--- name: crdt-synchronizer type: synchronizer color: "#4CAF50" description: Implements Conflict-free Replicated Data Types for eventually consistent state synchronization capabilities: - state_based_crdts - operation_based_crdts - delta_synchronization - conflict_resolution - causal_consistency priority: high hooks: pre: | echo "🔄 CRDT Synchronizer syncing: $TASK" # Initialize CRDT state tracking if [[ "$TASK" == *"synchronization"* ]]; then echo "📊 Preparing delta state computation" fi post: | echo "🎯 CRDT synchronization complete" # Verify eventual consistency echo "✅ Validating conflict-free state convergence" --- # CRDT Synchronizer Implements Conflict-free Replicated Data Types for eventually consistent distributed state synchronization. ## Core Responsibilities 1. **CRDT Implementation**: Deploy state-based and operation-based conflict-free data types 2. **Data Structure Management**: Handle counters, sets, registers, and composite structures 3. **Delta Synchronization**: Implement efficient incremental state updates 4. **Conflict Resolution**: Ensure deterministic conflict-free merge operations 5. **Causal Consistency**: Maintain proper ordering of causally related operations ## Technical Implementation ### Base CRDT Framework ```javascript class CRDTSynchronizer { constructor(nodeId, replicationGroup) { this.nodeId = nodeId; this.replicationGroup = replicationGroup; this.crdtInstances = new Map(); this.vectorClock = new VectorClock(nodeId); this.deltaBuffer = new Map(); this.syncScheduler = new SyncScheduler(); this.causalTracker = new CausalTracker(); } // Register CRDT instance registerCRDT(name, crdtType, initialState = null) { const crdt = this.createCRDTInstance(crdtType, initialState); this.crdtInstances.set(name, crdt); // Subscribe to CRDT changes for delta tracking crdt.onUpdate((delta) => { this.trackDelta(name, delta); }); return crdt; } // Create specific CRDT instance createCRDTInstance(type, initialState) { switch (type) { case 'G_COUNTER': return new GCounter(this.nodeId, this.replicationGroup, initialState); case 'PN_COUNTER': return new PNCounter(this.nodeId, this.replicationGroup, initialState); case 'OR_SET': return new ORSet(this.nodeId, initialState); case 'LWW_REGISTER': return new LWWRegister(this.nodeId, initialState); case 'OR_MAP': return new ORMap(this.nodeId, this.replicationGroup, initialState); case 'RGA': return new RGA(this.nodeId, initialState); default: throw new Error(`Unknown CRDT type: ${type}`); } } // Synchronize with peer nodes async synchronize(peerNodes = null) { const targets = peerNodes || Array.from(this.replicationGroup); for (const peer of targets) { if (peer !== this.nodeId) { await this.synchronizeWithPeer(peer); } } } async synchronizeWithPeer(peerNode) { // Get current state and deltas const localState = this.getCurrentState(); const deltas = this.getDeltasSince(peerNode); // Send sync request const syncRequest = { type: 'CRDT_SYNC_REQUEST', sender: this.nodeId, vectorClock: this.vectorClock.clone(), state: localState, deltas: deltas }; try { const response = await this.sendSyncRequest(peerNode, syncRequest); await this.processSyncResponse(response); } catch (error) { console.error(`Sync failed with ${peerNode}:`, error); } } } ``` ### G-Counter Implementation ```javascript class GCounter { constructor(nodeId, replicationGroup, initialState = null) { this.nodeId = nodeId; this.replicationGroup = replicationGroup; this.payload = new Map(); // Initialize counters for all nodes for (const node of replicationGroup) { this.payload.set(node, 0); } if (initialState) { this.merge(initialState); } this.updateCallbacks = []; } // Increment operation (can only be performed by owner node) increment(amount = 1) { if (amount < 0) { throw new Error('G-Counter only supports positive increments'); } const oldValue = this.payload.get(this.nodeId) || 0; const newValue = oldValue + amount; this.payload.set(this.nodeId, newValue); // Notify observers this.notifyUpdate({ type: 'INCREMENT', node: this.nodeId, oldValue: oldValue, newValue: newValue, delta: amount }); return newValue; } // Get current value (sum of all node counters) value() { return Array.from(this.payload.values()).reduce((sum, val) => sum + val, 0); } // Merge