold: f64,
adaptive_batching: bool,
load_shedding: bool,
}
#[derive(Debug, Default)]
pub struct StreamingMetrics {
pub operations_processed: AtomicU64,
pub operations_pending: AtomicU64,
pub operations_dropped: AtomicU64,
pub average_latency_ms: Arc<RwLock<f64>>,
pub throughput_ops_sec: Arc<RwLock<f64>>,
pub backpressure_events: AtomicU64,
}
pub struct CacheManager {
vector_cache: Arc<RwLock<HashMap<String, CachedVector>>>,
query_cache: Arc<RwLock<HashMap<String, CachedQueryResult>>>,
config: StoreCacheConfig,
cache_stats: Arc<CacheStats>,
eviction_policy: EvictionPolicy,
}
#[derive(Debug, Clone)]
pub struct CachedVector {
pub vector: Vector,
pub last_accessed: SystemTime,
pub access_count: u64,
pub compression_ratio: f32,
pub cache_level: CacheLevel,
}
#[derive(Debug, Clone, Copy)]
pub enum CacheLevel {
Memory,
SSD,
Disk,
}
#[derive(Debug, Clone)]
pub struct CachedQueryResult {
pub results: Vec<(String, f32)>,
pub query_hash: u64,
pub last_accessed: SystemTime,
pub ttl: Duration,
pub hit_count: u64,
}
#[derive(Debug, Default)]
pub struct CacheStats {
pub vector_cache_hits: AtomicU64,
pub vector_cache_misses: AtomicU64,
pub query_cache_hits: AtomicU64,
pub query_cache_misses: AtomicU64,
pub evictions: AtomicU64,
pub memory_usage_bytes: AtomicU64,
}
#[derive(Debug, Clone)]
pub enum EvictionPolicy {
LRU,
LFU,
ARC, TTL,
Custom(String),
}
pub struct ReplicationManager {
config: ReplicationConfig,
replicas: Arc<RwLock<Vec<ReplicaInfo>>>,
replication_log: Arc<RwLock<VecDeque<ReplicationEntry>>>,
consensus_algorithm: ConsensusAlgorithm,
health_checker: Arc<HealthChecker>,
}
#[derive(Debug, Clone)]
pub struct ReplicaInfo {
pub endpoint: String,
pub status: ReplicaStatus,
pub last_sync: SystemTime,
pub lag: Duration,
pub priority: u8,
}
#[derive(Debug, Clone, Copy, PartialEq)]
pub enum ReplicaStatus {
Active,
Inactive,
Synchronizing,
Failed,
Maintenance,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct ReplicationEntry {
pub sequence_number: u64,
pub operation: SerializableOperation,
pub timestamp: SystemTime,
pub source_node: String,
}
#[derive(Debug, Clone)]
pub enum ConsensusAlgorithm {
Raft,
PBFT, SimpleMajority,
}
pub struct HealthChecker {
check_interval: Duration,
timeout: Duration,
failure_threshold: u32,
}
pub struct ConsistencyManager {
consistency_level: ConsistencyLevel,
vector_clocks: Arc<RwLock<HashMap<String, VectorClock>>>,
conflict_resolver: Arc<ConflictResolver>,
causal_order_tracker: Arc<CausalOrderTracker>,
}
#[derive(Debug, Clone, Default)]
pub struct VectorClock {
pub clocks: HashMap<String, u64>,
}
pub struct ConflictResolver {
strategy: ConflictResolution,
custom_resolvers: HashMap<String, Box<dyn ConflictResolverTrait>>,
}
pub trait ConflictResolverTrait: Send + Sync {
fn resolve_conflict(
&self,
local: &Vector,
remote: &Vector,
metadata: &ConflictMetadata,
) -> Result<Vector>;
}
#[derive(Debug, Clone)]
pub struct ConflictMetadata {
pub local_timestamp: SystemTime,
pub remote_timestamp: SystemTime,
pub local_version: u64,
pub remote_version: u64,
pub operation_type: String,
}
pub struct CausalOrderTracker {
happens_before: Arc<RwLock<HashMap<String, HashSet<String>>>>,
}
pub struct ChangeLog {
entries: Arc<RwLock<VecDeque<ChangeLogEntry>>>,
max_entries: usize,
subscribers: Arc<RwLock<Vec<Arc<dyn ChangeSubscriber>>>>,
}
#[derive(Debug, Clone)]
pub struct ChangeLogEntry {
pub id: u64,
pub timestamp: SystemTime,
pub operation: ChangeOperation,
pub metadata: HashMap<String, String>,
pub transaction_id: Option<TransactionId>,
}
#[derive(Debug, Clone)]
pub enum ChangeOperation {
VectorInserted {
uri: String,
vector: Vector,
},
VectorUpdated {
uri: String,
old_vector: Vector,
new_vector: Vector,
},
VectorDeleted {
uri: String,
vector: Vector,
},