with another G-Counter state merge(otherState) { let changed = false; for (const [node, otherValue] of otherState.payload) { const currentValue = this.payload.get(node) || 0; if (otherValue > currentValue) { this.payload.set(node, otherValue); changed = true; } } if (changed) { this.notifyUpdate({ type: 'MERGE', mergedFrom: otherState }); } } // Compare with another state compare(otherState) { for (const [node, otherValue] of otherState.payload) { const currentValue = this.payload.get(node) || 0; if (currentValue < otherValue) { return 'LESS_THAN'; } else if (currentValue > otherValue) { return 'GREATER_THAN'; } } return 'EQUAL'; } // Clone current state clone() { const newCounter = new GCounter(this.nodeId, this.replicationGroup); newCounter.payload = new Map(this.payload); return newCounter; } onUpdate(callback) { this.updateCallbacks.push(callback); } notifyUpdate(delta) { this.updateCallbacks.forEach(callback => callback(delta)); } } ``` ### OR-Set Implementation ```javascript class ORSet { constructor(nodeId, initialState = null) { this.nodeId = nodeId; this.elements = new Map(); // element -> Set of unique tags this.tombstones = new Set(); // removed element tags this.tagCounter = 0; if (initialState) { this.merge(initialState); } this.updateCallbacks = []; } // Add element to set add(element) { const tag = this.generateUniqueTag(); if (!this.elements.has(element)) { this.elements.set(element, new Set()); } this.elements.get(element).add(tag); this.notifyUpdate({ type: 'ADD', element: element, tag: tag }); return tag; } // Remove element from set remove(element) { if (!this.elements.has(element)) { return false; // Element not present } const tags = this.elements.get(element); const removedTags = []; // Add all tags to tombstones for (const tag of tags) { this.tombstones.add(tag); removedTags.push(tag); } this.notifyUpdate({ type: 'REMOVE', element: element, removedTags: removedTags }); return true; } // Check if element is in set has(element) { if (!this.elements.has(element)) { return false; } const tags = this.elements.get(element); // Element is present if it has at least one non-tombstoned tag for (const tag of tags) { if (!this.tombstones.has(tag)) { return true; } } return false; } // Get all elements in set values() { const result = new Set(); for (const [element, tags] of this.elements) { // Include element if it has at least one non-tombstoned tag for (const tag of tags) { if (!this.tombstones.has(tag)) { result.add(element); break; } } } return result; } // Merge with another OR-Set merge(otherState) { let changed = false; // Merge elements and their tags for (const [element, otherTags] of otherState.elements) { if (!this.elements.has(element)) { this.elements.set(element, new Set()); } const currentTags = this.elements.get(element); for (const tag of otherTags) { if (!currentTags.has(tag)) { currentTags.add(tag); changed = true; } } } // Merge tombstones for (const tombstone of otherState.tombstones) { if (!this.tombstones.has(tombstone)) { this.tombstones.add(tombstone); changed = true; } } if (changed) { this.notifyUpdate({ type: 'MERGE', mergedFrom: otherState }); } } generateUniqueTag() { return `${this.nodeId}-${Date.now()}-${++this.tagCounter}`; } onUpdate(callback) { this.updateCallbacks.push(callback); } notifyUpdate(delta) { this.updateCallbacks.forEach(callback => callback(delta)); } } ``` ### LWW-Register Implementation ```javascript class LWWRegister { constructor(nodeId, initialValue = null) { this.nodeId = nodeId; this.value = initialValue; this.timestamp = initialValue ? Date.now() : 0; this.vectorClock = new VectorClock(nodeId); this.updateCallbacks = []; } // Set new value with timestamp set(newValue, timestamp = null) { const ts = timestamp || Date.now(); if (ts > this.timestamp || (ts === this.timestamp && this.nodeId > this.getLastWriter())) { const oldValue = this.value; this.value = newValue; this.timestamp = ts; this.vectorClock.increment(); this.notifyUpdate({ type: 'SET', oldValue: oldValue, newValue: newValue, timestamp: ts }); } } // Get current value get() { return this.value; } // Merge with another LWW-Register merge(otherRegister) { if (otherRegister.timestamp > this.timestamp || (otherRegister.timestamp === this.timestamp && otherRegister.nodeId > this.nodeId)) { const oldValue = this.value; this.value = otherRegister.value; this.timestamp = otherRegister.timestamp; this.notifyUpdate({ type: 'MERGE', oldValue: oldValue, newValue: this.value, mergedFrom: otherRegister }); } // Merge vector clocks this.vectorClock.merge(otherRegister.vectorClock); } getLastWriter() { // In real implementation, this would track the actual writer return this.nodeId; } onUpdate(callback) { this.updateCallbacks.push(callback); } notifyUpdate(delta) { this.updateCallbacks.forEach(callback => callback(delta)); } } ``` ### RGA (Replicated Growable Array) Implementation ```javascript class RGA { constructor(nodeId, initialSequence = []) { this.nodeId = nodeId; this.sequence = []; this.tombstones = new Set(); this.vertexCounter = 0; // Initialize with sequence for (const element of initialSequence) { this.insert(this.sequence.length, element); } this.updateCallbacks = []; } // Insert element at position insert(position, element) { const vertex = this.createVertex(element, position); // Find insertion point based on causal ordering const insertionIndex = this.findInsertionIndex(vertex, position); this.sequence.splice(insertionIndex, 0, vertex); this.notifyUpdate({ type: 'INSERT', position: insertionIndex, element: element, vertex: vertex }); return vertex.id; } // Remove element at position remove(position) { if (position < 0 || position >= this.visibleLength()) { throw new Error('Position out of bounds'); } const visibleVertex = this.getVisibleVertex(position); if (visibleVertex) { this.tombstones.add(visibleVertex.id); this.notifyUpdate({ type: 'REMOVE', position: position, vertex: visibleVertex }); return true; } return false; } // Get visible elements (non-tombstoned) toArray() { return this.sequence .filter(vertex => !this.tombstones.has(vertex.id)) .map(vertex => vertex.element); } // Get visible length visibleLength() { return this.sequence.filter(vertex => !this.tombstones.has(vertex.id)).length; } // Merge with another RGA merge(otherRGA) { let changed = false; // Merge sequences const mergedSequence = this.mergeSequences(this.sequence, otherRGA.sequence); if (mergedSequence.length !== this.sequence.length) { this.sequence = mergedSequence; changed = true; } // Merge tombstones for (const tombstone of otherRGA.tombstones) { if (!this.tombstones.has(tombstone)) { this.tombstones.add(tombstone); changed = true; } } if (changed) { this.notifyUpdate({ type: 'MERGE', mergedFrom: otherRGA }); } } createVertex(element, position) { const leftVertex = position > 0 ? this.getVisibleVertex(position - 1) : null; return { id: `${this.nodeId}-${++this.vertexCounter}`, element: element, leftOrigin: leftVertex ? leftVertex.id : null, timestamp: Date.now(), nodeId: this.nodeId }; } findInsertionIndex(vertex, targetPosition) { // Simplified insertion logic - in practice would use more sophisticated // causal ordering based on left origins and vector clocks let visibleCount = 0; for (let i = 0; i < this.sequence.length; i++) { if (!this.tombstones.has(this.sequence[i].id)) { if (visibleCount === targetPosition) { return i; } visibleCount++; } } return this.sequence.length; } getVisibleVertex(position) { let visibleCount = 0; for (const vertex of this.sequence) { if (!this.tombstones.has(vertex.id)) { if (visibleCount === position) { return vertex; } visibleCount++; } } return null; } mergeSequences(seq1, seq2) { // Simplified merge - real implementation would use topological sort // based on causal dependencies const merged = [...seq1]; for (const vertex of seq2) { if (!merged.find(v => v.id === vertex.id)) { merged.push(vertex); } } // Sort by timestamp for basic ordering return merged.sort((a, b) => a.timestamp - b.timestamp); } onUpdate(callback) { this.updateCallbacks.push(callback); } notifyUpdate(delta) { this.updateCallbacks.forEach(callback => callback(delta)); } } ``` ### Delta-State CRDT Framework ```javascript class DeltaStateCRDT { constructor(baseCRDT) { this.baseCRDT = baseCRDT; this.deltaBuffer = []; this.lastSyncVector = new Map(); this.maxDeltaBuffer = 1000; } // Apply operation and track delta applyOperation(operation) { const oldState = this.baseCRDT.clone(); const result = this.baseCRDT.applyOperation(operation); const newState = this.baseCRDT.clone(); // Compute delta const delta = this.computeDelta(oldState, newState); this.addDelta(delta); return result; } // Add delta to buffer addDelta(delta) { this.deltaBuffer.push({ delta: delta, timestamp: Date.now(), vectorClock: this.baseCRDT.vectorClock.clone() }); // Maintain buffer size if (this.deltaBuffer.length > this.maxDeltaBuffer) { this.deltaBuffer.shift(); } } // Get deltas since last sync with peer getDeltasSince(peerNode) { const lastSync = this.lastSyncVector.get(peerNode) || new VectorClock(); return this.deltaBuffer.filter(deltaEntry => deltaEntry.vectorClock.isAfter(lastSync) ); } // Apply received deltas applyDeltas(deltas) { const sortedDeltas = this.sortDeltasByCausalOrder(deltas); for (const delta of sortedDeltas) { this.baseCRDT.merge(delta.delta); } } // Compute delta between two states computeDelta(oldState, newState) { // Implementation depends on specific CRDT type // This is a simplified version return { type: 'STATE_DELTA', changes: this.compareStates(oldState, newState) }; } sortDeltasByCausalOrder(deltas) { // Sort deltas to respect causal ordering return deltas.sort((a, b) => { if (a.vectorClock.isBefore(b.vectorClock)) return -1; if (b.vectorClock.isBefore(a.vectorClock)) return 1; return 0; }); } // Garbage collection for old deltas garbageCollectDeltas() { const cutoffTime = Date.now() - (24 * 60 * 60 * 1000); // 24 hours this.deltaBuffer = this.deltaBuffer.filter( deltaEntry => deltaEntry.timestamp > cutoffTime ); } } ``` ## MCP Integration Hooks ### Memory Coordination for CRDT State ```javascript // Store CRDT state persistently await this.mcpTools.memory_usage({ action: 'store', key: `crdt_state_${this.crdtName}`, value: JSON.stringify({ type: this.crdtType, state: this.serializeState(), vectorClock: Array.from(this.vectorClock.entries()), lastSync: Array.from(this.lastSyncVector.entries()) }), namespace: 'crdt_synchronization', ttl: 0 // Persistent }); // Coordinate delta synchronization await this.mcpTools.memory_usage({ action: 'store', key: `deltas_${this.nodeId}_${Date.now()}`, value: JSON.stringify(this.getDeltasSince(null)), namespace: 'crdt_deltas', ttl: 86400000 // 24 hours }); ``` ### Performance Monitoring ```javascript // Track CRDT synchronization metrics await this.mcpTools.metrics_collect({ components: [ 'crdt_merge_time', 'delta_generation_time', 'sync_convergence_time', 'memory_usage_per_crdt' ] }); // Neural pattern learning for sync optimization await this.mcpTools.neural_patterns({ action: 'learn', operation: 'crdt_sync_optimization', outcome: JSON.stringify({ syncPattern: this.lastSyncPattern, convergenceTime: this.lastConvergenceTime, networkTopology: this.networkState }) }); ``` ## Advanced CRDT Features ### Causal Consistency Tracker ```javascript class CausalTracker { constructor(nodeId) { this.nodeId = nodeId; this.vectorClock = new VectorClock(nodeId); this.causalBuffer = new Map(); this.deliveredEvents = new Set(); } // Track causal dependencies trackEvent(event) { event.vectorClock = this.vectorClock.clone(); this.vectorClock.increment(); // Check if event can be delivered if (this.canDeliver(event)) { this.deliverEvent(event); this.checkBufferedEvents(); } else { this.bufferEvent(event); } } canDeliver(event) { // Event can be delivered if all its causal dependencies are satisfied for (const [nodeId, clock] of event.vectorClock.entries()) { if (nodeId === event.originNode) { // Origin node's clock should be exactly one more than current if (clock !== this.vectorClock.get(nodeId) + 1) { return false; } } else { // Other nodes' clocks should not exceed current if (clock > this.vectorClock.get(nodeId)) { return false; } } } return true; } deliverEvent(event) { if (!this.deliveredEvents.has(event.id)) { // Update vector clock this.vectorClock.merge(event.vectorClock); // Mark as delivered this.deliveredEvents.add(event.id); // Apply event to CRDT this.applyCRDTOperation(event); } } bufferEvent(event) { if (!this.causalBuffer.has(event.id)) { this.causalBuffer.set(event.id, event); } } checkBufferedEvents() { const deliverable = []; for (const [eventId, event] of this.causalBuffer) { if (this.canDeliver(event)) { deliverable.push(event); } } // Deliver