IndexRebuilt {
algorithm: String,
},
ConfigurationChanged {
changes: HashMap<String, String>,
},
}
pub trait ChangeSubscriber: Send + Sync {
fn on_change(&self, entry: &ChangeLogEntry) -> Result<()>;
fn subscriber_id(&self) -> String;
fn interest_patterns(&self) -> Vec<String>;
}
#[derive(Debug, Default)]
pub struct StoreMetrics {
pub total_vectors: AtomicU64,
pub total_operations: AtomicU64,
pub successful_operations: AtomicU64,
pub failed_operations: AtomicU64,
pub average_operation_time_ms: Arc<RwLock<f64>>,
pub active_transactions: AtomicU64,
pub committed_transactions: AtomicU64,
pub aborted_transactions: AtomicU64,
pub replication_lag_ms: Arc<RwLock<f64>>,
pub consistency_violations: AtomicU64,
}
impl Default for StoreIntegrationConfig {
fn default() -> Self {
Self {
real_time_sync: true,
batch_size: 1000,
transaction_timeout: Duration::from_secs(30),
incremental_updates: true,
consistency_level: ConsistencyLevel::Session,
conflict_resolution: ConflictResolution::LastWriteWins,
multi_tenant: false,
cache_config: StoreCacheConfig {
enable_vector_cache: true,
enable_query_cache: true,
cache_size_mb: 512,
cache_ttl: Duration::from_secs(3600),
enable_compression: true,
},
streaming_config: StreamingConfig {
enable_streaming: true,
buffer_size: 10000,
flush_interval: Duration::from_millis(100),
enable_backpressure: true,
max_lag: Duration::from_secs(5),
},
replication_config: ReplicationConfig {
enable_replication: false,
replication_factor: 3,
synchronous: false,
replica_endpoints: Vec::new(),
},
}
}
}
pub struct VectorStoreWrapper {
store: Arc<parking_lot::RwLock<VectorStore>>,
}
impl VectorStoreTrait for VectorStoreWrapper {
fn insert_vector(&mut self, id: VectorId, vector: Vector) -> Result<()> {
let mut store = self.store.write();
store.insert_vector(id, vector)
}
fn add_vector(&mut self, vector: Vector) -> Result<VectorId> {
let mut store = self.store.write();
store.add_vector(vector)
}
fn get_vector(&self, id: &VectorId) -> Result<Option<Vector>> {
let store = self.store.read();
let result = store.get_vector(id);
Ok(result.cloned())
}
fn get_all_vector_ids(&self) -> Result<Vec<VectorId>> {
let store = self.store.read();
store.get_all_vector_ids()
}
fn search_similar(&self, query: &Vector, k: usize) -> Result<Vec<(VectorId, f32)>> {
let store = self.store.read();
store.search_similar(query, k)
}
fn remove_vector(&mut self, id: &VectorId) -> Result<bool> {
let mut store = self.store.write();
store.remove_vector(id)?;
Ok(true)
}
fn len(&self) -> usize {
let _store = self.store.read();
0 }
}
impl IntegratedVectorStore {
pub fn new(
config: StoreIntegrationConfig,
embedding_strategy: EmbeddingStrategy,
) -> Result<Self> {
let vector_store = Arc::new(RwLock::new(
VectorStore::with_embedding_strategy(embedding_strategy.clone())?.with_config(
crate::VectorStoreConfig {
auto_embed: true,
cache_embeddings: config.cache_config.enable_vector_cache,
similarity_threshold: 0.7,
max_results: 1000,
},
),
));
let rdf_config = RdfVectorConfig::default();
let vector_store_wrapper = VectorStoreWrapper {
store: vector_store.clone(),
};
let vector_store_trait: Arc<std::sync::RwLock<dyn VectorStoreTrait>> =
Arc::new(std::sync::RwLock::new(vector_store_wrapper));
let rdf_integration = Arc::new(RwLock::new(RdfVectorIntegration::new(
rdf_config,
vector_store_trait,
)));
let sparql_config = crate::sparql_integration::VectorServiceConfig::default();
let sparql_service = Arc::new(RwLock::new(SparqlVectorService::new(
sparql_config,
embedding_strategy,
)?));
let transaction_manager = Arc::new(TransactionManager::new(config.clone()));
let streaming_engine = Arc::new(StreamingEngine::new(config.streaming_config.clone()));
let cache_manager = Arc::new(CacheManager::new(config.cache_config.clone()));
let replication_manager =
Arc::new(ReplicationManager::new(config.replication_config.clone()));
let consistency_manager = Arc::new(ConsistencyManager::new(config.consistency_level));
let change_log = Arc::new(ChangeLog::new(10000)); let metrics = Arc::new(StoreMetrics::default());
Ok(Self {
config,
vector_store,
rdf_integration,
sparql_service,
transaction_manager,
streaming_engine,
cache_manager,
replication_manager,
consistency_manager,
change_log,
metrics,
})
}
pub fn begin_transaction(&self, isolation_level: IsolationLevel) -> Result<TransactionId> {
let transaction_id = self
.transaction_manager
.begin_transaction(isolation_level)?;
self.metrics
.active_transactions
.fetch_add(1, Ordering::Relaxed);
tracing::debug!("Started transaction {}", transaction_id);
Ok(transaction_id)
}
pub fn commit_transaction(&self, transaction_id: TransactionId) -> Result<()> {
self.transaction_manager
.commit_transaction(transaction_id)?;
self.metrics
.active_transactions
.fetch_sub(1, Ordering::Relaxed);
self.metrics
.committed_transactions
.fetch_add(1, Ordering::Relaxed);
tracing::debug!("Committed transaction {}", transaction_id);
Ok(())
}
pub fn abort_transaction(&self, transaction_id: TransactionId) -> Result<()> {
self.transaction_manager.abort_transaction(transaction_id)?;
self.metrics
.active_transactions
.fetch_sub(1, Ordering::Relaxed);
self.metrics
.aborted_transactions
.fetch_add(1, Ordering::Relaxed);
tracing::debug!("Aborted transaction {}", transaction_id);
Ok(())
}
pub fn transactional_insert(
&self,
transaction_id: TransactionId,
uri: String,
vector: Vector,
embedding_content: Option<EmbeddableContent>,
) -> Result<()> {
if let Some(cached) = self.cache_manager.get_vector(&uri) {
if cached.vector == vector {
return Ok(()); }
}
let operation = TransactionOperation::Insert {
uri: uri.clone(),
vector: vector.clone(),
embedding_content,
};
self.transaction_manager
.add_operation(transaction_id, operation)?;
self.cache_manager.cache_vector(uri.clone(), vector.clone());
let change_entry = ChangeLogEntry {
id: self.generate_change_id(),
timestamp: SystemTime::now(),
operation: ChangeOperation::VectorInserted { uri, vector },
metadata: HashMap::new(),
transaction_id: Some(transaction_id),
};
self.change_log.add_entry(change_entry);
self.metrics
.total_operations
.fetch_add(1, Ordering::Relaxed);
Ok(())
}
pub fn stream_insert(&self, uri: String, vector: Vector, priority: Priority) -> Result<()> {
let operation = StreamingOperation::VectorInsert {
uri,
vector,
priority,
};
self.streaming_engine.submit_operation(operation)?;
Ok(())
}
pub fn batch_insert(
&self,
items: Vec<(String, Vector)>,
auto_commit: bool,
) -> Result<TransactionId> {
let transaction_id = self.begin_transaction(IsolationLevel::ReadCommitted)?;
for batch in items.chunks(self.config.batch_size) {
let batch_operation = TransactionOperation::BatchInsert {
items: batch.to_vec(),
};
self.transaction_manager
.add_operation(transaction_id, batch_operation)?;
}
if auto_commit {
self.commit_transaction(transaction_id)?;
}
Ok(transaction_id)
}
pub fn consistent_search(
&self,
query: &Vector,
k: usize,
consistency_level: Option<ConsistencyLevel>,
) -> Result<Vec<(String, f32)>> {
let effective_consistency = consistency_level.unwrap_or(self.config.consistency_level);
let query_hash = self.compute_query_hash(query, k);
if let Some(cached_result) = self.cache_manager.get_cached_query(&query_hash) {
return Ok(cached_result.results);
}
match effective_consistency {
ConsistencyLevel::Strong => {
self.wait_for_consistency()?;
}
ConsistencyLevel::Session => {
self.ensure_session_consistency()?;
}
ConsistencyLevel::Causal => {
self.ensure_causal_consistency()?;
}
ConsistencyLevel::Eventual => {
}
}