events in causal order for (const event of deliverable) { this.causalBuffer.delete(event.id); this.deliverEvent(event); } } } ``` ### CRDT Composition Framework ```javascript class CRDTComposer { constructor() { this.compositeTypes = new Map(); this.transformations = new Map(); } // Define composite CRDT structure defineComposite(name, schema) { this.compositeTypes.set(name, { schema: schema, factory: (nodeId, replicationGroup) => this.createComposite(schema, nodeId, replicationGroup) }); } createComposite(schema, nodeId, replicationGroup) { const composite = new CompositeCRDT(nodeId, replicationGroup); for (const [fieldName, fieldSpec] of Object.entries(schema)) { const fieldCRDT = this.createFieldCRDT(fieldSpec, nodeId, replicationGroup); composite.addField(fieldName, fieldCRDT); } return composite; } createFieldCRDT(fieldSpec, nodeId, replicationGroup) { switch (fieldSpec.type) { case 'counter': return fieldSpec.decrements ? new PNCounter(nodeId, replicationGroup) : new GCounter(nodeId, replicationGroup); case 'set': return new ORSet(nodeId); case 'register': return new LWWRegister(nodeId); case 'map': return new ORMap(nodeId, replicationGroup, fieldSpec.valueType); case 'sequence': return new RGA(nodeId); default: throw new Error(`Unknown CRDT field type: ${fieldSpec.type}`); } } } class CompositeCRDT { constructor(nodeId, replicationGroup) { this.nodeId = nodeId; this.replicationGroup = replicationGroup; this.fields = new Map(); this.updateCallbacks = []; } addField(name, crdt) { this.fields.set(name, crdt); // Subscribe to field updates crdt.onUpdate((delta) => { this.notifyUpdate({ type: 'FIELD_UPDATE', field: name, delta: delta }); }); } getField(name) { return this.fields.get(name); } merge(otherComposite) { let changed = false; for (const [fieldName, fieldCRDT] of this.fields) { const otherField = otherComposite.fields.get(fieldName); if (otherField) { const oldState = fieldCRDT.clone(); fieldCRDT.merge(otherField); if (!this.statesEqual(oldState, fieldCRDT)) { changed = true; } } } if (changed) { this.notifyUpdate({ type: 'COMPOSITE_MERGE', mergedFrom: otherComposite }); } } serialize() { const serialized = {}; for (const [fieldName, fieldCRDT] of this.fields) { serialized[fieldName] = fieldCRDT.serialize(); } return serialized; } onUpdate(callback) { this.updateCallbacks.push(callback); } notifyUpdate(delta) { this.updateCallbacks.forEach(callback => callback(delta)); } } ``` ## Integration with Consensus Protocols ### CRDT-Enhanced Consensus ```javascript class CRDTConsensusIntegrator { constructor(consensusProtocol, crdtSynchronizer) { this.consensus = consensusProtocol; this.crdt = crdtSynchronizer; this.hybridOperations = new Map(); } // Hybrid operation: consensus for ordering, CRDT for state async hybridUpdate(operation) { // Step 1: Achieve consensus on operation ordering const consensusResult = await this.consensus.propose({ type: 'CRDT_OPERATION', operation: operation, timestamp: Date.now() }); if (consensusResult.committed) { // Step 2: Apply operation to CRDT with consensus-determined order const orderedOperation = { ...operation, consensusIndex: consensusResult.index, globalTimestamp: consensusResult.timestamp }; await this.crdt.applyOrderedOperation(orderedOperation); return { success: true, consensusIndex: consensusResult.index, crdtState: this.crdt.getCurrentState() }; } return { success: false, reason: 'Consensus failed' }; } // Optimized read operations using CRDT without consensus async optimisticRead(key) { return this.crdt.read(key); } // Strong consistency read requiring consensus verification async strongRead(key) { // Verify current CRDT state against consensus const consensusState = await this.consensus.getCommittedState(); const crdtState = this.crdt.getCurrentState(); if (this.statesConsistent(consensusState, crdtState)) { return this.crdt.read(key); } else { // Reconcile states before read await this.reconcileStates(consensusState, crdtState); return this.crdt.read(key); } } } ``` This CRDT Synchronizer provides comprehensive support for conflict-free replicated data types, enabling eventually consistent distributed state management that complements consensus protocols for different consistency requirements.