let store = self.vector_store.read();
let results = store.similarity_search_vector(query, k)?;
self.cache_manager
.cache_query_result(query_hash, results.clone());
Ok(results)
}
pub fn rdf_vector_search(
&self,
rdf_term: &str,
k: usize,
graph_context: Option<&str>,
) -> Result<Vec<(String, f32)>> {
let rdf_integration = self.rdf_integration.read();
let term = oxirs_core::model::Term::NamedNode(
oxirs_core::model::NamedNode::new(rdf_term)
.map_err(|e| anyhow!("Invalid IRI: {}", e))?,
);
let graph_name = graph_context
.map(|ctx| -> Result<oxirs_core::model::GraphName> {
Ok(oxirs_core::model::GraphName::NamedNode(
oxirs_core::model::NamedNode::new(ctx)
.map_err(|e| anyhow!("Invalid graph IRI: {}", e))?,
))
})
.transpose()?;
let results = rdf_integration.find_similar_terms(&term, k, None, graph_name.as_ref())?;
let converted_results = results
.into_iter()
.map(|result| (result.term.to_string(), result.score))
.collect();
Ok(converted_results)
}
pub fn sparql_vector_search(
&self,
_query: &str,
bindings: &HashMap<String, String>,
) -> Result<Vec<HashMap<String, String>>> {
let _sparql_service = self.sparql_service.read();
Ok(vec![bindings.clone()])
}
pub fn subscribe_to_changes(&self, subscriber: Arc<dyn ChangeSubscriber>) -> Result<()> {
self.change_log.add_subscriber(subscriber);
Ok(())
}
pub fn get_metrics(&self) -> StoreMetrics {
StoreMetrics {
total_vectors: AtomicU64::new(self.metrics.total_vectors.load(Ordering::Relaxed)),
total_operations: AtomicU64::new(self.metrics.total_operations.load(Ordering::Relaxed)),
successful_operations: AtomicU64::new(
self.metrics.successful_operations.load(Ordering::Relaxed),
),
failed_operations: AtomicU64::new(
self.metrics.failed_operations.load(Ordering::Relaxed),
),
average_operation_time_ms: Arc::new(RwLock::new(
*self.metrics.average_operation_time_ms.read(),
)),
active_transactions: AtomicU64::new(
self.metrics.active_transactions.load(Ordering::Relaxed),
),
committed_transactions: AtomicU64::new(
self.metrics.committed_transactions.load(Ordering::Relaxed),
),
aborted_transactions: AtomicU64::new(
self.metrics.aborted_transactions.load(Ordering::Relaxed),
),
replication_lag_ms: Arc::new(RwLock::new(*self.metrics.replication_lag_ms.read())),
consistency_violations: AtomicU64::new(
self.metrics.consistency_violations.load(Ordering::Relaxed),
),
}
}
pub fn health_check(&self) -> Result<HealthStatus> {
let mut issues = Vec::new();
if self.metrics.active_transactions.load(Ordering::Relaxed) > 1000 {
issues.push("High number of active transactions".to_string());
}
let streaming_metrics = self.streaming_engine.get_metrics();
if streaming_metrics.operations_pending.load(Ordering::Relaxed) > 10000 {
issues.push("High number of pending streaming operations".to_string());
}
let cache_stats = self.cache_manager.get_stats();
let hit_ratio = cache_stats.vector_cache_hits.load(Ordering::Relaxed) as f64
/ (cache_stats.vector_cache_hits.load(Ordering::Relaxed)
+ cache_stats.vector_cache_misses.load(Ordering::Relaxed)) as f64;
if hit_ratio < 0.8 {
issues.push("Low cache hit ratio".to_string());
}
if self.config.replication_config.enable_replication {
let replication_lag = *self.metrics.replication_lag_ms.read();
if replication_lag > 1000.0 {
issues.push("High replication lag".to_string());
}
}
let status = if issues.is_empty() {
HealthStatus::Healthy
} else if issues.len() <= 2 {
HealthStatus::Warning(issues)
} else {
HealthStatus::Critical(issues)
};
Ok(status)
}
fn generate_change_id(&self) -> u64 {
static COUNTER: AtomicU64 = AtomicU64::new(0);
COUNTER.fetch_add(1, Ordering::Relaxed)
}
fn compute_query_hash(&self, query: &Vector, k: usize) -> u64 {
use std::collections::hash_map::DefaultHasher;
use std::hash::{Hash, Hasher};
let mut hasher = DefaultHasher::new();
for value in query.as_f32() {
value.to_bits().hash(&mut hasher);
}
k.hash(&mut hasher);
hasher.finish()
}
fn wait_for_consistency(&self) -> Result<()> {
let start = Instant::now();
let timeout = Duration::from_secs(30);
while self.metrics.active_transactions.load(Ordering::Relaxed) > 0 {
if start.elapsed() > timeout {
return Err(anyhow!("Timeout waiting for consistency"));
}
std::thread::sleep(Duration::from_millis(10));
}
Ok(())
}
fn ensure_session_consistency(&self) -> Result<()> {
Ok(())
}
fn ensure_causal_consistency(&self) -> Result<()> {
Ok(())
}
}
#[derive(Debug, Clone)]
pub enum HealthStatus {
Healthy,
Warning(Vec<String>),
Critical(Vec<String>),
}
impl TransactionManager {
pub fn new(config: StoreIntegrationConfig) -> Self {
Self {
active_transactions: Arc::new(RwLock::new(HashMap::new())),
transaction_counter: AtomicU64::new(1),
config,
write_ahead_log: Arc::new(WriteAheadLog::new()),
lock_manager: Arc::new(LockManager::new()),
}
}
pub fn begin_transaction(&self, isolation_level: IsolationLevel) -> Result<TransactionId> {
let transaction_id = self.transaction_counter.fetch_add(1, Ordering::Relaxed);
let transaction = Transaction {
id: transaction_id,
start_time: SystemTime::now(),
timeout: self.config.transaction_timeout,
operations: Vec::new(),
status: TransactionStatus::Active,
isolation_level,
read_set: HashSet::new(),
write_set: HashSet::new(),
};
let mut active_txns = self.active_transactions.write();
active_txns.insert(transaction_id, transaction);
Ok(transaction_id)
}
pub fn add_operation(
&self,
transaction_id: TransactionId,
operation: TransactionOperation,
) -> Result<()> {
let mut active_txns = self.active_transactions.write();
let transaction = active_txns
.get_mut(&transaction_id)
.ok_or_else(|| anyhow!("Transaction not found: {}", transaction_id))?;
if transaction.status != TransactionStatus::Active {
return Err(anyhow!("Transaction is not active"));
}
if transaction
.start_time
.elapsed()
.expect("SystemTime should not go backwards")
> transaction.timeout
{
transaction.status = TransactionStatus::Aborted;
return Err(anyhow!("Transaction timeout"));
}
self.acquire_locks_for_operation(transaction_id, &operation)?;
let serializable_op = self.convert_to_serializable(&operation);
self.write_ahead_log
.append(transaction_id, serializable_op)?;
transaction.operations.push(operation);
Ok(())
}
pub fn commit_transaction(&self, transaction_id: TransactionId) -> Result<()> {
let mut active_txns = self.active_transactions.write();
let transaction = active_txns
.remove(&transaction_id)
.ok_or_else(|| anyhow!("Transaction not found: {}", transaction_id))?;
if transaction.status != TransactionStatus::Active {
return Err(anyhow!("Transaction is not active"));
}
self.validate_transaction(&transaction)?;
self.write_ahead_log.append(
transaction_id,
SerializableOperation::Commit { transaction_id },
)?;
for operation in &transaction.operations {
self.execute_operation(operation)?;
}
self.lock_manager.release_transaction_locks(transaction_id);
tracing::debug!("Transaction {} committed successfully", transaction_id);
Ok(())
}
pub fn abort_transaction(&self, transaction_id: TransactionId) -> Result<()> {
let mut active_txns = self.active_transactions.write();
let _transaction = active_txns
.remove(&transaction_id)
.ok_or_else(|| anyhow!("Transaction not found: {}", transaction_id))?;
self.write_ahead_log.append(
transaction_id,
SerializableOperation::Abort { transaction_id },
)?;
self.lock_manager.release_transaction_locks(transaction_id);
tracing::debug!("Transaction {} aborted", transaction_id);
Ok(())
}
fn acquire_locks_for_operation(
&self,
transaction_id: TransactionId,
operation: &TransactionOperation,
) -> Result<()> {
match operation {
TransactionOperation::Insert { uri, .. } => {
self.lock_manager
.acquire_lock(transaction_id, uri, LockType::Exclusive)?;
}
TransactionOperation::Update { uri, .. } => {
self.lock_manager
.acquire_lock(transaction_id, uri, LockType::Exclusive)?;
}
TransactionOperation::Delete { uri, .. } => {
self.lock_manager
.acquire_lock(transaction_id, uri, LockType::Exclusive)?;
}
TransactionOperation::BatchInsert { items } => {
for (uri, _) in items {
self.lock_manager
.acquire_lock(transaction_id, uri, LockType::Exclusive)?;
}
}
TransactionOperation::IndexRebuild { .. } => {
self.lock_manager
.acquire_lock(transaction_id, "_global_", LockType::Exclusive)?;
}
}
Ok(())
}
fn validate_transaction(&self, _transaction: &Transaction) -> Result<()> {
Ok(())
}
fn execute_operation(&self, _operation: &TransactionOperation) -> Result<()> {
Ok(())
}
fn convert_to_serializable(&self, operation: &TransactionOperation) -> SerializableOperation {
match operation {
TransactionOperation::Insert { uri, vector, .. } => SerializableOperation::Insert {
uri: uri.clone(),
vector_data: vector.as_f32(),
},
TransactionOperation::Update {
uri,
vector,
old_vector,
} => SerializableOperation::Update {
uri: uri.clone(),
new_vector: vector.as_f32(),
old_vector: old_vector.as_ref().map(|v| v.as_f32()),
},
TransactionOperation::Delete { uri, .. } => {
SerializableOperation::Delete { uri: uri.clone() }
}
_ => {
SerializableOperation::Insert {
uri: "batch_operation".to_string(),
vector_data: vec![0.0],
}
}
}
}
}
impl Default for WriteAheadLog {
fn default() -> Self {
Self::new()
}
}
impl WriteAheadLog {
pub fn new() -> Self {
Self {
log_entries: Arc::new(RwLock::new(VecDeque::new())),
log_file: None,
checkpoint_interval: Duration::from_secs(60),
last_checkpoint: Arc::new(RwLock::new(SystemTime::now())),
}
}
pub fn append(
&self,
transaction_id: TransactionId,
operation: SerializableOperation,
) -> Result<()> {
let entry = LogEntry {
lsn: self.generate_lsn(),
transaction_id,
operation,
timestamp: SystemTime::now(),
checksum: 0, };
let mut log = self.log_entries.write();
log.push_back(entry);
if self.should_checkpoint() {
self.checkpoint()?;
}
Ok(())
}
fn generate_lsn(&self) -> u64 {
static LSN_COUNTER: AtomicU64 = AtomicU64::new(0);
LSN_COUNTER.fetch_add(1, Ordering::Relaxed)
}
fn should_checkpoint(&self) -> bool {
let last_checkpoint = *self.last_checkpoint.read();
last_checkpoint
.elapsed()
.expect("SystemTime should not go backwards")
> self.checkpoint_interval
}
fn checkpoint(&self) -> Result<()> {
let mut last_checkpoint = self.last_checkpoint.write();
*last_checkpoint = SystemTime::now();
Ok(())
}
}
impl Default for LockManager {
fn default() -> Self {
Self::new()
}
}
impl LockManager {
pub fn new() -> Self {
Self {
locks: Arc::new(RwLock::new(HashMap::new())),
deadlock_detector: Arc::new(DeadlockDetector::new()),
}
}
pub fn acquire_lock(
&self,
transaction_id: TransactionId,
resource: &str,
lock_type: LockType,
) -> Result<()> {
let mut locks = self.locks.write();
let lock_info = locks
.entry(resource.to_string())
.or_insert_with(|| LockInfo {
lock_type: LockType::Shared,
holders: HashSet::new(),
waiters: VecDeque::new(),
granted_time: SystemTime::now(),
});
if self.can_grant_lock(lock_info, lock_type) {
lock_info.holders.insert(transaction_id);
lock_info.lock_type = lock_type;
lock_info.granted_time = SystemTime::now();
Ok(())
} else {
lock_info.waiters.push_back((transaction_id, lock_type));
self.deadlock_detector.check_deadlock(transaction_id)?;
Err(anyhow!("Lock not available, transaction waiting"))
}
}
pub fn release_transaction_locks(&self, transaction_id: TransactionId) {
let mut locks = self.locks.write();
let mut to_remove = Vec::new();
for (resource, lock_info) in locks.iter_mut() {
lock_info.holders.remove(&transaction_id);
lock_info.waiters.retain(|(tid, _)| *tid != transaction_id);
if lock_info.holders.is_empty() {
to_remove.push(resource.clone());
}
}
for resource in to_remove {
locks.remove(&resource);
}
}
fn can_grant_lock(&self, lock_info: &LockInfo, requested_type: LockType) -> bool {
if lock_info.holders.is_empty() {
return true;
}
matches!(
(lock_info.lock_type, requested_type),
(LockType::Shared, LockType::Shared)
)
}
}
impl Default for DeadlockDetector {
fn default() -> Self {
Self::new()
}
}
impl DeadlockDetector {
pub fn new() -> Self {
Self {
wait_for_graph: Arc::new(RwLock::new(HashMap::new())),
detection_interval: Duration::from_secs(1),
}
}
pub fn check_deadlock(&self, _transaction_id: TransactionId) -> Result<()> {
Ok(())
}
}
impl StreamingEngine {
pub fn new(config: StreamingConfig) -> Self {
Self {
config,
stream_buffer: Arc::new(RwLock::new(VecDeque::new())),
processor_thread: None,
backpressure_controller: Arc::new(BackpressureController::new()),
stream_metrics: Arc::new(StreamingMetrics::default()),
}
}
pub fn submit_operation(&self, operation: StreamingOperation) -> Result<()> {
if self.backpressure_controller.should_apply_backpressure() {
return Err(anyhow!("Backpressure applied, operation rejected"));
}
let mut buffer = self.stream_buffer.write();
buffer.push_back(operation);
self.stream_metrics
.operations_pending
.fetch_add(1, Ordering::Relaxed);
Ok(())
}
pub fn get_metrics(&self) -> &StreamingMetrics {
&self.stream_metrics
}
}
impl Default for BackpressureController {
fn default() -> Self {
Self::new()
}
}
impl BackpressureController {
pub fn new() -> Self {
Self {
current_load: Arc::new(RwLock::new(0.0)),
max_load_threshold: 0.8,
adaptive_batching: true,
load_shedding: true,
}
}
pub fn should_apply_backpressure(&self) -> bool {
let load = *self.current_load.read();
load > self.max_load_threshold
}
}
impl CacheManager {
pub fn new(config: StoreCacheConfig) -> Self {
Self {
vector_cache: Arc::new(RwLock::new(HashMap::new())),
query_cache: Arc::new(RwLock::new(HashMap::new())),
config,
cache_stats: Arc::new(CacheStats::default()),
eviction_policy: EvictionPolicy::LRU,
}
}
pub fn get_vector(&self, uri: &str) -> Option<CachedVector> {
let cache = self.vector_cache.read();
if let Some(cached) = cache.get(uri) {
self.cache_stats
.vector_cache_hits
.fetch_add(1, Ordering::Relaxed);
Some(cached.clone())
} else {
self.cache_stats
.vector_cache_misses
.fetch_add(1, Ordering::Relaxed);
None
}
}
pub fn cache_vector(&self, uri: String, vector: Vector) {
let cached_vector = CachedVector {
vector,
last_accessed: SystemTime::now(),
access_count: 1,
compression_ratio: 1.0,
cache_level: CacheLevel::Memory,
};
let mut cache = self.vector_cache.write();
cache.insert(uri, cached_vector);
}
pub fn get_cached_query(&self, query_hash: &u64) -> Option<CachedQueryResult> {
let cache = self.query_cache.read();
if let Some(cached) = cache.get(&query_hash.to_string()) {
self.cache_stats
.query_cache_hits
.fetch_add(1, Ordering::Relaxed);
Some(cached.clone())
} else {
self.cache_stats
.query_cache_misses
.fetch_add(1, Ordering::Relaxed);
None
}
}
pub fn cache_query_result(&self, query_hash: u64, results: Vec<(String, f32)>) {
let cached_result = CachedQueryResult {
results,
query_hash,
last_accessed: SystemTime::now(),
ttl: self.config.cache_ttl,
hit_count: 0,
};
let mut cache = self.query_cache.write();
cache.insert(query_hash.to_string(), cached_result);
}
pub fn get_stats(&self) -> &CacheStats {
&self.cache_stats
}
}
impl ReplicationManager {
pub fn new(config: ReplicationConfig) -> Self {
Self {
config,
replicas: Arc::new(RwLock::new(Vec::new())),
replication_log: Arc::new(RwLock::new(VecDeque::new())),
consensus_algorithm: ConsensusAlgorithm::SimpleMajority,
health_checker: Arc::new(HealthChecker::new()),
}
}
}
impl Default for HealthChecker {
fn default() -> Self {
Self::new()
}
}
impl HealthChecker {
pub fn new() -> Self {
Self {
check_interval: Duration::from_secs(30),
timeout: Duration::from_secs(5),
failure_threshold: 3,
}
}
}
impl ConsistencyManager {
pub fn new(consistency_level: ConsistencyLevel) -> Self {
Self {
consistency_level,
vector_clocks: Arc::new(RwLock::new(HashMap::new())),
conflict_resolver: Arc::new(ConflictResolver::new()),
causal_order_tracker: Arc::new(CausalOrderTracker::new()),
}
}
}
impl Default for ConflictResolver {
fn default() -> Self {
Self::new()
}
}
impl ConflictResolver {
pub fn new() -> Self {
Self {
strategy: ConflictResolution::LastWriteWins,
custom_resolvers: HashMap::new(),
}
}
}
impl Default for CausalOrderTracker {
fn default() -> Self {
Self::new()
}
}
impl CausalOrderTracker {
pub fn new() -> Self {
Self {
happens_before: Arc::new(RwLock::new(HashMap::new())),
}
}
}
impl ChangeLog {
pub fn new(max_entries: usize) -> Self {
Self {
entries: Arc::new(RwLock::new(VecDeque::new())),
max_entries,
subscribers: Arc::new(RwLock::new(Vec::new())),
}
}
pub fn add_entry(&self, entry: ChangeLogEntry) {
let mut entries = self.entries.write();
entries.push_back(entry.clone());
if entries.len() > self.max_entries {
entries.pop_front();
}
let subscribers = self.subscribers.read();
for subscriber in subscribers.iter() {
let _ = subscriber.on_change(&entry);
}
}
pub fn add_subscriber(&self, subscriber: Arc<dyn ChangeSubscriber>) {
let mut subscribers = self.subscribers.write();
subscribers.push(subscriber);
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_store_integration_config() {
let config = StoreIntegrationConfig::default();
assert!(config.real_time_sync);
assert_eq!(config.batch_size, 1000);
assert!(config.incremental_updates);
}
#[test]
fn test_transaction_lifecycle() -> Result<()> {
let config = StoreIntegrationConfig::default();
let tm = TransactionManager::new(config);
let tx_id = tm.begin_transaction(IsolationLevel::ReadCommitted)?;
assert!(tx_id > 0);
let result = tm.commit_transaction(tx_id);
assert!(result.is_ok());
Ok(())
}
#[test]
fn test_cache_manager() -> Result<()> {
let config = StoreCacheConfig {
enable_vector_cache: true,
enable_query_cache: true,
cache_size_mb: 128,
cache_ttl: Duration::from_secs(300),
enable_compression: false,
};
let cache_manager = CacheManager::new(config);
let vector = Vector::new(vec![1.0, 2.0, 3.0]);
cache_manager.cache_vector("test_uri".to_string(), vector.clone());
let cached = cache_manager.get_vector("test_uri");
assert!(cached.is_some());
assert_eq!(cached.expect("test value").vector, vector);
Ok(())
}
#[test]
fn test_streaming_engine() {
let config = StreamingConfig {
enable_streaming: true,
buffer_size: 1000,
flush_interval: Duration::from_millis(100),
enable_backpressure: true,
max_lag: Duration::from_secs(1),
};
let streaming_engine = StreamingEngine::new(config);
let operation = StreamingOperation::VectorInsert {
uri: "test_uri".to_string(),
vector: Vector::new(vec![1.0, 2.0, 3.0]),
priority: Priority::Normal,
};
let result = streaming_engine.submit_operation(operation);
assert!(result.is_ok());
}
#[test]
fn test_integrated_vector_store() -> Result<()> {
let config = StoreIntegrationConfig::default();
let store = IntegratedVectorStore::new(config, EmbeddingStrategy::TfIdf)?;
let tx_id = store.begin_transaction(IsolationLevel::ReadCommitted)?;
assert!(tx_id > 0);
let vector = Vector::new(vec![1.0, 2.0, 3.0]);
let result = store.transactional_insert(tx_id, "test_uri".to_string(), vector, None);
assert!(result.is_ok());
let commit_result = store.commit_transaction(tx_id);
assert!(commit_result.is_ok());
Ok(())
}
}